tutorial-inicial.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0375_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0374_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0301_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0364_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0311_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0303_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0327_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0273_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0336_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0368_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0351_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0352_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0316_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0320_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0312_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0261_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0257_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0346_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0292_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0328_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0340_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0275_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0266_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0372_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0339_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0330_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0363_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0333_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0358_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0380_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0357_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0384_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0366_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0377_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0291_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0262_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0329_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0383_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0318_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0298_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0279_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0341_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0294_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0271_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0367_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0321_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0310_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0359_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0274_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0313_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0347_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0270_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0293_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0259_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0356_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0308_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0278_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0287_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0297_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0302_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0335_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0258_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0382_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0267_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0299_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0373_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0263_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0326_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0325_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0337_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0269_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0324_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0295_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0348_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0365_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0370_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0315_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0283_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0280_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0304_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0323_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0343_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0350_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0285_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0322_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0349_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0379_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0260_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0360_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0361_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0355_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0362_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0289_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0338_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0342_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0286_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0371_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0378_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0305_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0345_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0332_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0272_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0288_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0344_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0309_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0265_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0268_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0354_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0277_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0300_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0282_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0307_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0284_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0314_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0317_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0264_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0369_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0290_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0319_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0381_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0276_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0281_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0376_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0306_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0353_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0331_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0296_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/normal/0334_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2944_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0143_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2964_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0188_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2963_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0190_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2910_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2929_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0148_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2909_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2953_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0160_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0132_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2966_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0144_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0161_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2965_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0167_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0171_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2968_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2957_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2915_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0136_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2960_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2912_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2943_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2916_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0172_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0159_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2908_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0158_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2921_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2951_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2933_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2958_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0162_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0156_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0185_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2917_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0165_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0138_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2918_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2932_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2950_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0191_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2923_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0176_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0174_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2970_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2962_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2949_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2936_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2954_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2947_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0130_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2935_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2959_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0137_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0129_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0169_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0184_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2911_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0183_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2941_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0168_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0182_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0134_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0135_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0153_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0149_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2938_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2937_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0146_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2913_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2920_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2940_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0157_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0152_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2967_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0177_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2956_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0187_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2948_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2919_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0189_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0150_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0186_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0141_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0180_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2928_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0166_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0170_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0154_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0151_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0179_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2934_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0140_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0133_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2927_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2924_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0139_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0178_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2952_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2925_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0175_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0128_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0147_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0173_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2942_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0163_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2914_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2971_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2946_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2969_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0142_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0181_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0131_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2931_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2945_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2955_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0145_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2922_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0164_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2961_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/0155_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2939_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2930_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/val/pneumonia/2926_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0654_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0441_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0679_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0809_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0586_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1491_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1487_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0458_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1057_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0959_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1189_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1528_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0708_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1044_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1126_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0829_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0812_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1070_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1390_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0871_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0522_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1160_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1378_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0431_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0553_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0616_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1298_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1245_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1346_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1028_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0753_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1561_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0519_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0665_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0975_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1497_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0730_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0786_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1049_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0862_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1233_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0473_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1165_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0964_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1223_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0611_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1368_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0538_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1259_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1032_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0513_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1443_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1402_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1460_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0990_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1136_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1041_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1215_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1250_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0672_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1364_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1196_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1375_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1283_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1135_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0399_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0934_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0590_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1492_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0699_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0800_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0716_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0461_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0873_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1399_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1540_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1351_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0957_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1252_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1269_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0818_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0576_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1238_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0477_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0687_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0997_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0981_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1466_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1157_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1325_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1362_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1112_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0827_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0863_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1567_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1207_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0532_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0702_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0733_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0973_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0535_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0666_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1009_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1305_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1490_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1572_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0521_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0860_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1059_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0649_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0681_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0811_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0443_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1204_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0670_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0436_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1175_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1144_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0936_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1042_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0856_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0736_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0739_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1562_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0710_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1577_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0525_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1354_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0644_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1006_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0798_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0520_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1338_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1558_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0612_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1297_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1441_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0659_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0595_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0766_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0878_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1051_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0615_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0965_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0445_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0712_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1031_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0737_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0405_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1515_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1445_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1181_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0703_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1203_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1242_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1127_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1079_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0400_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1295_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1263_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0419_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0678_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1463_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0962_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0924_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1254_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0925_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0718_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1481_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1084_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0401_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1054_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1475_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1246_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1500_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0619_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0488_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1564_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0779_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0526_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1382_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0432_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0720_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0755_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0974_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0891_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0807_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0740_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0935_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1170_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0456_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1253_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0918_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1418_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0943_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0391_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0667_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0813_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1401_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1064_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1530_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1420_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1376_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1182_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1495_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0605_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1053_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0455_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1125_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1012_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1036_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0476_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1496_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0457_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1504_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1555_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1526_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0756_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0623_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1096_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0554_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1038_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1015_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1473_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0653_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0841_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0475_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0759_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1192_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1248_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0760_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0628_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1128_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1485_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1282_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1509_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0837_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0442_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1520_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1313_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0987_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1524_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0744_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0866_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0517_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1046_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0539_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1582_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1542_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0852_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0484_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1289_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1383_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0822_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1260_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0778_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1294_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1476_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1180_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0881_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0993_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0714_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0945_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0592_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0804_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1302_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1541_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0884_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1519_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0637_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0663_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1140_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0481_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1518_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0418_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0536_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0986_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0534_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1066_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0421_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1191_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0816_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0427_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0996_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1538_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1231_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0793_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1569_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1471_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1422_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0966_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1239_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0819_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0923_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1428_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0709_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1149_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0564_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0784_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0723_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1557_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0706_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0982_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0599_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0802_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0635_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0892_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1413_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0722_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1198_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1142_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0478_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0598_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0593_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0621_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0942_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1439_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0747_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1498_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1350_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1429_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1414_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0850_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0977_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1389_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1465_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1077_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1249_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1437_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0941_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0398_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0437_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1546_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1039_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1513_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1317_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1380_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1580_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0894_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0464_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1163_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1545_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0909_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0697_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1033_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1131_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0626_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1278_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0471_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0998_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0638_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0895_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0389_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1087_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1267_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0808_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0602_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0629_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0454_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0541_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0662_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1072_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0523_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0940_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1168_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0968_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1334_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0810_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0429_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0507_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0584_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1256_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1347_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0617_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1264_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0453_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0643_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0764_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1162_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0415_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0978_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1359_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0396_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1037_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0963_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1011_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1514_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1521_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0694_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1173_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0543_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0848_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0646_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1339_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0762_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0743_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1522_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0888_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1193_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0633_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1411_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1527_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1107_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1247_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1332_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1348_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1055_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0426_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1200_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1398_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1134_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0887_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1279_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1409_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0634_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1132_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0435_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1556_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1576_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1071_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0944_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0914_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1169_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0828_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1392_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0609_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0578_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1284_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0449_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0776_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0773_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1040_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0958_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1488_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1474_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1416_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0967_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0571_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0938_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1197_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0794_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1453_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1187_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0752_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0880_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1105_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1000_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0992_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0844_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0511_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0550_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1322_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1179_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0497_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1292_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1152_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1139_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0407_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0485_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0689_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0560_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1367_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1102_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1081_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1464_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0896_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0761_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1314_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0726_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0969_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0392_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0897_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0777_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1069_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1099_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1374_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0581_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1373_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1340_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0921_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1405_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0867_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1114_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0474_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1220_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1427_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1005_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1406_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1034_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1195_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1385_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0583_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0567_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0500_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1329_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0551_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1467_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1176_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1529_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1442_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0636_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0937_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0971_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1372_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1061_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1433_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1199_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0796_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0509_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1501_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0836_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1167_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0393_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1110_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0704_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0765_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0514_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0771_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0705_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0661_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0448_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0387_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1241_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1088_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0851_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0404_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1174_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1214_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1387_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0815_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1440_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1101_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0797_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1021_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0472_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1138_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1243_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0949_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1505_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0774_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0820_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0729_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0791_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0741_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1458_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0874_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1251_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1417_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0493_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0927_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1379_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1457_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0688_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0552_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0501_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0805_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1065_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0728_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0701_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0480_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0707_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0452_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0577_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1327_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0597_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0574_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0594_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0785_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1060_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0922_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0799_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1324_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0725_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0572_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1408_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0789_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1063_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1469_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0559_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1395_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0857_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1337_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0903_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0682_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0487_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1366_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1024_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1104_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0546_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1143_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0783_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1365_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0482_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0821_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0402_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1286_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1225_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1472_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0745_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1287_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1257_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0528_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1536_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0388_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0715_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0782_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1002_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1570_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1151_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1356_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0479_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0991_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0494_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1412_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0824_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1452_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0645_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0422_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0624_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1265_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1353_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1369_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0580_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0639_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0486_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0573_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0691_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1016_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1027_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0512_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0696_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0425_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0556_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0767_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0939_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1085_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0505_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1388_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0972_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0495_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0994_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1007_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1268_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0960_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1205_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1363_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0651_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0469_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1212_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1185_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0692_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0588_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1227_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1344_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1345_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1080_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1026_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0751_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1178_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1108_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1240_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1270_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0510_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0825_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1450_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1050_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1052_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0920_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1262_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0698_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1109_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1535_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1510_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1430_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1447_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1533_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0717_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0861_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1394_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0915_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1103_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0787_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0439_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0908_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0879_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0549_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1571_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0917_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1352_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0630_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1218_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1030_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0930_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0899_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0446_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1320_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1272_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0731_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1512_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0620_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0413_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0460_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1083_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1404_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0411_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1280_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0606_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1341_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0668_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1336_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1156_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0763_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0853_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0901_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1303_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0545_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1150_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0890_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1106_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0721_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1306_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0610_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1304_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1573_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1097_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0912_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1216_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1092_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0627_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0906_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1274_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0847_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1258_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0956_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1568_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1073_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0503_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1275_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0440_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1449_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1486_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1539_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1281_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0711_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1384_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1008_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1315_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1155_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1230_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1111_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0600_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0950_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0660_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0548_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1219_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0547_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1113_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0676_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1502_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0489_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0865_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1277_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1045_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0907_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0952_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0447_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0444_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0652_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0814_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0466_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1321_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1534_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1004_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1003_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0656_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1058_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1432_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1019_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0961_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1075_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1001_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0984_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0734_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0409_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1397_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1326_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1448_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0910_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1090_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1154_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0607_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0450_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0947_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1124_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1400_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1013_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1116_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0397_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0875_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0674_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0686_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1478_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0406_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0555_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1119_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0749_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0490_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0868_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0855_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0870_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0976_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0859_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1480_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0727_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1255_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0946_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1067_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0900_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0563_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0498_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1461_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1499_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1507_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1285_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0557_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1419_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0669_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1300_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0770_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1506_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0788_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0719_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0658_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0433_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0769_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1386_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1172_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1271_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0754_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1158_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1560_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0846_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0390_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0544_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1147_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1349_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1319_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0695_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1194_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1361_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1307_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1566_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0451_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1177_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1094_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1342_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1183_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1229_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1407_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1431_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0394_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0502_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1261_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0562_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0589_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1549_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1310_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0916_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1089_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0795_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1130_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0533_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0693_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0601_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1217_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0603_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1523_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1552_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1017_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0680_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0434_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0735_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1438_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0568_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1483_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1122_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1082_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1516_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1403_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0738_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1426_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0529_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1357_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0919_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1091_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0395_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1201_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0817_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0417_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0625_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1343_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0582_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0664_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1236_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1477_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1462_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0412_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0675_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1190_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1288_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1276_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0842_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0677_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1301_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0558_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0492_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1078_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1210_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0506_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1482_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0768_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0585_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1543_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0467_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0596_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1318_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0933_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0671_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1123_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1293_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1415_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1159_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0858_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0911_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1423_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1048_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1335_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1494_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0438_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0885_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1531_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1451_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1532_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0579_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0655_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1381_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1224_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0618_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1559_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0732_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1211_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1355_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1188_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0792_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1470_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0886_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0508_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0537_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1056_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1377_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1446_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1484_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0983_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1121_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0970_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0463_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1014_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1266_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1579_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1479_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0995_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1186_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0843_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1086_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1244_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1062_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0898_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1296_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1206_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1291_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1583_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1232_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1436_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0408_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0424_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1435_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0531_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0430_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0622_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1565_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1068_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1141_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0648_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1550_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0420_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1117_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0742_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0775_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0684_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0951_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0801_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1020_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0928_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0496_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1184_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1563_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0700_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0587_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1213_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0416_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1456_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0926_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1235_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0823_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0683_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0835_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0657_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1574_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0403_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0591_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1118_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0748_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1330_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1551_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0685_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0515_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1578_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1455_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1161_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1137_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1208_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0465_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1424_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1554_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0999_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0954_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1316_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0690_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1396_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1575_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0468_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1328_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1166_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1221_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1323_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0565_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0608_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0988_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1237_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0724_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1493_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0462_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0504_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0831_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0780_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1093_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0840_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1454_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0913_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0932_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0905_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0569_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0854_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0877_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0613_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1043_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1308_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0410_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1360_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1273_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1202_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1410_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1171_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1234_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1544_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0781_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0483_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1489_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0757_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0931_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0889_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0631_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0673_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1371_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1023_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0518_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0746_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0459_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0561_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0985_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0989_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1581_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0604_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1391_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1029_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1508_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0642_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1133_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1468_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0830_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0491_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1517_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1511_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1331_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1035_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0540_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0527_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0524_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0386_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0883_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1047_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0566_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1444_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0516_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0713_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1228_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0849_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1098_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0832_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0632_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0428_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1226_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0872_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1018_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0869_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0499_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1100_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1022_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1537_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1146_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0826_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0948_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0470_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0876_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0893_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0414_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0882_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1553_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1290_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0423_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0864_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0790_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1209_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0641_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0902_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1370_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1074_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0650_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1010_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0575_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0929_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0845_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0803_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0834_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0838_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0833_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1076_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1095_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1312_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1333_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0839_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1421_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0980_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1547_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0570_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1425_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1148_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0758_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0647_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1311_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1120_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1164_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0953_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0530_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1309_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0904_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1548_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0750_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0955_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1503_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0614_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1299_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1129_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1145_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1525_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1393_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1025_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0640_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1115_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1222_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1459_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1358_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0979_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0542_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0385_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0806_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/0772_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1434_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/normal/1153_normal.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2408_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2694_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0441_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0519_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3432_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2486_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2572_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4220_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0408_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2555_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1692_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0305_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3539_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1035_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3383_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1511_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2675_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2559_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3524_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1420_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3652_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3859_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2314_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1111_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2775_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0217_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0751_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1224_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0893_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0817_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1191_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1362_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1551_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2726_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1321_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4092_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2637_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2422_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2445_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2104_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2617_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0333_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2056_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3394_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3271_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1480_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1023_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1433_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3251_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0388_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1770_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0739_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3601_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1101_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2312_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1350_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3456_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1545_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2731_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4222_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1251_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4208_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0416_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0275_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0200_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3509_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2424_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3510_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4009_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3058_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0677_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2672_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1075_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3713_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4238_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1473_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3637_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0350_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0383_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4135_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3609_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2297_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2037_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2776_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2623_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1082_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3974_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3535_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0945_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0756_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3782_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2455_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0303_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2569_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1482_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3170_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3572_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1067_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1990_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4021_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2584_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0491_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3936_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0881_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2450_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3382_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2028_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1358_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3624_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3061_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0571_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1558_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0252_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0609_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3064_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0349_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2744_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4191_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0458_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1962_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0545_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1699_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2318_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4147_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0270_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1427_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3244_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3897_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2655_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0526_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3070_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4079_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2211_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4084_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0504_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1550_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3213_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3934_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1998_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3761_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1939_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3706_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4215_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1824_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3048_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1364_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1633_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4260_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0500_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3540_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2442_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2344_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3577_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3390_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2752_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3021_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3818_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4037_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1808_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1531_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2398_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2319_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1865_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3116_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2976_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1829_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0605_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3421_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0312_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0645_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3426_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3767_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0639_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1932_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1151_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4087_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2998_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4013_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3362_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0204_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1149_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0482_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1970_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3768_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2291_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1537_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3274_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0644_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0320_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1651_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1027_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3957_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3245_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2001_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3707_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1652_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4232_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3076_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1133_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3890_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2749_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0517_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1941_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2677_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1825_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3437_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1883_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0394_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0481_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1944_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1672_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1604_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2416_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1733_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1965_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0745_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2630_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0518_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1590_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2273_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4121_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1666_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2490_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0932_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1065_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4265_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2075_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1152_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3364_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3949_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1348_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2735_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1410_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3159_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0941_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4235_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1446_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2135_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1186_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1200_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0926_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3729_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1083_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1182_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2480_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2379_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2411_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2384_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1953_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0898_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4066_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0627_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0221_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4268_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1891_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1147_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4171_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1376_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1356_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2464_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2073_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4124_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1643_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2208_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3158_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2573_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3722_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1790_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0999_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0603_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0638_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3261_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0643_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0701_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3145_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0911_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2446_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4229_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3693_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2990_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1175_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3836_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2764_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1478_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3161_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3339_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2587_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2251_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0965_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2390_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2393_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0876_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1667_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3870_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3039_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2351_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3863_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1819_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0646_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0289_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1227_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3953_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0655_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1144_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2280_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3857_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2578_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4051_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1289_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0987_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0976_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1323_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4077_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0439_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4014_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2494_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3603_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1218_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3095_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0864_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1177_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1763_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0975_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1987_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2025_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3799_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3742_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1304_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1892_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2414_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4082_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2349_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3865_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2014_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2392_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2164_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2092_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0322_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0583_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3255_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1395_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0487_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1221_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1617_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1026_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3574_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2405_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0412_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2210_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0212_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1788_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3838_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0527_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0486_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3532_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1519_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0617_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3104_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0984_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0436_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1521_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1683_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2372_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1320_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0773_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3374_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0512_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1508_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3697_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3243_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2019_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2356_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1372_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1138_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0928_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4261_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3954_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4200_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2064_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2105_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1146_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2705_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0254_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1680_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1234_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3435_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0712_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1940_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2758_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4083_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2618_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3192_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3502_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4049_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1536_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0218_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2581_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4100_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2000_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3825_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2266_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3586_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2300_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3413_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2982_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3677_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4269_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3357_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2197_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0619_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1917_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2090_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3194_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2640_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1899_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2470_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0792_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3139_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3548_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2159_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0328_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1943_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1008_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2768_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3821_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2160_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2550_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0442_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1325_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2067_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3375_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2699_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0381_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0462_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2754_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1580_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2150_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3680_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3801_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3303_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3258_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3774_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1705_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3330_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0272_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4212_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1445_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1564_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2734_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0552_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0248_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3320_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3952_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1547_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0544_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3164_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1780_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1243_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1154_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1534_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2613_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1400_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4088_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2029_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2114_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3361_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1955_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4240_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3317_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3283_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3097_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1263_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1183_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2441_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2453_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2577_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2616_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1159_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2708_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0930_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0287_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3562_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3384_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2265_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4005_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0695_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3611_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1137_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4070_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2221_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3440_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0415_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1287_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3847_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1047_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1754_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2085_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3627_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3990_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3329_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1563_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3101_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1474_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0547_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3132_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2355_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3410_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1426_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4149_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2713_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1974_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1556_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1740_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2561_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3584_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4041_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2430_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3929_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4262_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3753_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1313_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2163_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4120_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1657_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0261_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0877_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1041_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1775_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1976_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3763_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2700_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0542_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1786_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1033_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1271_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3772_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3773_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0326_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1267_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0567_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0548_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1721_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4152_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0244_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1071_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2987_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0676_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3564_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0815_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3943_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2520_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2627_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3482_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2695_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0624_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4067_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4059_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0250_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0419_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1349_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1736_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0359_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3203_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1229_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1835_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1533_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1560_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3347_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0879_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2066_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3975_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3686_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1816_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3769_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3710_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1115_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0399_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3265_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2510_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1579_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0363_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3797_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4063_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3566_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3717_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3711_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4214_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2755_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1924_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3480_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0938_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1204_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2984_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2260_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0403_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3458_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1906_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1909_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3963_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2189_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1457_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3242_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1068_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1650_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1316_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3193_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2308_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3941_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3812_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1841_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3091_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2270_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1555_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0222_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2469_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0299_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1011_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2483_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0374_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1324_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3989_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3386_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2125_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1831_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3854_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2018_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3006_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2773_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3208_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1759_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3363_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1094_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0378_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3085_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2330_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0513_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2257_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2195_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1458_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1729_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2127_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1202_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1477_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0757_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4194_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0797_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3590_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3226_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0872_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4227_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0384_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3470_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3964_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3515_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3154_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1389_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2378_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3795_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1092_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1997_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2142_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3689_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2151_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2557_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3645_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1782_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4036_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1223_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1809_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0201_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4151_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1812_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1605_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3623_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1779_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1120_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0515_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2660_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2456_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2621_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1950_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1648_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3895_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1070_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3313_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2482_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3310_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1629_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0964_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0266_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0904_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1434_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2021_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2709_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3738_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1231_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3720_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2139_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3126_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2140_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1127_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0373_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1069_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4264_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3733_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1794_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1568_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1995_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2522_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1066_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1703_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3695_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3453_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0228_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1524_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3367_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1203_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1857_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2535_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3450_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2703_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3651_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4034_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1442_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2041_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4158_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0345_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3201_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2317_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1064_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0193_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3705_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1607_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2337_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3397_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2772_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3690_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4166_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0714_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3107_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0929_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2186_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4044_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3086_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2511_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1501_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3264_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2069_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1902_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2343_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1843_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3912_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3649_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1109_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3348_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3475_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0397_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2592_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3927_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0840_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1959_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2751_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1905_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3777_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1087_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3461_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1540_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0380_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2293_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1468_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1039_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3665_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1631_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2252_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1765_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0944_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0447_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2219_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1726_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0981_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3172_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3725_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1485_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1622_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3926_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2407_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0703_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1724_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2245_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2278_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1641_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3352_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2972_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0743_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1803_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0933_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3714_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2008_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0239_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3009_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3301_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3143_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4244_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0839_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1293_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3173_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0776_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3457_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4018_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0562_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0591_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2529_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2263_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1240_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3531_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2063_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1936_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4217_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0361_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1014_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3862_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2242_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3300_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3229_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0915_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0641_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2449_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1608_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2986_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3473_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0465_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3716_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0505_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1359_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3667_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0940_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1469_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0479_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0414_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1340_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2110_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0610_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1334_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1494_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2138_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1603_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0685_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2183_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2643_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1256_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3167_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2217_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2628_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2434_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3355_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3557_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1176_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0900_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2750_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1043_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0845_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4145_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3399_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2504_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0225_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2165_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0579_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1747_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2122_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4140_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3402_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0489_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3617_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4257_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3878_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3396_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0557_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2287_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1821_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3217_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1964_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1601_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0766_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4196_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3297_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0355_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2181_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1498_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3474_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0283_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2527_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1471_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2012_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3866_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1431_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2394_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0989_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4198_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3027_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1399_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3996_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1174_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4209_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3276_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1222_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0241_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0199_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1470_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2253_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4090_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2240_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2546_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0979_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1502_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1611_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1813_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2515_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3681_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2692_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2738_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3894_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3129_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3527_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3013_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2044_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3321_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1121_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0869_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2118_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3278_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2232_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3256_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4089_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3893_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0630_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1311_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1353_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0236_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0894_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2543_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3444_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2521_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0533_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3036_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3047_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3096_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4142_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4213_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2977_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1181_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3078_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3959_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2201_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3299_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1738_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2632_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1128_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3980_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3839_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1659_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0195_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1104_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3279_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1623_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2993_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0772_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2663_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0457_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2565_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1734_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3776_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2474_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3499_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3090_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1319_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3184_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0791_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2169_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1414_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1876_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0733_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3481_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1986_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0423_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0727_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2721_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2152_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1336_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2039_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3166_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3237_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3675_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1850_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0935_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1973_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3186_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0837_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3588_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3176_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4058_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1255_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1934_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3395_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2322_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3304_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1032_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4072_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0632_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0269_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3098_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0711_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3319_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1928_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0597_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0293_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1142_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0790_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1235_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3908_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3257_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3134_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3486_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1124_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1546_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3035_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1769_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1013_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3696_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0367_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3088_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1762_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1010_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1020_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1632_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2595_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4097_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0227_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1096_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3479_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0290_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3810_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2153_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0346_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2147_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1164_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0581_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1541_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2500_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0234_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2239_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3180_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1466_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3067_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0923_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0731_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2350_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1424_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3037_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1975_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0709_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2254_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2326_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3302_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4188_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1285_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4163_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2426_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4109_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2534_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1951_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1342_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2374_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0368_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3168_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1515_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3305_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0476_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2645_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0846_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1484_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1126_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3834_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0493_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0580_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3946_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1232_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3775_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3376_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2002_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1022_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2428_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0601_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2113_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2256_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4073_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3822_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3059_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2763_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3597_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2476_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2360_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1452_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1488_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2296_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0982_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4236_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2386_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2024_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0780_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3621_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0426_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0532_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2723_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2053_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0771_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0852_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0306_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3823_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1456_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4132_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1882_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1250_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3582_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3138_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0843_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3698_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1931_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1562_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1211_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3687_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2333_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3004_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1394_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1322_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4126_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4098_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2091_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3248_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4062_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3618_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2679_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1847_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3241_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2323_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0721_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3360_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2477_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3351_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3644_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3932_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3463_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4035_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1968_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4101_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3639_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1921_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2303_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2401_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2088_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4239_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2188_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3379_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0952_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2370_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2624_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1384_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2564_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0323_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1266_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3234_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3146_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2200_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3718_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0430_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1040_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3118_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3846_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1768_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3046_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1247_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3905_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3679_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1810_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1578_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1179_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0668_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1596_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2493_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3973_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3872_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0830_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0936_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0775_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0659_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3944_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2593_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4252_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1100_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3647_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1228_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0343_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2711_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1366_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1996_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4225_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3505_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3543_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0262_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3881_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3553_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3467_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2338_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2119_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0998_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0357_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3293_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1930_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1784_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4221_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1585_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3969_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1305_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3703_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0392_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1624_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2108_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1429_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3684_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0691_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1249_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3923_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1787_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0247_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0910_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2447_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1901_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1712_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0255_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0807_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0803_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1922_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1764_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3715_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3791_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2335_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1195_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0407_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2519_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3032_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2166_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2608_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3511_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2597_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2507_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3416_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3424_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3327_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1374_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1459_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3751_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0446_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1506_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1861_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3828_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4110_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4154_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1000_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2580_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4272_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3346_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0321_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2367_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2046_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2281_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0468_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0716_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0865_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3800_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0820_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2479_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2358_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1870_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0242_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2545_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1653_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3591_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3291_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2170_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3673_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0405_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3332_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4234_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2274_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3204_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1315_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3951_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1333_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3868_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3883_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0484_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2289_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4023_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2759_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1743_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0294_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1122_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1793_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1694_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3625_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0811_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0354_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4172_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4039_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3992_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3183_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1869_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2050_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2112_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1416_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2132_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3909_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2641_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2686_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4266_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3353_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0395_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0393_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1430_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1569_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1739_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2596_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1172_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0968_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2115_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1279_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0332_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1331_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3063_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0211_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3216_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4002_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0990_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3918_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3485_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1401_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0623_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2427_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2674_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2047_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2243_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1677_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1846_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1910_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4025_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2234_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0543_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1725_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1920_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3538_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0678_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1367_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2099_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4117_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1708_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1486_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2571_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3552_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0973_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1252_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3820_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3092_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1015_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4001_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3160_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0366_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0740_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0681_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2288_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1483_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2006_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3931_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1778_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3336_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2742_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1396_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3103_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2212_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0887_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2290_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0810_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3999_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2058_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1627_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1805_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1572_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0633_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1074_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2116_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1450_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3488_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0510_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0959_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1792_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0880_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1526_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0805_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0827_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1102_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2279_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0304_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4180_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3507_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1628_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2315_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2685_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0207_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2514_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1455_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0409_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3920_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0604_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0660_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2111_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3080_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4153_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3985_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1073_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0996_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1512_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1259_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0906_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3734_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0758_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1165_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1946_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0732_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3223_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3728_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1570_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2235_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4012_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1103_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1565_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3903_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2612_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1873_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2082_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4173_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2191_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0977_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0531_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2485_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2665_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3388_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0480_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1002_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3385_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0795_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0829_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2342_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3075_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0742_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3549_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0514_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1698_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1239_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3570_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1802_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2003_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0495_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1575_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3420_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3137_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1838_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1344_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2421_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0918_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3726_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1132_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4103_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1618_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1500_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0974_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0670_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1052_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0778_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4111_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2027_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3069_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0563_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3419_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1161_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1658_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1095_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2558_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0260_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2382_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1583_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2168_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0554_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1156_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2681_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1286_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3206_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2364_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1185_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0496_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0696_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1602_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1849_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3811_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3200_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0216_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0651_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1411_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4139_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1654_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3181_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0389_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1693_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2542_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3218_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3596_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2182_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1774_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2385_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4223_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3653_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2760_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3750_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0229_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3879_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0288_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3968_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4206_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3331_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1439_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3803_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4271_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0744_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0908_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1106_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0629_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2123_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2249_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1771_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2231_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2247_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2707_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3682_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0490_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2541_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3589_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4134_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4043_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0311_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0376_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3182_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3016_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3724_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0464_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3285_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0621_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3451_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2779_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3882_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1513_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3983_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0535_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3247_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0970_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1956_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2238_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2246_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1386_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2653_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0197_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2720_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3628_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3233_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0912_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0636_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0767_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3411_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0507_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2161_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0841_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4123_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1613_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0971_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0642_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2207_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2397_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1028_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0694_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0390_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1061_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2013_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0576_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3840_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2712_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2017_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1867_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3902_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1688_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3198_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2540_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2094_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2171_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0729_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3612_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3430_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0897_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0870_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1872_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1495_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0914_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2410_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3869_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1799_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3034_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2463_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2696_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4250_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2292_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0438_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3988_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3445_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2651_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0528_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1853_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0276_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2156_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3393_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2383_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2770_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3222_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1193_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3634_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3409_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2606_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3128_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3622_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3789_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1361_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1044_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1024_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1702_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1225_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1548_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1005_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3429_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2101_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2579_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1630_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0232_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1757_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4093_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3659_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3334_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1898_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2460_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2530_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4056_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1785_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1208_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1001_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0863_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1709_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0587_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1832_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0963_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0224_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4033_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3408_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2133_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2719_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0652_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2472_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2301_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0425_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0809_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2656_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3692_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2777_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0628_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3998_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2639_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1989_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1619_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3110_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0698_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0335_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1571_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1393_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1406_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1881_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3220_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1690_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2429_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2224_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0980_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0854_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4024_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3518_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3798_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0353_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1190_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3764_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3219_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3759_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3663_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2497_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2236_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1851_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2285_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3504_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1310_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2187_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2262_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3074_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3930_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2084_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2484_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2576_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2762_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1927_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1479_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1365_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1720_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4189_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3122_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1444_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0596_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1213_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0379_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3140_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2753_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3187_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3156_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3555_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1614_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1123_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0568_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3701_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1523_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2268_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2400_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2602_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2336_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0737_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2209_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1248_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4247_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0717_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1341_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1625_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1187_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3910_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2269_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2214_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0724_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0555_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2286_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1332_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3462_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1752_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3517_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2079_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0413_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1731_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3366_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1006_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3349_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0578_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2991_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4104_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2016_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0816_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3965_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0813_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1492_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0501_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3976_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0858_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2134_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2310_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4259_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0223_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2687_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4129_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1131_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0611_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1487_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2766_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3153_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2130_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2294_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3780_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2435_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0594_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1856_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3676_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3804_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4245_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1326_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1926_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3896_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2547_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3231_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3758_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0800_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1616_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0319_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3449_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3489_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2714_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1253_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3465_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1766_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1662_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3377_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0728_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1261_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2425_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0720_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1246_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2086_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4125_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0257_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2658_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3529_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4137_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4164_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3541_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2728_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2465_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2271_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0372_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0492_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3001_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3579_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3877_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3469_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1925_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4076_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3015_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3344_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3427_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4148_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3415_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0882_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0309_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2654_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2633_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2594_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2549_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3370_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3295_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1644_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0511_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3743_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4053_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3044_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2487_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1351_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2682_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4187_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0483_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3342_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3052_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0220_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3806_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4016_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2048_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1696_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0516_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3267_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4020_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1338_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1674_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1145_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2698_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3970_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0396_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2598_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0868_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3567_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2717_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0263_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3230_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2173_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3967_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2704_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1012_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3369_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1463_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1980_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0734_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4094_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3476_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3556_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4099_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2996_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3033_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0235_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1817_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4228_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1761_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4167_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3723_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2631_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2769_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4143_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3053_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4010_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1297_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0851_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1636_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0398_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0902_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3901_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2985_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3915_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2556_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3526_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2313_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3493_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0654_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1264_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3292_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2440_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1781_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3997_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0680_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3318_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1807_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0590_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2346_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1952_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0249_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0592_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0271_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1538_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2387_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0838_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2158_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2032_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1440_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2154_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3147_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0620_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4161_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2341_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2503_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3554_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0593_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0667_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1880_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0826_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1157_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3855_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1854_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2452_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2552_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1647_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3935_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0284_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2365_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2706_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0192_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0634_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3272_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3121_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2609_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3323_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3441_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3748_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1520_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2348_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2634_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3401_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0313_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1967_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2431_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0615_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2718_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0310_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3514_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1929_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0327_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3792_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0537_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1451_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3436_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1656_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2071_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3214_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1447_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2680_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1290_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3049_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0453_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1544_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3709_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1561_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3578_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0546_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1966_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1755_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1507_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4182_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3431_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1673_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1260_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1343_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1036_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4141_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1503_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4071_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2362_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3023_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1284_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2436_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3730_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4030_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3308_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2489_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1098_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3270_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0194_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1288_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4119_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0613_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1610_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1977_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0658_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3979_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1756_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2693_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0286_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2689_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1347_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3472_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3642_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0298_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1016_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0828_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3924_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0410_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3958_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4000_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1312_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2526_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4231_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3089_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3093_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3068_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1750_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3333_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2121_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3373_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0699_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4253_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3460_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2352_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0582_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1626_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0427_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0314_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1407_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2551_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1363_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2647_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1423_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2040_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3814_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1160_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0890_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0949_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1717_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2376_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2524_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3165_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1237_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4138_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3162_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1280_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4055_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3604_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0899_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2974_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0746_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0723_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2757_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1852_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2417_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2215_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1166_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3563_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3873_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4136_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4155_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0336_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2981_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1171_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1383_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2146_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2395_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3683_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2670_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3939_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3861_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3238_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0226_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0686_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1915_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2061_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3826_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0960_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3417_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0747_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4216_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1355_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4045_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4003_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4207_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3568_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3843_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0466_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0451_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0847_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1291_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2399_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3371_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3766_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1993_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0821_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2250_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2553_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2659_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2223_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2020_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3236_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2220_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2302_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3405_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0251_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0238_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2361_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0855_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1714_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0196_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3630_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0351_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1706_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0925_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1983_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3599_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3127_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3378_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0799_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4156_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4185_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3994_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1833_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0994_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2304_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1695_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0903_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3123_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1791_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3038_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3640_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4218_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1134_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3185_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1467_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1814_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2691_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1018_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0825_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0991_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3316_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3829_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2141_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1481_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3592_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3325_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3041_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3031_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1269_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2218_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3428_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3537_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0233_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4127_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1244_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2418_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3704_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1727_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2222_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3455_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1566_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0951_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1215_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3921_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1184_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0422_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0607_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1117_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2583_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0749_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1586_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2054_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2648_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4246_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3741_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1314_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2563_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2732_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2980_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0953_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0265_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1464_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0884_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1130_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1886_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1806_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2498_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1385_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3423_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3925_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0570_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1080_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3228_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1079_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0584_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3179_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3171_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3056_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2688_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2989_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0475_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0237_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2332_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3294_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3784_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0684_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1593_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0673_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1935_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0470_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3520_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1576_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1878_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1499_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2369_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1527_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1855_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1398_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0347_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1971_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0692_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4192_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1903_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2229_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2678_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1760_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4176_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4230_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2345_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1827_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3071_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3446_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0324_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4026_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0595_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0801_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0402_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0202_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1737_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2402_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3960_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2354_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2038_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2978_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1212_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2444_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0278_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2433_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3551_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3796_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3350_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0424_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1048_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0428_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2614_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0967_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2098_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0280_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1723_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3613_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0538_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0279_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4241_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0292_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0369_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3506_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0444_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0836_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3671_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1742_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1276_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1150_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1919_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2502_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0342_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1675_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1795_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0258_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2458_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0456_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2488_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4190_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1489_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3315_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1842_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0793_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4065_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1885_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1381_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0401_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3913_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3496_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2030_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0219_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1192_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2176_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3860_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2466_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2566_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3779_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0429_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0296_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1777_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1972_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2765_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3867_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1476_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2746_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1210_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2582_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3175_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4258_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1091_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3633_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3212_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1108_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2432_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0693_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3142_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1375_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1078_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3008_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0281_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3938_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1302_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3119_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0715_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0782_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3018_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0385_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3007_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0760_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0449_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0895_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2574_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3277_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3296_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3583_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0934_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1046_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3662_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0256_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3805_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3055_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3029_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3824_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3286_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4193_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3694_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0943_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1413_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1879_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2570_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1557_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0467_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0560_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1804_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1099_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3368_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3468_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0404_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0574_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1918_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2366_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2174_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0664_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0835_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2525_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4146_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2010_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3221_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2983_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4064_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1298_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0503_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1811_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2673_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3809_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0755_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2505_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0713_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0364_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1303_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3875_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1893_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1058_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2043_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1233_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1678_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1992_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3700_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2437_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4069_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0203_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3341_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3448_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2491_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3014_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4017_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1371_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2057_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0978_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1679_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1637_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0750_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3026_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1510_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3111_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2586_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4022_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3911_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0705_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1281_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3887_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0626_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3842_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3655_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0230_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0337_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3848_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3641_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1214_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1862_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0808_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0417_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2081_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3102_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0905_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4184_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3269_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0824_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3188_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1461_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2666_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2638_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0246_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3108_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2652_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3660_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0823_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2120_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2216_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3981_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3739_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1822_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3081_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3163_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3765_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4211_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4085_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1357_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0961_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0625_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3094_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3991_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3252_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0635_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0983_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0958_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0788_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1640_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1330_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3120_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0371_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3389_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2467_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0214_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3337_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0764_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3066_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2626_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0268_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1153_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3830_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3100_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1595_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0521_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1848_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0850_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4006_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3616_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2272_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2588_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0781_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0450_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0956_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2148_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2077_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3845_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2076_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3209_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4075_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2988_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0307_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3494_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1007_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1370_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2748_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1746_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4107_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4150_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1435_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0725_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3719_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0832_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1412_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1859_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0209_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0460_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0719_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1188_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1948_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2205_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2334_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1776_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0927_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1606_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1716_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1436_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0889_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3835_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1060_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1009_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2011_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1209_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1199_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3815_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1294_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3418_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3917_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2439_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3581_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4178_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1890_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0348_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0874_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3501_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1034_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4251_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3280_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2080_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1272_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3657_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2710_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1093_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0454_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3288_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2649_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2562_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3620_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0608_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1874_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3148_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2309_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3580_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3864_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2045_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0540_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2227_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4031_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1238_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0297_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1535_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1978_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4122_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1900_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1981_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1912_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2496_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3422_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3786_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0886_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3523_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3050_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1639_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1278_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2646_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1954_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3406_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4183_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2457_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0640_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0986_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1887_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1949_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1345_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1697_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1110_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3197_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0796_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3783_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3512_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1072_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3721_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0663_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0662_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2667_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2539_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1665_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1415_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4091_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1877_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0814_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1242_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0240_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0922_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0575_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4108_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2375_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1475_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3011_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2244_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0862_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0988_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0853_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3114_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2662_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1947_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0606_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2381_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0534_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3942_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0844_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1273_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1597_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0443_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0942_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3079_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2610_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4170_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3594_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1894_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1686_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2051_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1744_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4199_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1783_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3816_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1514_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1169_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1554_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1858_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0657_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2501_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1448_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1836_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1337_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1837_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3778_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3972_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1063_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2635_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2743_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0754_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4068_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3971_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3740_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0459_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3356_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1582_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2194_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1309_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1830_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3754_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1045_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1999_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4203_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3335_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0753_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0867_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0215_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1388_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3054_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1037_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4157_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3106_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3521_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3372_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4254_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2537_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1391_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2528_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1719_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3629_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4028_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3771_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3668_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3307_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3727_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1258_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3404_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3919_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0891_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2567_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2975_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1105_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1089_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3948_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2371_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3042_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4102_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1664_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0762_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3125_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1392_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3005_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3082_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1197_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3573_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0549_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0818_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1167_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1818_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4057_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1588_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3287_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2722_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3819_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4226_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3338_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3060_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2261_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1598_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1201_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1055_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2241_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2603_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0461_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2284_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1472_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0666_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1985_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2107_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2149_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3235_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4105_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3443_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0822_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3500_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3210_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0473_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0472_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1864_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0985_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0231_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2282_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2321_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0588_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0566_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0707_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3022_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1937_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0857_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1049_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2311_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1587_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4046_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3150_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3326_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3737_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0957_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0672_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0690_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2391_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1030_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0806_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0931_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0650_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2499_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0550_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1158_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2739_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2109_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3785_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3254_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3933_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0768_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3656_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3466_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3020_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3322_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1863_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3498_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3224_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2124_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2199_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2716_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2532_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3904_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3831_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2144_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3858_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0541_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3191_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3454_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1589_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4029_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0295_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1732_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2516_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0577_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4038_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4165_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3752_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3993_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0689_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0308_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2175_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1581_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1634_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0245_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3403_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3851_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3017_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2509_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1661_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1282_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0602_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0339_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1196_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1684_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4096_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0992_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3225_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0463_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0860_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3916_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1668_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2380_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2155_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1758_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0565_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0706_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2036_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1820_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3149_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1265_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1860_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0873_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2396_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3010_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4081_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1194_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3487_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3790_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4019_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4177_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2213_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3484_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2619_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3817_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2745_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1960_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3478_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1823_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1382_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4175_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0377_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2316_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0411_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1216_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3354_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1421_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0330_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3755_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1490_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1594_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4263_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1031_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1116_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2636_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0962_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1801_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1307_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3133_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0524_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1592_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3648_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4233_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1419_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2620_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1097_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4133_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1549_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0735_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3115_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2591_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3215_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2117_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1086_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3259_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2328_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1390_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2305_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1339_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1715_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0469_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3077_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0759_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0700_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1114_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0774_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0920_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3452_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1969_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4255_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0600_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3544_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3608_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1241_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1530_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3961_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2193_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1620_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3151_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1938_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0946_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3262_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3576_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2009_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1301_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1826_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0794_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3712_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1509_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3850_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2129_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2575_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1840_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0198_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0674_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2126_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2451_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3030_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2461_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4159_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2347_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2157_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1815_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3131_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3025_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2517_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0434_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1318_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0697_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2042_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0331_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3249_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3561_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4112_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1649_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3614_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3381_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3343_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1017_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2083_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3152_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2097_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4169_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3365_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1994_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1577_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3189_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1646_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0325_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0520_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0282_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3664_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0358_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3670_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2031_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4060_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4061_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1004_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2295_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1670_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1125_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0787_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3747_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3956_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3359_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3571_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2413_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0344_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2992_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2600_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3328_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1798_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1088_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2767_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0969_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3105_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2339_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0206_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1687_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1432_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3246_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2676_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2979_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1308_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0478_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2307_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0777_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1904_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0386_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0488_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3844_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3986_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2415_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2306_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0589_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1449_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0802_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2423_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2999_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1497_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3497_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3966_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0253_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2438_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1543_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3732_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0859_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2331_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1268_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1897_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4242_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3757_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1796_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4130_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1162_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0329_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2724_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2495_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3057_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1942_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2994_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1274_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3756_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3438_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4047_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1676_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1198_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3464_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1335_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4114_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3439_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3177_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1663_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0586_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3519_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1907_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3312_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3073_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3471_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3666_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2068_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3950_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2078_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0883_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0523_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4007_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0917_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2589_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1914_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0485_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3525_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3135_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2995_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3155_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3117_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1437_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3787_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3760_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3749_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3109_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1496_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2180_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1711_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0561_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1387_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1875_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3434_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3391_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1245_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2060_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0937_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2531_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0784_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2228_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2725_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0370_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4181_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0387_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2324_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3490_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4267_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2230_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0421_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0783_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1741_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2761_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1933_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1180_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1051_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1772_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1173_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3937_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2202_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1522_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3892_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2177_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3260_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3239_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3899_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2340_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0356_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1839_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4201_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0274_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0318_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1404_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0631_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3232_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1409_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4144_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4202_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0622_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1542_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3595_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0738_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2419_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2299_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0285_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1635_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0871_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1748_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1163_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0675_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3195_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1056_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3736_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1402_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0722_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3282_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3559_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2560_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0856_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3141_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0718_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4128_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1528_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1168_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1403_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3995_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2478_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2100_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2715_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3268_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0885_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2454_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1050_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1422_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2615_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3672_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3012_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0849_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1054_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1226_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1911_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1378_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3560_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0812_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0704_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0301_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3433_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0362_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2536_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0316_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0499_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3536_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2625_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3199_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1982_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0671_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0913_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3174_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3414_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2190_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1306_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4160_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4106_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0661_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0497_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2055_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3907_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3891_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1749_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1584_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2737_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3781_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2283_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0878_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3503_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3546_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2004_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3898_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4210_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3178_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2203_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4118_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3661_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3545_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3495_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2185_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2325_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1113_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3136_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1797_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3885_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3615_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1518_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1701_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1707_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3744_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2683_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4027_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2690_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2143_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1845_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0400_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1178_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1379_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3281_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3731_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3813_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1621_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2389_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0432_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3906_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1730_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0340_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4050_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1129_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2233_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3569_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3550_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1300_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4204_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0455_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1866_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1889_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0522_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4174_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2258_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0748_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0798_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2033_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2005_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1443_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0536_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3735_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0315_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3196_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2774_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1368_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0614_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2473_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4078_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1612_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3654_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0656_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3083_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4048_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2172_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0559_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0842_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1205_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0264_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1418_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2459_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0752_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0765_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0785_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0770_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3124_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3558_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1713_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3947_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3211_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2513_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4243_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2669_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3533_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3522_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1710_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1373_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0569_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3602_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3914_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3982_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2377_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0210_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2701_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3849_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0539_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0599_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2022_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3886_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3051_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2204_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1979_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0205_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3358_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0341_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3508_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3635_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2771_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0433_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0300_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3273_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0616_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3807_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2657_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1327_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0848_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0702_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3607_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2373_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1773_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0907_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1296_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3984_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1834_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1148_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3674_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3227_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1377_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2420_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0612_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2167_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0909_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1283_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3928_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2179_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1638_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0406_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2276_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2136_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1529_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3874_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1504_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3593_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0418_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3746_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0948_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1745_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3263_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1275_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2403_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1085_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3112_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2329_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1991_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0525_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1493_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0653_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0382_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0334_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3565_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2533_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2065_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2225_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2128_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3691_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3702_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2508_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1574_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3605_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2184_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1539_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4032_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2237_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3130_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3650_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0572_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3240_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2059_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3619_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3483_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2740_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1346_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1139_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0530_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1453_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2599_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1642_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1844_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0474_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1516_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2074_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4040_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2733_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2590_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0763_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0291_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3477_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2661_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1567_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0726_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1408_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2554_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0494_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0564_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3638_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2275_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1081_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1141_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3685_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0966_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1800_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3827_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3852_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2023_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0477_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2103_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2192_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4052_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1871_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1669_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2131_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3945_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0769_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3788_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3669_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0553_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2035_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1155_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1700_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1029_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3955_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0954_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3626_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1135_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2259_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2178_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0431_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0448_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1299_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1230_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0267_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3678_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1945_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4256_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2622_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1425_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1660_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1262_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0950_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2363_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1559_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1689_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1397_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1552_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1441_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2778_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2026_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0896_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2492_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3407_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2585_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3770_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3392_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3530_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2277_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0365_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1360_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3000_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0648_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3833_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2448_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1735_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2298_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3889_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1722_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1671_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1021_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4219_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1329_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1923_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3636_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1076_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2468_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2093_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0972_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0786_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3309_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3024_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1505_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1462_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1655_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0919_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2475_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1369_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3598_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3542_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3065_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1118_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1062_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3513_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3841_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3631_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0352_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1189_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2730_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0506_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3447_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1681_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3290_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3207_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2644_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0730_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3442_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4186_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1888_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0445_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4086_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3398_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3045_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1615_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1277_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0833_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2523_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0302_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3922_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1042_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1057_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2196_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2206_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3306_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1958_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2568_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0647_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0498_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3040_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3808_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0947_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0665_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1254_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1354_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0834_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1600_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3646_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4168_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0831_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4095_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1751_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1465_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2102_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2650_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0866_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3266_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0637_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3547_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0688_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3113_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1896_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3298_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1704_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1220_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3043_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0875_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3144_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1059_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3169_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2409_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2320_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0375_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3314_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0360_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1517_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2741_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2544_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3028_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4270_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0317_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2611_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2729_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3575_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3880_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1236_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3600_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1003_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2727_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4113_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0995_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4237_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0669_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3289_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0243_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1295_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1895_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1728_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3400_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2267_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0338_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2145_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3072_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2162_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3884_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0682_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3587_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1553_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4131_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2664_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1454_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4205_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0277_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3324_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0921_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2070_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1206_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3311_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4249_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3190_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4195_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0708_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2601_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1532_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3606_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2406_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1438_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1107_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1789_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1025_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0551_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2034_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4011_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4248_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3802_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3157_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0649_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4004_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3425_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0804_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0259_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0710_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1352_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1525_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1219_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3003_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3699_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3978_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0509_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4179_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2605_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3340_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3900_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1682_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2087_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1957_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4224_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0736_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2353_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0502_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3977_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3585_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1591_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3062_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2512_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4042_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1963_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1257_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0391_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0916_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1119_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0556_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0437_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1380_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2072_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3253_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0529_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3962_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2095_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2007_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1270_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0558_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1077_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3019_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3832_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2518_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1317_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2506_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2248_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3643_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3492_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3202_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1019_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2702_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1984_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3412_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2668_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3284_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2015_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1328_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3534_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1053_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2481_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2049_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3516_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2264_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0819_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0789_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3632_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4162_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1417_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0687_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0993_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4197_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1868_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0420_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1292_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1828_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4115_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3275_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3871_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3793_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1645_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0888_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2359_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2226_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2756_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2607_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0901_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1718_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3762_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3205_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1491_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3853_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0939_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3876_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3250_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2412_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0997_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3087_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0598_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1609_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2198_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3345_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1884_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2368_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0208_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2327_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1691_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0508_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2062_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0585_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0273_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2462_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1961_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3084_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1140_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2684_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2604_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3002_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1573_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0741_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4054_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2471_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4074_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0679_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2548_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3459_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1599_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3380_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3940_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0924_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3688_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2671_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2106_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2642_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3658_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3528_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1428_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2747_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1753_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0618_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3987_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2629_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3491_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3745_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2255_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0435_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2697_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3099_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2357_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2089_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1988_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0861_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3794_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4008_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2096_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1112_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1767_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3837_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0440_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0955_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1913_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1405_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0779_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1170_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1143_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2404_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2973_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3708_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0452_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4080_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3610_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1685_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2137_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2736_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0573_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2538_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4116_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0471_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1136_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1916_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0761_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2443_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3856_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2388_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1460_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1217_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0892_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2997_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3888_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0213_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/0683_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1090_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1084_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/4015_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1207_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1038_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/1908_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/2052_bacteria.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/train/pneumonia/3387_virus.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0249.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0001.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0342.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0091.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0094.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0194.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0466.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0450.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0217.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0093.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0321.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0207.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0090.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0083.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0168.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0445.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0047.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0111.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0231.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0272.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0238.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0045.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0331.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0095.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0255.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0385.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0359.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0299.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0242.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0069.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0332.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0354.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0130.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0266.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0190.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0150.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0486.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0279.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0289.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0462.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0492.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0251.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0405.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0422.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0227.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0427.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0060.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0215.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0439.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0389.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0040.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0205.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0420.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0463.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0509.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0178.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0082.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0503.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0225.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0493.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0263.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0283.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0131.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0476.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0101.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0229.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0187.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0397.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0429.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0274.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0371.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0192.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0341.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0378.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0003.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0128.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0323.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0081.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0338.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0041.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0356.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0139.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0149.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0043.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0200.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0079.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0123.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0203.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0211.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0007.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0355.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0502.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0220.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0320.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0212.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0358.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0206.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0140.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0234.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0019.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0167.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0468.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0233.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0115.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0411.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0348.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0477.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0260.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0388.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0174.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0469.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0121.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0000.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0372.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0236.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0029.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0304.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0403.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0243.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0480.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0269.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0395.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0369.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0209.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0098.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0037.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0154.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0147.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0431.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0373.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0132.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0261.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0479.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0277.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0400.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0064.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0417.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0441.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0022.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0414.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0103.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0310.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0440.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0065.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0156.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0240.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0311.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0046.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0363.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0039.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0408.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0126.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0406.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0184.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0161.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0257.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0273.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0181.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0500.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0475.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0327.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0467.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0409.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0099.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0291.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0175.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0151.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0262.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0386.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0508.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0088.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0258.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0100.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0375.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0326.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0062.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0265.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0071.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0155.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0333.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0505.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0297.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0352.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0112.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0501.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0504.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0030.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0237.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0013.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0268.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0343.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0446.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0114.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0248.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0361.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0107.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0336.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0196.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0056.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0086.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0421.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0073.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0213.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0499.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0425.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0456.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0004.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0430.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0189.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0497.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0153.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0228.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0473.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0116.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0119.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0165.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0290.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0488.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0402.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0219.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0070.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0418.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0474.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0170.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0015.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0016.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0401.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0024.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0507.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0141.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0042.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0051.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0108.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0419.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0202.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0322.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0415.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0374.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0197.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0370.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0302.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0048.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0444.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0381.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0063.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0183.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0498.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0398.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0247.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0193.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0494.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0021.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0250.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0221.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0025.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0496.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0292.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0464.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0089.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0244.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0142.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0380.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0451.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0472.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0222.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0049.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0346.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0009.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0459.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0264.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0058.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0432.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0036.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0377.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0286.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0426.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0305.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0199.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0044.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0173.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0325.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0230.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0298.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0483.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0078.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0399.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0276.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0457.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0185.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0144.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0245.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0136.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0256.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0452.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0296.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0433.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0171.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0482.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0295.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0109.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0032.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0280.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0145.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0471.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0349.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0407.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0379.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0339.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0387.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0214.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0020.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0461.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0511.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0010.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0335.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0061.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0253.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0224.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0312.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0448.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0259.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0424.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0052.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0179.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0087.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0246.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0413.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0027.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0495.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0423.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0287.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0038.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0306.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0330.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0138.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0366.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0453.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0428.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0188.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0404.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0023.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0143.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0314.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0301.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0092.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0506.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0319.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0034.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0146.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0436.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0106.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0443.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0303.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0487.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0122.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0489.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0104.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0351.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0278.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0110.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0055.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0347.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0118.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0162.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0137.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0204.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0208.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0449.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0067.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0365.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0050.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0357.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0362.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0006.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0447.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0002.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0014.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0275.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0315.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0391.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0201.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0485.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0169.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0053.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0478.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0334.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0218.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0454.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0226.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0159.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0364.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0481.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0135.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0180.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0177.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0157.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0057.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0232.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0313.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0383.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0075.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0120.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0307.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0309.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0176.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0028.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0368.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0066.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0329.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0031.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0416.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0435.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0281.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0008.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0186.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0490.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0080.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0018.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0011.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0267.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0026.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0133.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0129.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0077.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0316.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0054.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0164.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0284.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0318.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0017.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0458.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0344.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0271.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0125.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0105.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0470.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0308.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0210.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0166.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0097.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0191.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0198.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0324.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0072.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0239.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0382.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0285.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0254.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0460.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0035.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0484.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0160.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0442.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0102.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0455.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0182.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0376.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0113.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0084.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0235.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0074.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0337.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0412.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0085.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0148.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0195.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0124.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0390.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0434.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0294.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0360.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0393.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0340.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0288.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0392.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0317.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0172.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0367.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0096.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0465.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0158.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0353.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0068.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0510.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0270.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0345.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0350.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0252.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0127.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0163.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0384.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0300.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0012.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0241.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0282.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0134.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0491.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0394.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0437.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0396.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0293.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0216.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0438.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0152.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0005.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0223.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0410.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0117.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0328.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0033.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0076.jpg\n",
      "/kaggle/input/aa2019unlp/chest_xray/test/unknown/test_0059.jpg\n"
     ]
    }
   ],
   "source": [
    "# Este entorno de Python 3 es similar a Jupyter Notebook\n",
    "# Viene con varias librerías instaladas. Para más információn podés consultar \n",
    "# la imagen de docker que utiliza (https://github.com/kaggle/docker-python)\n",
    "\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import keras\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# Los archivos del zip \"chest_xray.zip\" están disponibles automáticamente en la \n",
    "# carpeta \"/kaggle/input/aa2019unlp/chest_xray\"\n",
    "# (o \"../input/aa2019unlp/chest_xray\")\n",
    "# Por ejemplo, el siguiente código imprime todos los archivos disponibles:\n",
    "import os\n",
    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames:\n",
    "        print(os.path.join(dirname, filename))\n",
    "\n",
    "# Cualquier resultado que guarden en el directorio actual queda como un \"output\" en el workspace\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hay 3 directorios con los tres subconjuntos de datos:  ['val', 'train', 'test']\n",
      "La carpeta de cada subconjunto tiene dos subcarpetas: NORMAL y PNEUMONIA\n",
      "Las imágenes tienen tamaño: (600, 600)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQsAAAEICAYAAABIwdH8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsvWmMZld63/e/717vXlvv7G6SwyGHokeRx5ZlBwEMGIGlxIE+2bENGLbhRF+sLICNWMgHOwgSwEAQAwoCGBggXhQ53mABduIRYsiAEGSxRpEm8miGGg7J7mYXu6u7tnd/q+pdbj5U/573f283ydYMm1Me1gEKVfUu9557zrP8n//znHOSNE110S7aRbton9QKP+gOXLSLdtH+zWgXxuKiXbSL9lztwlhctIt20Z6rXRiLi3bRLtpztQtjcdEu2kV7rnZhLC7aRbtoz9UujMVF+4G2JEn+qyRJfvEH3Y+L9sntwlh8DlqSJHeTJHmUJEnDXvuPkiT51R9gty7av2Htwlh8flpJ0n/2/VwgOWsXMvM5bRcT//lp/52kv5wkSTf/RpIkfyhJkl9PkqT/5Pcfsvd+NUmS/zZJkv9L0kTSK09e+2+SJPm/kyQZJUnyvyZJspkkyd9LkmTw5Bq37Ro/nyTJ/Sfv/UaSJP/OZ/C8F+1TbhfG4vPT/l9JvyrpL/uLSZJsSPrnkv4HSZuS/oakf54kyaZ97M9I+hlJLUn3nrz2J5+8fl3Sq5L+H0l/W9KGpLcl/TX7/q9L+reevPe/SPrHSZLUPr1Hu2ifRbswFp+v9lcl/SdJkmzba/++pO+mafo/p2k6T9P070v6HUn/gX3m76Rp+q0n78+evPa30zR9L03TvqRflvRemqa/kqbpXNI/lvRjfDlN019M0/Tgyff/e0lVSa+/wOe8aC+gXRiLz1FL0/S3Jf1vkn7OXr6mFVqg3dMZYqDdf8blHtnf02f83+SfJEn+UpIkbz8Jc3qSOpK2fvdPcNF+kO3CWHz+2l+T9B9rZQweSLqV+8xNSR/a/9/z0uQn/MRfkfQnJK2nadqV1JeUfK/XvGg/mHZhLD5nLU3TdyX9Q0n/6ZOXvibpi0mS/OkkSUpJkvyHkt7UGQL5NFpL0lzSnqRSkiR/VVL7U7r2RfsM24Wx+Hy2/1pSQ5LSND2Q9Mck/SVJB5L+C0l/LE3T/U/pXv+7zjiNd3QW3hzr2WHNRTvnLbnY/OaiXbSL9jztAllctIt20Z6rvRBjkSTJTyZJ8p0kSd5NkuTnPvkbF+2iXbTz3j71MCRJkqLO4tN/V9KOzgpy/lSapt/+VG900S7aRftM24tAFj8u6d00Td9P0/RU0j+Q9NMv4D4X7aJdtM+wlV7ANa8ry3bvSPoDH/eFYrGYVqtVFQoFJUmiQuHMhiVJEj80/vbXS6VS/M01uI5/LkkSgaT892Kx0HK5zFw/3/IIjP+55nK5jO+maapisahSqRT/85nlcqlCoaA0TTP94zp+De873+F7/vvJGKpUKsU1uV++z/69/Lh6H7iuP1d+bPLXz88fz7tYLDL3WS6XT90n3/gM93jW+PscFovFeC3//EmSqFgsZr77rHt/0vP5532cn9Uvn/P8vD6r5eeL7/G3y6hf31//uFYoFLRcLvfTNN3+xA9/RHsRxuJZ2vbUCCVJ8jM6W2+gYrGo1157TdVqVbVaTfV6XeVy+ayDTxQAg7BYLFSr1ULgi8Witre3VS6XVSwWVavVVCqVtLa2pmq1qiRJVK1WQ0kXi4Xm87mOj4+VJIlGo5FOT0+jX7VaTcViUfP5PARsuVxqNpvRb83n85ggPjudTlWr1eLas9lMV65cUbfb1WKx0OnpqZbLpabTqRaLhSqVipIkUblcFoYSAaS50eS5uM7a2lpGkTc3N1UoFDSdTlWv17W9va1CoaBisajj42Mtl0udnp5qNpspSRKdnJzEfSqViqrVavSJcV4ulzo+Po57pmmqtbW1GHf6XCqV1Gg0lCSJSqWSqtWq9vb2JEnT6VTL5VLz+VzlclnHx8cajUahQIvFIgyMK9jJyYmOj481nU51enqqcrmcGXs3ks1mU3t7eyoWi/G5YrGok5MTjUajzPjWarXMfdzIPFGopwwOykpfi8Wi6vV6KOt8PletVou55fXhcKjj4+MYZ2SGa2I4JWk2m+n09DTGmtfm87kmk0lc6/T0VIvFQrPZLO4xHA4/USnr9bpGo1G+Uvd31V6EsdiR9JL9f0NnVYKZlqbpVyV9VZKq1Wrqgs+kIHzSysMVi8UQLpRwPp+rVCqFcFcqlRDiQqGg0WgUgonAMuDz+TyEAgOVpqlKpZIWi4VKpZJms5nK5XIIFP3xz/K+dGbg0jTVfD7XbDZTvV7XfD6XJK2trWkymShNU1Wr1ej3crlUpVLRYrFQsVhUsViMcUDZEETeKxaLWi6XKpVKmk6najabYTB2dna0ubmper2uer0eilGtVjUajVSpVKJPs9lMhUJBJycnqtVqOj09DYPiqInXCoWC6vW6FotFKKCkuB5Ke3x8HIgnTdMwUFxrPp8/hWL8OigGrzHPp6enqlQqqtfrarfb2tnZUa1WC+PLvBUKBU0mkzAAGBDmmevyvxsu+uBI0OWEz7nBoZVKJZ2cnMT8YKjcweQRBnIo6an7Pws5uEH7OITGeH8a3OSLMBa/Lum1JEle1lnJ8J+U9Kc/7gs8CN68UqnEJLghqFQq8XkGEGOAcaAVi8UwEsViUbPZTLVaLZCEW+dyuaxarRYIolQqBapAKbkvBoY+SQqFTZJEp6enOjk50ebmphqNhmazmR49eqSNjQ1Np1NJCuUFrSCMIBwUl78lZQwWAp8PZdI0VaVS0WQyUalUUq/X03Q61cbGhrrdrmq1WjwPRhZh5hqz2SwD6zEwx8fH8cwIP8o+Go0knSkJhmO5XKpWqz2FyGgoQbVaDRSD8ZnNZhqPx5pOpzE23LdarWpjYyOe4eDgQNVqVWmahqHAoRSLRbVaLQ2HQ5XL5VBIfz6Miv9NYz4w1Fy3UqmoXC4HSuN7lUpFJycnIR/j8TiMC84D9EYfTk9PQ96Oj48zRgJnyLg4EuEzrj8fp1/PE6p8UvvUjUWapvMkSX5WZ5V7RUl/K03Tb33S91BSj8X8d6VS0Ww2C8FwKHd6ehrwGwt+enqq4+NjNRqNEMbxeCxJMaGSwku44j95jowXx8OVSqWM0GPZ8SKESZcvX9ZwOIxn6PV6ajQaoaAeQ/NcXDfPq6BQ3MfHBSWQFIrd6XTi2UA1o9EoIK2jkul0qrW1tUBeLviTySRCKuA032O+UJZyuRyC3Wq1Yh5AcYQj0+k0wzd4iJKmafRTUgZ9vPnmm/p9v+/3aTQa6c6dOzo8PNR8Pg95ODk5CSXEaBQKBTWbzXAik8lE0pkRKBQKarfbqlar4QAI9yTFcyMPIEyeazabhbKDCF0e/DPIHwrPOIN4kAlHAG6ouJbLhTvL52nn0lhIUpqmX9PZmoPn/XwMIjEg3gtldm+Al5VWpNRkMtHp6am63W5wF/V6PSZ0PB5rNpvFoONJEACMEROB0oB2PFzx2JZJd5jcarUyRqTZbGaMW7VajTicSQRJgILoA1xCtVoNSC0pDOF0Oo33QQv8L50J0+npaYyPCx9oC6PGeNL3wWAQz48igeDgAZ7l+Xq9nsrlsvb390MJ8c6MF4oEuphOpzo+PtbJyUkoV7FY1NWrV/WTP/mT6nQ6StNUly5d0s2bN/W1r31N4/FYa2trGo/HgRClM+PLGAwGA6VpqkajEc96cnIS96d/zKlzFPTPwzBkAqfhoWulUgmjOBwOQ46dkPRwA1lC7hxhMpbIGUbBw8JPwwD8btoLMRbfS0NA3VJiFOAPnJV36M/gI4xcD6WDRCyXyxoMBiEI/GYS3XMz0Qi6T5gjC+7F6+VyWZubm+G9EGLQACEG5Kuz2by/tram69eva3NzMxMzg6AODw/jOvRvMpmo3W5HX46OjsJItVqtjKHECxaLRU0mkzAErnD5Z4UspS+OBiBsXfGGw2EYUbw9Y+XQfLFYhCE/PT0NOSiVSnrrrbf00ksvqd1uB8qp1WpqNBq6fPmyHj9+HAoFuoHTyHNGPBsy1Gw2NZ1Ow2AjS8fHx6pWq4H8CDVwXMfHxxk+jPmRzshcwl/GGFl18jqPEOBSMCj0yZGmZ5TcuXKPT4OT+KR2LowFg0GMhmAxaEwQny2Xy+HVmESUGfhWq9WCYPN0HWz+ZDLJ3EdaxYmEBEwwPApEoiMOJvz09FTFYlEbGxsZw8cPxg4jQb+dD+l2u/rSl76kL37xizo5OdGDBw/U7/cjc1OpVFSr1bS+vq7T01MdHh5qsVgEdB8MBqrVaoFShsOhJpOJRqNReGY3Tigyz5Y3umtra6HEeUTAeLlx9fBhNpvp5OQk4nH31Dwv4Q28BnN48+ZN3bx5MxDBZDLRb/3Wb4VH/bEf+zE1m81AhfwQEpD9Go/HEZIQrsFNQYa6gePZCFOdaEc+i8VicE88F6HMaDTSyclJkMC8zpgyNo4sPNRyYtfRqs9L3mjkr/lRLZ8W/l7auTAWDJSTTQzAsxCHexOfBDwzsbFDR0kZ5YRE9euiOHgwlNNRQb1ej3Qe34X5JluA53Qj4Vkd0qAQZbVaTdvb23r99de1tramo6MjDYfDIGCB2Z4Bajab2tjYUKFQ0MbGRqTVXDG5H0Qb2RcfQ54Bb0yDqCUsRHgdLeFFCXkwnB7/51OjoJPpdBooD9Ty8ssvq9PpaLlc6u7du/FsaZrq8PBQ6+vrYTjv3r0b8+9GjTSiE+JOntJ4Due4SqWShsNhBvUxjswhSINwo1QqBQ+EYmNYcTSMmxtaV3rnIxwtYrA8FPJx9pDxk9p5zYb8rpsTlj6xoAHgI4OCFwSFoMwoirQKYbiGpFDotbW1qDlwIWZimCyPaSWFp0Q5PG3rIQs8A829L9dcLpfa3NxUuVwOgmw4HGowGOiDDz6IXD73nM/n4XGAw3AOKGan01G5XNZoNAp+g8+AQEjLYjg8pYzQ8gzwJzw/CkY9iWc8jo+PVS6Xw3Dmww8MKUYN2M1zNptNLRYL7e/vB+G4XC517949feUrX9Hv//2/X/1+X1euXNF0OlW/3w8js1gsNBgMIkwjnYvBBulUKpWnirOcu5IUhCnIA/6Az3vaHrlFvpyfIBtCAxl6dsiJSuctCJ8xRl7Xk+cyntdY/NAgCxpeqVKpZAhNj/HcMDg/wd+eg3eiMp+xIMbmmm6pPS/uZJYjBeLj8Xgc/XNhnM/najQaAXUxVMTQKE+9Xg+o/ujRoxAKsjj0EQWGrMRDDwYDra+vx7OnaapmsxmhFim5tbW1gOTE1vTNQzrCo+VyGXCc7/GcpFFBCF5PgeFzNIVh7/f7cT/nGTqdjiqVShQe4Rjm87kODw/V6/Ui/btcLvXNb35TpVIpxpFQDSTG+Dsh6XE/So2xcWWHx+E7KCdpUeSUz3tzOcGoQwA738M1PdTx8Aw5BCl6alzKKv7zGoEfGmQhKWMpHf4x2UwMqAMBx2vSMDKeG5dW6UevzsRCcx9phUj8NWJQDAp9IC1YKBTCqzP5aZpGVgDDhdcqFAoaj8dhPDqdTryXpqna7bY6nU7k3YfDYRhQDNLR0VFUunqdQ6VSiXEhZj4+Po7aC8YFlLJYLLSxsREG1AWTyk+vx8jXKuB5G41GjBHXweCMRqOA+ihMo9HQ2tqaNjY2dHBwoF6vl1EmDM10OtX9+/fjXvfu3dPBwUE4iA8++EC9Xi9T6QvaIOtByOShAM/J/GOIqRUZj8dRw8HYY3wZH68LkVZhLsgAWSHNjEx9XEjBnGAoPEOXJ0Z5DZn+uPZDYyyeFYYwyXmrirJ5HIgSQfI5cw/Edq/CdwhnEC4mFGPisaejDvonrSw7RstRBIYDYa5WqxECUeWHkuIVa7Wams2myuWyHj16pPF4HHG0w8719fX4vpOTcCZkRzAoGBXGlIK1QqGgo6OjQF6MUaVS0dHRUSCKvHJVKpUoqScUKhaLUUsCwYnCpmkaXMDJyUkQlx9++GEQ2KS68fbM6Z07d7SzsxP94LrvvfdezCNz6BkG0AvcBsV7KL8TvBCVjCOp99FoFN/zknP6OR6PM7UnyA1IBxkiZEZGkGX+99/IjaMk5j6PtDGwn0U7F8aC5jGchwdYULzbs+Cks+2Qg3hsSZGuZKLwmtKK1XfoyXd8DQCTgqHwoiA8NcLEpNN3CFXnVghxJpNJZCtarZaKxaJ+8Rd/MTzZ9vZ2hA0YHJh9+o8BZVxms5kGg4FKpZLW19fVaDS0vb2to6OjQESOblAoj+HhFdwY+ZyAZJiDTqeTKcfG0yfJqrKV1OTh4WGMe74yl7mHN5nP53rnnXdifjwLRXOvjrHOFzYx7nwGvotxZY54dl6DC8HwYSy8NoPncKOFgaU/ODHmjLUgPLtzE1w7z9+5gWCe8+HQi2rnxlh4cRPeFiVgoIhDSUG6QUGYGWzgL8SSexpgMeGME51eXwBsbjQamVAEJLC2thaeHSIxX/CDcEsrBtzXMTjf0W63denSJT169CgUdT6f69GjR2o0Gtrc3Iz6BcIavD0CCRwn4+LwV1LUYmDw8OoeK6NICLOTanyWuZIUioNHnUwmqtfrajQa6vf7ms1m6vV68fxeo0DffP59bQ2ci8sCr/u8ovQQtR62elyPAeJ6a2trqlQq2tjYCOOM0cGwNBqNQBH02degQKT6kgFptQbGx5c+Me/OWXgoATqTsiuQcQp853PJWTDwWNM8oZhPYyEMkJfuFX3iKOZBaeAjnOx0hZNWnoi0XL7Kzz0x1yKdhvfA6yJc8A4w/+12W9PpNBR6Y2NDpVJJH374ob7+9a9HpgFUc3Jyog8//DBKs4vFYhCGpVJJg8FA5XI5BHs6narRaDy1oApoT4pubW1Ng8Eg5oGMxmQyUb/fz4ytp56ZD4g/whaM73g8Vq/Xi4IrPuuemEwQYwvqkJQJCQ8ODuKZMcpkN+iLh5OEeswrcoSXprCL5QFpmmZCPeplut2uBoOBxuOx5vO5Op2OWq1W5rqQylzHC/jcwOJ8pBVqpo8eZkgrh8fYO7r43WZBPs12boxFPlWEQron4z0E3iGdlC1Vdi/IhKLgbjDycBbFhGPw+3h2AgHAk4ES8rUiTj4BZQ8PD3X16tXgJqrVqnZ2drS7uxsKitKDbuA4Tk5O1O/3M2seHIVQZsznx+NxcBVuQMvlciypbrVamf8ZJ1+/IJ1VPTLehB+ENJSGe1wOSUdfWMYNx+AGATTpSpMkZxWVaZpGOOjpW+Yun6bGkEE0YsyWy6WazWbGoLrXns/nYYzhIprNptbX1zWZTLS/vx81Fa7sUjaE4n/k0UvbvQALOcUh8DfX9DDG16nkCdLPHWfhFZH5H59MDIWToZ6WkhQGwVN0TBYDn2elmQiKuZh8Pgssh+RCUOifp2JJm3ns6jUci8VCOzs7kQoEZvNZJ2gdsqNc8A3L5TJgtNdw8D1Yde+T106g0GmaBjHKPbrdbozhfD4PhMY4MQden0G4BuIiG5OmaRg3xtFDDc9+SKvNjObzeVRhIguNRiP67D+gO55P0lOpYF+qLymDTrw5ImCeq9WqvvjFL2owGGg0Gqnf78e+HFyTfiAzjC9z6pkNyu+ZI9ADSIJ5pj/P4iqc+P+k9kMThnhcL61gJQObV14IQzwZVp6J99SpLwiTVgVd0spCY/HznorrImR4UmoWXOiB0HwfyIngo4j8pgjLS47983zWi5ryHA6pVcINR0TOVTCWXnRVKJytLaGwLG8MSblSSQhK8HlyYu309DSTns7zH3luwdfteNaJMXfDl+dL8ou4/DmdU2IOyXS403EITyjqxKh7ffpK5SyoqFwuq9frPSVPnjWir06e0yeXfZ8bKbu/BZ9DDvi+o4vPop0LYyFlN7yRVpPsRU1evusDnxcCh29StoiIoh/uKZ0JOmtGKPHGG3S7XV2+fDkgMdfzGJdrTSaTUCBPn0rZZeYO4yE6nU9A8D2lm6ZphEV8vlAohHdrNBoZPoAUobRaXs14ra2tqVgsRmiQ53O8b3g/5oG0JxWSfI46BX7nkVseOWDAURL6zA/GEI9NXwixHCk6IpOyG+UwB76QDc/MnMB7YVTzoajLZb/fjzntdDpRPLe3t5dxUF4IxrzQFwwCY+uhnzsW3vPQGtnyz7sBf5Ht3BiLfAjhVl1alRojHC4MDBiTw/JthK5arWo8HodQINAoDulK4Hu5XNbW1laG8fZdnrrdrlqtVhCBeOg8guC5nF2XFClPTwM7QYuAYiSd3YfHkFap22q1qm63m1mjgABhFLzuBCVlC0FCEIyE8zAYABSJ3bhAeRCSztsQfuSNch7J8V3GgzJyR5SOKJwHqlarwdWAxJgj5MeNp88HY59HAiihcz4O9T0sy4dS29vbevDgQcaRMadeuAVCwbDQJ19w5ijCEZDrCPP/ucyGeEjxLMjtTLArE56ZScGjE1PDtkPiSYpY3xVQOvN4m5ubarfbSpIkVnPml097iq3ZbKper2tvby9jKHxHJElPbW7jMTbC7tkGrw1AiBEe/qYWgGwIXtkVfDabqdlsZpZA88wurD6OSZLEgrlms5nxmM4BOUJByFF2DAHXn0wmGTRSLpfDSNNPsiMs0tre3laapkHSOmr0egoMMWPjPAjIwY0uYQ4ywzVBlxhVEBnX8HADufDqzGazqcePH2c8PSjHyU5HwxhVslAgJN/iII8cnKtjXj+Ldm5OJHNeQlqlNvkfSOavM+AIvbRKpfK38xGuLFJ2iXCr1dK1a9e0vr4eGQO+S2ztsT9CgMdmMxjnX7wfCIikjEB6XQBjgNLT+Bx1BZSWr62tRVaAAjIUiCwCJKFzGAiY77HpIYjDdN7DuHrhUq/X0/7+fmRgfHEYz0pY1Wq1IhtTq9W0trYWpdUYHz6PcST93Gg0tLW1pVarpXq9npEXL8+H7/BxQyH9OxhgdzAe6jkR6uERzwKh7Y2Nezwl7wQ1cuSGgz55Ns77iB4wlnn54f3PXVEW8NgrHR3GMgmkwZhcBttRg3tPnxifBF6r1Wq6dOmSOp2OTk5ONBwOI42HIfLl7l5fQVwNPKXmAEHPKw6GCeHDM7hHx4h4wRAhD/ekL5RcUx3JrllOqgHZGQ9QABvHjEajqFtwHsj375hOp7FgjlDJx6BUOtsdDERDn5gL3/uTGF9SBmmREfBMBwiu0WhIUqQ8h8NhPAuhVx4Z8RtUBP/hyk/f4ayq1ara7XbMKf33TBeIhu9DZjtvJmUdFbwFzwoKwwHmU6YYecaMseRzkL+eSv2o5mPx/bZzYyy84s4ZdTcYWHUmAQ+IYubDEb8OgsjCrlarleEeqDDEUPhiILgNViMSYxN7egxNVafn1qVVTQeeG5jJ96RVzpzqRw9p2D7OC9UIR7zgqVgsBsKg6pT0ISHF0dGRJMWCLIjbUqkUu0qh8OPxWIeHh5EloZHFWFtb0/r6usrlsx3CEHRf74KAgzx8npLkrJjN1+s4zMegtdvtQEeNRiMUeH19XaPRSOPxOMMxMHeMDbLkmTE+hyzQ6vW6XnrppeAg3AGgpMyvb6zs4Y6n9JEDnpGffJpVyqZtQbD02x2ht48LQzx0+n7buTEWzk3wPxOPVXek4Ps04DE8N+6w3q19p9PRpUuXwuj0er24p2/ZL602Tc2fO8I1CQ08TZf/DN9zPkLKknCkF9mTAqVB0EA2XhFK6/f7cQ/6jDf360PYlctlXb58OdAbBoH4nGpJDAjCTH8wztVqNdabuCHysfF7833mC5KZDXCoRp1MJmq1WsHF+BZ3KIyfCSMpdlG/f/9+ho+QsruBsbUisgGaLZXOdkJfW1uLoyQgwhmzSqUShVr0BfnwfS/w+sgyhoE58nlyueGHsBSH4CS4lD2k6aM4jWc1xu77aefGWDwrVHCWmgHHk+dTau49nABzRWq1Wmq1WnENH2i33K7o7MLUarUyaSzibDImhALOmKMg9AkFciMCQqpUKup2u9EPJz59q/v5fK5+vx9bu7ng5I2EL7V3iIyiFwpnS+WprKQvQGCMA0YLo4dnp1y6UDgroaZs3IlB6cwIE2ZgXCeTiQaDQZCEoLbJZKJerxdzWq1Wg6+4evVqcDSeOuWZC4WCdnd3Y8m+h40YFs+yeCaHOSIVDVJB1rzYjVDYU/rsEcI9XKbpB8aBxud9OTpGPM/LeWjNXOczR8+DML6fdq6MBcJEWs3Let1CA83cSHjqyY0Lvzc2NmKLei94cWgHIiH7gZFZW1uLTWo4IEh62uvW6/Wo6cDzeaiAp3BDxuInVpbyXZSVsOD999/Xhx9+GEiIa0irEK7ZbKrVaqndbgcZiqL6FnesdfACLjw9QofXJTXrGQHCDwS5WCxGjYmjDxDK7u5uZhdu0BJVqJSZE5sztlSMHh4eqlKp6N69e+p0Onr11Vd1/fr1SG9LigK37e1t7e7u6r333susSXEiE4XDQD948CAMFbJIGT4bAPlYkmJGSZlz0C61PE62I79OaGJMS6VSENJ5Q/NR3+V1z9J8kn59v+1cGAsGQ8oyvtKzN6ORVvlqr+Jj8B1h8Nrx8XGkAz2t6WEH9wUFcI0rV64E0YSHdIPlZJW04idAHQ4X3VNJZxD20qVLobSl0tlRgJ1OR4eHh9rb29PBwUEcjkQMDSnoad/RaKTpdKper6dutxvrGsrlchCUCLqkzBb6pG55Bj6Hp6UK0lfKYugKhbM9MSD7eEZCC3gRjNbp6WmsTuX7nqrES4NkkIl+v680TfWtb30r5vPy5cuxU9bGxoZms1ksyvvOd76TyWCgzCgdKWVJsVqYVbnwYBDNrMvhs/QPBIVhxYGxqJAfNxCOopFjl/t8rUaes/goo/Ki27kwFlJ263kmykulPeyQVkqN0jo7jJCRJqxUzg7MYaWhG5V6vZ7ZRo2NUBAGSDtQRKfT0f7+fmZxFH120pXYE68M3+CFNLVaTVevXg243el0YkVkr9eLvScmk0lkJZxJ99BLyvIgPBPb3W9ubipJsns8YMiAvl48BWKCPyA16M/HuDtnRB2Ge17PAsGRkHXyGNxrIkBspN/0AAAgAElEQVRrKDpl9hj4R48eqVqt6ujoSNevX1er1dLR0VGstu12u3rjjTd07969MK6uuIvFIvY9kc5CVNa/OFlN0R39c+PmISvhDulgjI8T3F6o5iSmhzme+nUHyv2R7zw/kneyL6KdmzoLt7bOaPM/k8xE57+XrxKczWaZIhc+69+V9NSZFS7geO2TkxMNBgPt7+9n1kC44pDm9PDGySqPV/lMt9sN4gwegTBhMBhksgL5hUOEIvx4ypXnAEJjNMgmuFFFyT3F5qETfXAE9qw1GZ5yBYU9yztyf+ebXMAxNlyXefeVwhif0Wikhw8famdnR8vlWRHXpUuX4mChS5cu6caNGxlER2hDWMQ4eUoeRceAosBeL8EP4wFhyXPDhzgCcHTg4+0cDM/NmDlZm09/8r+T+R/VfmjCEOnpRTgMmAsOAy6tcvNOYJF2wwNwLRTa8+tOejHQ/HjlH7UXpPhAHdRluLDDoMN3kELMW/8kSWKPzCRJtLGxoXK5HFWOk8lEk8kkYyTyhC7FVvSX4wuazWaGzwHmAu95zQWPmB604tkcILIbIj6Lojncpjn/5KEYNRJ5Twvv4YVuGDc8qCPJk5MT7e/va21tTaPRSI8fP47w7caNG1EkdvPmzVi3QdiEjFBj4SEvyA7kUyicFZTBKeRDXPrviNRrI/JzkK/gRJbz1/OGIXkWsva5yTtCb59kTJ6nnRtj4WlRT/kRAsAjMKBYfT7vGQgnjmC9gbZu0fmeV8E5Ocp1WDsBFKeysNVqaW9vLwRFyu4R6kLu5KyvzqzVatra2pJ0Jqyj0Ui7u7s6OjoK1AMyQCik7L6MjBfZBUIOPuve37Mxy+UyMglpmkbq2MfGd+Oi30Bmxp/qTq6bJGdpXnbh8gOfut2u+v1+ZnWrP4+0Cqc8DPHn9lCM6/b7/SAh19fXg6/x/UV9YR0KjdGjtoR1PqwwPT09jSMUcDrIGNwEMukGAA4K4+AO0OXXazAYU+QlH+6AQLwmQ3p6Dcmz2g8VskAR8gyypAwicM/IhMNR+KQgvHh6PwqQ2JA0HjxGPqPiqxuJ/fEOBwcHunz5cpCmeBRCHziMfAEVigXRR41Br9fTo0ePggjkubkn5dEoe6FQiBOwIFPZIIZQyceQvnm2BSPoUDifScJIt9vtIPi4ni/TB4F4ShEFr9Vq6na7evz4ccwhIRvood/vq91uZxTPy8BJFYPm6LujtiQ5S30eHh6qVqvFrlY4Ih9Tz4IxfpPJJGSCZyMEosYCp0AaGxQL1+H7e3g6NI++eA1j5Q7F583nBoPB+PtYfVL7TJBFkiR/S9Ifk/Q4TdO3nry2IekfSrot6a6kP5Gm6VFy1uufl/TvSZpI+nNpmv7m83bmWTEZUN5JQofk+ZwzwuGQzo0NaT2Hi562cpab6/iEOvmHx/FJQxhcsWHg86Td6empDg4OQqioD+AevrEumQX3NOyrgRCwsIz4HqOCwUTBEWyEEGUHNlNmDf/Awi765mjJsxUeppCpwjhglBkHjO5isciUk2Mc/No8HyiCufb1LqA0xoaQB+PA2h366sVboCWcBkqM08iX5EuKTA7zjww60e4Kj+zk5dyNlnMh+ZSoh45eEvBZtudBFn9H0v8o6RfstZ+T9C/TNP3rSZL83JP//4qkn5L02pOfPyDpbz75/VzNB43/EQ6IJ5TQq9YcnjPYbjRYW4AXYLC9ToPKPRABi7Q8107/8MwYFC+gco/ihqPb7QaB6aQjp5sXi2dngcBXEPYAUbkO4QB9ouYBFAW3wtGGjjK8oChN01gT4kVJXokoKZQeI4ECezjmqNDPLnWymfFCyDHaw+FQDx48eEoOfJHZcDjMoC2UGP4jSZLYth9jRW0MK2OZc/pM2pj78Uz5cIBnAC153yXFmCFfXhJOFskRshs/rp93RMg34RGfd9KT/nDdfMHXR+nW99M+0Vikafp/JElyO/fyT0v6w0/+/ruSflVnxuKnJf1Cetazf5UkSTdJkqtpmj58jvtIUsZ6YvkZFK99oHms6JYWr+pEmZOnXB84yWdJmTkPUK1WIydPSOIC5uSSx6WNRkOtViuqJUntpWkaKdFCoRCZin6/H0jHhYcqUl8/gdB51SjPyBb21EZA9mH8GB/2BGXjHB/f09PTWNaP0CZJEsZsOp1qe3s7jKjXSkiregKfk7W1tSBZy+Wy9vf39cEHHzxFQJOypJaC8SiVSmo2m7FGxrMkGEBkBoLSz0/BsMCdULviWzWCmvjp9/uBWDwjx/3ym+4yByAV3wyZ53NS3B0iaMIdmofbzrf5D3170e175SwuYwDSNH2YJMmlJ69fl3TfPrfz5LWnjEWSJD8j6Wfs/6fYXs8rewrJiTBfI+JGAMssKcPwM7BMNpDbT6RCsfCe0griQ9qBHiaTiba2tjJnbFSrVV2+fDkTgx8eHqrf78f1vRzcvSUkHYoHB0JpNSERp2ZJinUZtOPj41jbgTHEm8LuY7DK5XKsB8GwcjARJc9uGLkPn4Gn4D7smYnCOJz2cG46nWpvb0/SCjFB/E0mk+B28lWqXvSForGJD0aF5wU5eZal0+lE8dW1a9e0WCz06NGjWMzm1y0UCnFau8sefBGy4c+ADGEYnXNgFS+hka9mlrJbJiCrOI38OKAf/pkX3T5tgvNZTMsz8U+apl+V9FVJSpIkxWLnIRoTguB5Nad7NDcOCJ2HIiwGQymc5MRDU4HoRCExO4ue2u12cAfEwXj9arWqVqull156KVO/QK7e9/ZEiAaDQSg2fcFQoIgICkJDtSUVg5ClHvpgZPKVq64EGEhJAa3JMGAMGEeekSpT7y+KDUJC2EFoGC/CtPn8bBfyhw8fxkHIeGvQj4cwcCzwCCzsItTAqGB8fZsD5xSYU+nM6DQaDVWrVb3yyivq9/v64IMPIrvBd91ze0EdzRGl82v0nxDRM2/IOs7O5Zk55rrcj2u6Q/XMyGfRvldj8YjwIkmSq5IeP3l9R9JL9rkbkh489e1ntDykcoVy4tGhLs2h/7NgmaffuJ5bdAZ9uVwGr4CX4RQtlNfLtBGAk5MTXblyRVevXo2+sSvUw4cPdXBwEPE+cTUp0vF4HBkQiD8KsRBYDI1nI3zxFGdc5Je/+3Z5eEw24eX8kv39/aheREAdkksKA+p7UTAWrAAlk0ApNOOFkZFWKcvRaKTf+I3f0OHhYTwrBvzo6CjSjhzwDBJhrr0Aajab6fDwMOabKt1OpxPjQ/0FGxthrIrFom7cuKFbt25pMpno1Vdf1WQy0d7ent59991AkRge1obQD5wZxg7Zg9QGJfo2ehhg5oaxdB1g3LlHHlE7GnX09XHtM+EsPqL9M0l/VtJff/L7n9rrP5skyT/QGbHZfx6+gvYsAsiNBd6bQfb0nE+qZz98qTTXcFLOU32EM9PpNDyWb9PPEmY8Kd7h2rVrunHjRjDwkqLWYWtrS8vl2WKo3d1dHR4e6sGDB1F0RT881GAFKAJNOThKA+TGADx8+FB7e3t6+eWXtbm5GZ6cOL9er0eWZLlchrdjPwueP0mSWFXabrclZdcvuFdjrGezmYbDYYR0zhFRDLVcLoM8nEwmunv3rnZ2djJpWkIXD/sgIylU47OEUfAcjgAIlTDwPCsHMPtSdc5l7fV6qtfr2t/fV6FQULvd1pe//GXdvXtXBwcHgSoIIXA8GAiv1MVpeTodnsWdkvNAznlJq9AR48G98johZU9cc93Jt49773nb86RO/77OyMytJEl2JP01nRmJf5QkyV+Q9IGkP/7k41/TWdr0XZ2lTv/883bE2V28YZ7M9DQlMSIoArjvBscLYBB0vocxQbiYIBAFHt5JKWergeTdblf1ej1Wci4WC7322muh8P1+X4PBIE4Ma7fbarVasb8naUngr7TiaJykfDIXWltbk6QMf4C3ffDggfb29rS1tRXPtra2pt3dXW1ubmpjYyO8HFvhMQ6eMSgUCur3+7p69WoQrmw1R2jkoR9l075c3xXAy6dns1kUm0kKMtaVyKt2IVvZJYtwgmeDR/JUt5+RitJCLheLZ3uHEoJQ6n3lyhW98sorevDgQeyjee3atcw4eUrdw+Q82pAUIa202lQIzojx9jDCnZ0jBQ+jnMR2LsNR+Itsz5MN+VMf8dYfecZnU0l/8XvpiOfAUXAvpnG04QYgzwI7dHN0gUL5ztqkMIHv1CB4xSEGCO/IRi8Yjk6nE56kUqno1q1bgUju378fYYYvuaZ+gqIsYDgCAHznWT0Mok+OlPKGbzgcxgI3vG+v19P169c1mUwC6nocnSRJfIf7INQsR0co+Qx9xrsC2wuFQiz3llZciyNEj929toJnz5egJ0+yPIwd846yubNwI0vFJXN9cnISq3OlFfndbDZVqVS0vb2txeJs28H5fK5Lly7p/v0zzh7U4yGip1SZO19UyPtwbTwPhgPZ5NkdKTN2bgzcIPhn8lxKvv0gw5BPveUhrqMKZ9RpCKW0KhX3AQVuQ8h5DhzB8poFlMPDC2fuUTrPrNA/ahyuX7+uQqGgd955R7u7u2EMSDXybHwfj5qPYzFoGBRQDmtAIDi9UpBMTLFYjEVoZDAgIiEKfTWvk7tkR/DalFCjDHyP+WIsGRM20aFPkKXuCE5OTnRwcBDxO0bLx57Ndby4jMyGw24PcZARL7Gmv2R26Df9oiBuPB5rZ2dHly5d0muvvabNzc1MlghOJs8tID/z+eoQJl/LA9cEMqJIzJGwIwvvnyOzPGeBfLos068faBjyWTW3zA433Vp7wwN52s2zBQifL3fnGsBkLD/XQzldOTAQpCf92njjdrut0Wik9957T41GQ4PBQKenpxFagCjwbJIyRTQoJJ+jMtANHRkTrpOHsr6YjP4D/1kRi7eHuMVAoPjSqnCN39IqsyKtiqKYE4wmCIg58K0NPbyA3OU1+sOYFovFMK7sYu7bGnqo4dkNXzbvPBRl26A9+l+r1aJillW/kL/NZjPKxff39zPGzxECcwH5CcmLEahWq+FoTk5OYvGhp38xlG4sMTrMtyu6ZwDdYfFevj0LkXyv7dwYC89W5F+X9JT38fDDYRgChMLRiC2ZJGCkDyRKhwB4Os83mnEIeu/ePUlnp1NJ0oMHD1Sr1YLpR2kpqvEqRhRJWh20Q4wOWSat6kl4P8/BeLqV67MAiuXzKDNK4siEcmzGhftyT8aH0MBTgN4HFJQsCcqYj9MhXwlpqDLlN3OJIet0OsG1gMxIGzP/vsUfSIOQY21tTcPhMAqzML4YGgy0F4Ktr69nNhL2Oh8MuO9ZwTXyWwF42Mbz+47g9Ic5cGPs5QDcAweXzxrmw3FaPlnw/bRzYyxcaX0gpBVEw6ojaB7rOkFEnIoC0pwQwlt5PO19YfKBe254vF5COkMqR0dHGg6HGo/HUXEJiYnyeg2Ck6ySNBqNIu1JX5MkyVQZYih8F2sn2Cgkw0DRN/qEQjuBSkhAX0BjCKDzPfxNpsKZevdyIBPnNiilp+CKfrjh55pOPHrK2A0SCsuaFt/qnzlG+QjdqMaE+MzPK2nddrut09NTtdvtjNNBwR1pIY+e1scJjEaj2POVe4FWPHT0zEgeSTjiZozdUCO3nxR+/FAhC4dieZIHEjJP9CCkvAeZKSnShUweyuoZDS/W8VoEJiQvzPx2xhr4e+fOnSAygaVHR0dP1RlQtUdBF14S5QF9oLROprZaLVUqFR0eHgbkx9gB1zc3N+N9rjcajbS1tRWKSr0Ez++LpBzhOcynwApDi4FhkRz99zFtt9saDAaxgIy0Jye+SWeIDNgvKYwKirm2thYpawwA4YIbJ+ougPyEKcwb4zSZTDKrifMGZrFYRC1MsVjM1N3kDQKGO0+0k+KHyCQ8ou6i2+1qf38/rgE68yKyPPksrXbbckKU3+7s8nol/ZAhi7yXynte5wvyg8xnHcLh/UEa+UwD90BQHNIhKEySr6fAMKFgs9lMDx8+zCwXT9M06i24B8KN4mDACHPoA/1ASYG6hBWFQiEKqgiNvBK1WCzq6tWr4SU51pDrdLvd8MiNRiPWYeTRmmcj8M7UKCCYzq34Xg+EAc1mU51OJ9LK1KdsbGxEKtlXoIIcGA9CJ+kMNfnmzG6c2PoOFAgZTd8pOGPe4GcIvXwtBojIZQGinPdAiPkiOje2XDu/1IDsEnwGzdOonl2RsgQnOoLO8PrnKhsiZTczLRQKkS/HKIzH48zOyu4x/HtkCxAOrsH3gMF8D2FhEpxMRdGcHEWh5vO5Hj5c1ZyxShLv4xWYGDqPgZ3FJo7G40NGuoHD8IEa8JAYl/X1dUkK70lWgUKyJDlbGFWpVNTpdIJToF+LxdkKXcaSKlH65Oy9pAgRQAP0H2OB4rrCAe9RZjgLwgPIV+YBA1KtVrWxsREKTW2Kzz8ojVJwP2GeuWNOHS3wTMvlUsPhMBwQfESn01Gn08mQ4hgr54wwCIyfzzHGgD56bU4+5PZ0LLLi/JFnZZyz+DTQw8e1c2MsHC4xUXfu3In3Eazf+3t/b0wmr3vaDJjMtRw1+EByHyfEpNVJ2SiQ74LFhPCZ+XwelY6uTCcnJ/EdmnMRkjKLnvDOCKF0JlxUDGJ4QE2EMfyPQfQMBKGVL3cn/EjTNGL85XKphw8fRhiTpmmUWaME9IXvsfQb75qvlXAoDaJigR2rQD1e9zCI/ruBp88YNBbROSRnjJ2HoA/cizkE0VDBCbpwngAvTjqZqlHnfFxmGf/8Fgiu0M5LQMjSp3xolOfh+Pujwo3Pop0bYyHpKYXOx4K/9Eu/pJs3b2a8+bOKWDjjgwnwXDb/IzTA1zxScYjZbDb1hS98QdKqCIiTtFDENE01nU4z6wkkZcg5QiNJGW/hyo2HJe7l2u6lWORF7NxqteJeSZJEgRHXOD09OwCJ074wTO12Ww8ePFCz2QwyFkNJpSgCilL52AK1IXRRGL7n6VaUlcOCqKMol8vBezDeDv9pGLNqtRpLxklNMxbMN/dvNBpRgUrz1DBGjO/BHfnJZZVKRe12W+vr61F5y4bKzB/ZDRwLxs05HBQeY1Eul9XpdGLlrY8TJDVGB3nhmswTspP/7Itq58ZY5Bl1//uNN95QmqZ6++23tbGxoZ2dnQzH4cw6AkgKzjeUxYMgKMBQDISz8qTxfs/v+T1aX1+PxUm7u7v67ne/q52dHc3n8/BwfkgPYYdzEO5V8Dj0DX7Bn52QCW/v6UpJarfbkdLFWAwGg0w8ThhC0RmoZDKZaGNjQ+vr6xoOh3HMQK/XC1QGaQhKKhQKwXek6dk6ECA/qzzzxV2SYhx5r1w+2/7vxo0bev/99yNk63Q6mkwmYYySJAmDDKppNpvqdruRppZWBXnVajXWX+AIyCRhBLwQj302mW/fosD7xFgWCmcL0tbX14OLODw81He+851YwyOtVkcTjjnPhiFgblutlnq9XnAkvO+8CrqRNwYYVOdm3Em9iHZujAWKgocHtlFF1263AzV86UtfCsUDKfA9DhSWsqtNvVDHhceRi8eJlUpFr7/+ura2trS3t6fRaKRGoxECM5vNtLe3F0oDAeebqcCHUGR0fHwc5d+LxSIWVvnz+zJzBKbRaGQWK1WrVX3wwQexqU6pVNKVK1cy+0c6AcvGsoQOHAbN1nDT6VTtdjv4CshJEBf3J2xA4RhnSGJSt+12W71eL8YdI87z4IEfPnwYS+xZX8JuYV7bwhyzTQBGi2MOG41G8BksPuv1elGC32w2MylNxhL0gJx4JWixWAz+whHEj//4j2s8Huvo6Ejr6+v6g3/wD+rdd9/Vu+++myFLHek6wsAYMc9XrlzRwcGBTk9PM3uAevjijpG/HQXymU/Srx+abIiUXR+CJ93c3IwJ+6mf+qk4c9SRgLTKpjiqYPLwcg7xfRJoHnO++eabmTTkq6++qiQ528SG1Nz29nacHDYajSLLwOIjJufo6CgE0Cv4JIVhcRbfc+mnp6fa29sLslFSFAslSaJutxvLtIHUKLa0EtZ6vS7pDJF0Op1IEdIHJ18ZR9KZICOvKGVsSQfDwVQqlSAWMeJkc+r1uk5OTjQej7W9vR3zxvugKPa0wJCh4IR8zjERnrEZMGXhTj4eHh4qTVe7l3v2jHFFbnhOdxwodbfbDWN79+5dLZdLbW5u6vbt29rb24uScr6LMnOdfI0L49jpdNTr9QL1Iu9kVZhH9MLTxn79jzMGP3TZEFr+4a9evapf+ZVf0S//8i/ry1/+ckygw3OUH09Gjh5BlxRkoLRKm3nowjUQAvbI3NraUrPZDIThi8IwAsSU4/FYo9EolAcl9HQj2QuIQ/qW50wcajrZyDOQLUI5pTNhGgwGunHjRgjfYDDQZDLR7du3g9jEMHJtlBFl4NqOKEBQQGqP0UGCKAX8A40QzdO2zWYzzm6lRoWKU69q9E2JuCZe2itAQQd4aHYcOzw8DEREsRz7czhngQFC9jiQGQRHtuTKlStqt9s6ODjQ0dGRGo2Gbt68qd/+7d+O77rT4+98NkZaLTHHkHqmA6fhip4v3uKz3POjjMIPHbLw2MwJnLW1Nf3sz/6s/sW/+BexJyOChXAWi8U4ENiZd4TbY0ppVS3INVxRt7a2ok6i1Wrp1q1bsfz70aNHQZr5Hg1pulo2XS6XA12wfoXYnwyCtPISPLu0OhCY7AX5eN/Sj37i0TGQ/FCZibeCs9jb29ONGzeCmwCdoPjO0lOkxjWpfZBWlbQOhV0QnVshbGI/DJ61Xq/rypUrms/nsbUhy+CJ62kcesxKzSRJYv9PDBT1IixD57m9+vX+/fuRwqVgajabqdlshkenBgLvjnNwrmE+n+vWrVsaj8dRCUrNChkpTxt7SYBzD5CtNA7u7vf7mXofDz9AUoyDG6XPDbLwmMvjM/esf/SP/lF961vf0pe//OVMag0egtp/aVUM5ZPhKVbgqKTMieDlclmXL1+Oyrvbt2/r4cOH+uCDD9Tr9TQejzWZTMIY4Nmw7MViMVPJiWASd/ObfhOGOEnlqz1BS6QM8eSEAygKG8QQH7OACW8uKdKozWZTg8EgDKakIB89C8G1vOQdZSFEYZ5AQ17mDffjZd++j8WVK1cis8V7zAMZDJQNJMYcw3WQqvbwy8vEvSCOQjMciaQgVCVFrQvy5LtdJUkS6z4Wi7MDid588029/fbbmkwm6vV6unnzpr797W/HODqxnc/EOUJATnmmQqEQ8oXxYawZq3xzsvNFtXNjLKTsCrtyuaybN29mYrtCoaA33nhDu7u7eu211zKFVUBnYCXXmE6nkWpDuZggUAsGBiNFgdPW1pbu3LmjnZ0d7e/vZ2ooPLTJ1xUQdmCU4Bj4DnAYA8NnURD6NhqNIp3qOXaEmP74aWUugGway2IqYD0w3TkJBNBDCtCbk4FeOIUSUNWJoXAD6MTes8LLe/fuaTgcxibJPKd7UUcmGIbxeKx6vR7paD/bhAORvL4BPiNfozKfz4Nwpm+z2SzS09VqVcPhUP1+XwcHB7HvZ7/f182bN/WFL3xB/X5f7733XsioF2Ih04RVzD8Gz2XY91KF9PXUv1/POQvk8JNIzu+3nZuDkWkIC0p4+/btTHFOrVbTyy+/HJ9B0VB4STHwLvgIknt1j+NQGH6Oj4919+5d7e3tqd/vB3/BakW8Ha97GMDEIQzeV4hQT3GhBIRUIAIUm1oNP78EZSJkINzBexLKEC5xH64NR+Fj65kHru/7OPgCMsYNr4xx8DUuGGavAKUfeHrCLA8/MPakYL2i1klP+CbPlsBbeA0LiAXD5kVY9M+XB3h5tzsBfh8fH2tvb0/379/Xd77zHU2nU3W73UBXIEZJmdCNZ8MIIuM4F+TSs0zMEa8hW3mC/tPgJD6pnRtkAdzF6gK13Srn6xA8c+DHAvI6Qud8APeCO3CLjAG5d+9eVCn2ej0Nh8MoWnKvK61CGz9RC4Xmvu4t6RO/ESyMHrl+SUGittttlUolbWxsZFKjw+EwFI5jBjzsYldyvHq3241+EGe7kCHAkIUYIgyd13x4Wtr3iSBNi6GkPyioK1K5XNZbb72l3d1dtVqtMPDIAaiCeYJHoh7DFckNBCgLj009CKEFmSAUM03TqHPxOhyMJwYDVEl49ejRo6jnqFQq2tvby5DRnqlAVpA95AJZkFab+XhdkBsW5spJVD4Lefoijca5MRbO7OLl+BthdRZZUijY+vp6Zg0I3sQHHePDQFIX4APrmZPpdKr9/X09fvw4CDYmn0nGm0uriSbL4ukzlLNUWp2y5eRXpVKJw2hYLUvl6GAwCA/vMLbX66nRaET5Nc/ebDY1mUzieygV96E60KE4Y8O40D83qIw1z00/QCtO4LkRxlNjzAm/QImXL19WsViMA5a4ntfatNttHR8fZzITzp9AwPb7/TCwGGAyK8vlMhCg9xOiGGI6zzGQjfHDpHi2RqMRhzz3+/0IVZ10lLJl555ShUR11OUyS2Gff495ck6EZ3rRYci5MRbeHMIycJIyysWEkSJj8IiZgah8Jz/RPgkMMkLG6/1+P1AFCocRQrDwmJ7lQHnJVEDOIQiOiqTsGR+FQiHSf6xf4DUWYaHcbJsP8caCp3a7rcuXL4cCAtF7vZ42NzczY1mv10NgEUb3Tk4i5w03XlpalSqzvwS8SqlUiv0hvP4BIU+SRK+++qr+9b/+1+HNKblGmfb29rSxsREhgDsASZHBYid1385uOp1qMBjEoUAgBM/iuOF3dIgssR8GqA6jc3Jyol6vlzmE2Q2nE7peGUqo5A7SZZ+xpW6DaznyyBsX2osMRc6dsfD4mYGhIUyEKjD7DtnwFk5uuYWXFOw21t0LfDAmg8Eg+Ag3JiAHlotDFBK2UL8grVZN0m+HioQSXJP1G24c4Sjq9XqcQwJpSpoWr1Iul+NcDJ5/e3s7dsXq9/sBtTEYpE9ZcMZqUFreyOGNmScvc8fgeBYE5EfwS7YAACAASURBVINyYVQdGVSrVXU6nTDwzIkbAsaS9GihUIh9PhaLRaAuMliQ3YeHh0GCdrvdIDKd2HR06LLjSExSoFCelSMCWq1WLMVnjJhjdwo8l6+oJVTxz+a3MEQ+fcMjf88J449DFp9GeHJujIXHYT54eHkU0Jl71hk40SOtTtfCk+EN+Vz+N9vNeTkyOXT3rOVyORTKhZs49OjoKNJeVEB6Xz37AQz3vSRZkCWtluuzVoN03mKx0Pr6ura3t7W7uxtCUyyebdRCAVKlUtFwOMxwFIwNaVVSoPALVKaS7ZAUUJ7XHJ0xPhhZPwRpuVydCQupSgjnIQ9e9I033tC9e/dUKBTCCPJsLAhjPCAy/QxSXwFbKBQiJesKxdmtGGmIavpL+Mo4eaUoyw54FkhQ0rPs4+l1Nc6tISf0keZEM/LkXBGvS9nCPQxeXoc+Tr++33ZujIWUXUDlD8dgOxlZLpfV7XYzr5PmI93qRofr85tB91WnxOrcr9VqhbdmkvGg7NbEa3wHlCAp+IFWqxULvngNo4JwoYx4UpAKRjJJVgvUIPVu3boVCnx6eqrd3d3w6Cj+crkMIpQ+IYist6Fqk01oUHpiaQQTNIDxAA77Oo5yuRyLtEAOedKaz/Da1atXlaZnRzlynGGpVIqFZIVCIVKZ9N1RVLVaDX5HUpR3ExZR4clYEH7xjPA6IETmwo9N8AOa3buTtTk6OtLly5fj2TyMQeY8u4HcenjD5zG8/hlP1WM8nMTNG44X0c6NsXCGHW8lZU9cYmBZAQpEQ5ERHowFi4zw0pJiOzuEnwnniLtut5tJiVL/gPAvFqut1KiqJB/vz8LnmdzZbKbd3d0IsYbDYZxK5inbPFpxUhWvz9ZsJycnwdf4rt48F6HZo0ePAnIjjIzb5uam3n///eBhgOq+XgXkUa1WgzBkHMjWMHekUL18/Flk73g81ng81unpqe7fvx/Vl/1+X/1+P9Kc7okLhUJUaIIEMTqgtLW1tczmO7VaTc1mM0Ps8h4hDYYYNMR4M6asNOWZMFoYc3izK1euRLp6b28v6l+czwK9ME/IO/2CoOUZSIt7qMy45klOR9cvop0bY+EKL2UrAz2uQ1mYAMgoCEfKfB3uexrMFQlhunXrVixYS9M0Ymwq/ZgcJh6k4QItrVKy3I/Q4/DwUIPBIHNqmXuYNE2fOqiYkIR0IQToYrGIsmfqMGq1mo6OjmLlKZ6UVaV4RQwRmRZK46lg9X1O2XjHIb/zJowvPBFK7GlYR02EEaVSKYwk841XbbVa2tzcjBWoGEqujzGg7yj4fH52FCN7e7LzFjtkUZhXLJ4dJejhkaQgRLkHigc/RTk/ToH3vSwdR9bpdHT58mXduHFDDx48iNWoHmbwP9+TVgvC8tyWIxlP4zrK5veLJDelc2QspNUuVW4wJGXqB0jBofTSKpYjFMHqEvuSsnQiCAX4iZ/4Ca2vr4fy7+zsxEa7LBvGiHBfX/SDN2VBGKtOp9NpeE4EmklFmaXVpjh4E18OzX4UlP4CRwuFQqTsMICULff7fW1tbUWVIdfj+RuNhlqtVnhF7o+Bc0OAcLPEG0Hnx9GDCz3pSD/hTFIoAiXV0qq+huXxGNfDw8NMypb+e4bM04/OFTH2HEgNn8MB0Mga33finP5gVDEk0gr9Og+Gg4Bo3djYiEzY9va2ut2u3nnnnciouZI7OU1ZN0jXi9tAgV7JmQ9L/Lovqp0bY+FxpKcXmRAfuLyxwFK7xfZcvddgcN1araYf/dEfVbPZ1OPHj1Uul/Xyyy/r6tWrEYLAIcxms1gvQTwLwjg8PAyjUC6Xtb+/H4bN9+7EE1JnAC9AHylhBtaOx2N1Op3w+nl+ZT6fRwk3JOD+/n4o1nw+Dy/tBvj09FRbW1thHNmPw42GdHaws9dhwA3kQ5wkSWLfB+nMWIzH40AQlKNjbNbW1tTpdGKjHtAZ2aVGoxGL3ZhrNpchfUoJO6X1rEjFmNRqNQ2Hw/jecrnUYDBQr9fT6empNjY2Yr8OZMMJ8FJptRmOh3WgFrge5k9aZcoqlYquX7+ub3zjG2Fo33zzTf36r/96jI+jaIyrGyEqTrk+BpH/feVt3ni9yPY8ByO/JOkXJF2RtJT01TRNfz5Jkg1J/1DSbUl3Jf2JNE2PkrOn/HmdHZA8kfTn0jT9zU+6D57Cycwn98+ksjyUcJiGB0DBId/wCoQq3OdLX/qStra2dHBwoOFwqNdee021Wk337t1TsVhUt9tVt9uNHaSIRQ8ODjLGBC7Awyb+JpTgmQgJ3BB5laMTZninwWAQWRWWbyMw7PKdh8wHBwfa3NyMlOhwOIxYfjQa6ejoSN1uN+JkQgvQjivqcrkMAtCX/+P98Hj0yTmavPcjrPHaAwhVwiZChddff13f/va3o37BeYXNzc1Yfs4S8SRJIlwgk4UhYd7hog4PD2PjYrJWOCpCjcViEZv+pOnZFn6MNaEZhmKxWITBZEw3Nzf1+PHj4Nhu376t3/md38lkMzyVSiND44vx0A8+79yEo4oXzVk8z9Xnkv5SmqZfkvQTkv5ikiRvSvo5Sf8yTdPXJP3LJ/9L0k9Jeu3Jz89I+pvP0xG3tG4spFWY4XlnYCzveywJqvD6fLwnn2m327GXIvAc4RqNRrGKFeUcDAZ6/PixRqORer1e7BHBHpkeavhzYAh8810gPIKJwvlqxXw9CSSml0xT70HY1Wq1MqTt/v6++v2+er2eDg4OMvtqYGBQdIhMvJo/j6+P8PRv3iA4pIcEdYLWD1hGIfLrPHAC9Xo9DKunNR3BeErSS7Hpq7Q6voFMDGHCcnlW0TkejzUcDrW/vx+7a8Fd+PEO7gQYN5dRZMqL5zy7t7W1lZkbvoM8e0jjn8sbBpyg812SMlzGi2rPc4r6Q0kPn/w9TJLkbUnXJf20pD/85GN/V9KvSvorT17/hfTsKf5VkiTdJEmuPrnOx90n4lMGwouapOzmsVhxjIaTjq54LKxyC7y9va1isRgbr9y6dUv1el17e3txv4ODA41GIx0eHoZSoFDuGegPBswVzklJEM3JyUkUCFHbAInpK2DxICiHZxKA15CK8C9ra2va2tqKvScxfqAVMkN4dkmxIxUGmUIrhA9DxkpS0AdC65WPvuYBxeVzhUJB4/E4U3vi/UQGUMxyuawvfOELunPnTqSMQZXwA6SeeX7QhrRSHkhbjBdzhZEHfTqBXS6XdXR0lDnFTZI2NjYiVQzawKBvb2+rVqup1+upVCrp6tWrgZYwfhwdiWzgBPgfdIjsI7fMAbIBT5Z3qOeK4EyS5LakH5P0a5IuYwDSNH2YJMmlJx+7Lum+fW3nyWsZY5Ekyc/oDHnwfyZlisC5wUDxESZiRI/7fCEVXgoBYyLYuGQ8HqvdbuvGjRt69OiRPvzwQ+3s7Gh3dzeO9ZNWKyolZc68WC6XUZLrC80Qeq/KxNABpyEvUQQMIFDcnxfDR90BGRCMRavVir4wfmzs4kVU8/nZjt7wLyAv3qOPnuaUVvwPVZOOTjwM5FqEF6SWCbeWy2WkoTEShFalUklbW1vBB1Fh+dJLL+m73/1ulFT7MnM29zk+Po4t7yCaQZZkUjAIvs8Hz0dBHPwWyAFDD9J0TqlUOlvhu729rXq9rtPTUz169Cj4q2azqbfeekvf+MY3Yp6uXr2qO3fuhFNxh4gTQr7zxCXv8f+zEATG50W15zYWSZI0Jf0TSf95mqaDj4E7z3rjqSdI0/Srkr765NopCvasH+7l6VKEEoubJzzxys7iO2k0Go3UbDZ1+/ZtvfPOO3r//fe1v7+vwWAQQsI98/AWD0Q8THzL5JINIUPhhU2+XLrdbqvb7Wo4HMbKSE+DIUDEy46+MCKLxWr3a9KPDsGdw6HsGWX0Ii83znl23QuLMBQ8AyFRkiRRy+DrGjyd6sYeIyetDiZmPw9IWXahunz5clSLMi8oNYQuu0x5FgYDyxoWxkdapblBI8PhMJMdWVtbU7vdjn1KT09Pgx+ZTCbqdDra2NhQkiTRX8Kh8XisxWKhN954Qz/6oz+qO3fuaDgcxv4oGFwPdZ6hbxlOzglM/9/DunOBLJIkKevMUPy9NE1/6cnLjwgvkiS5Kunxk9d3JL1kX78h6cEn3YOBcC6CieN1t7DOW+TJUOAnCorR4DMoxaVLl/TOO+9oOBzq8PAwCDSfPJQCKO3FVpIym5Xwf6lUyiyhRqmftXai2+3GJrfcA6Fn8kFQjBObxFCwgwfn3qQIfVt/jIND/bxR9tQgfSGlScrTQz0nOjE2ksKT+lb4VGBSAwHx69Db43mKrfDSbJDjhB+EJciLtCkrVCGUCcf29/cjFGSsGGfG00NY+BLniMiisLEQTsHToIVCQb1eTzs7O9rY2IhzZhlnZBHZcdTJeHoqFzn0UMMNx4s2ErTnyYYkkv4nSW+nafo37K1/JunPSvrrT37/U3v9Z5Mk+QeS/oCk/ifxFdLKa8ENuAFwFOMIAuFisBBkQhMEENiH4B4dHalSqei9997Tcnl2IhdpNZSA1Y0gAaw36IJYFIiNMPjO1M1mM4QPQwcUR1mA7+whkSRni9i8OlRSKFmz2QzjxM/JyYlarZYODw9jL0jg+Gw2C6REOhG473teMtaLxSIO8wGZ4Mm4t6fo+NvTeRho5oD7oJCEbCAMsiz87dWmGP2NjY3IcjSbzTBc7XZbW1tbajQasa8EYQrOhJDtypUrgWBAAP1+P8IzFBbUQcocw84zURiH0WCeWIFKvQxG0J0ENTqMrYetjIcvMkOGCe08XEcPHPG9yPY8yOLflvRnJH0zSZL/78lr/6XOjMQ/SpLkL0j6QNIff/Le13SWNn1XZ6nTP/+8ncH7+jZt7gElxYIdZ4sZYFCHs8geejDIH3zwgS5fvhxVe/y4MaASVFLAdgwJdRqkxTY3NzPpWj5bKBSi2tTLxBGWPNR0b1wsFuMsEjwe5CDPiHHEQKDkabra8IUxnE6nse/HcDiMszd8V2yE1Rtwn7oD0AHe18ljr0ugDgTExechgLmeE6Fkem7duqVHjx6FV0V5IFp98182NfYScz/5nHu4sVtbW4udrSaTScwPO7NXq9XYfdxXBCNPXriFovJD0dfx8bGGw6GazWY4Cip5kXVe5/mct3CZdUf1USEIsvci2/NkQ/5PPZuHkKQ/8ozPp5L+4vfSGQbQLSbN00muaBgKH1iugSA7dEPxDg4OVKvVNBgMglVHCBEeBIOwBbTAugDgOXCYSktJQQjSVyeyQB6+klZSrDFA2SRFTOxIA88N5KVOAuKSMACPvbm5GWtREKperxf3xKBCiBJPY0hI2TokBvZjZDBQzjMxjsBusimgFi9082pUQqbj42NNp9OoZ6HmhfGuVCq6du1aVGhy/TQ9SxuDMEFifrI91Z71el2XLl2KOaD/IDJJ4RjcGMKXYZRAlhgulJ8iOGpCGL986OXGAPnJV2ryPVCpp7eRlxfZzk0Fp7QibvCGeWjl8SyfwUhIirQWg4ew05zjwJvu7+9nshoIIYagUCio0+kEDAX1UAqOAsNDSKvDd7mXh1gIG+k3L+MFOcABeCqTUOb4+DgT3lDVCcnqoRRCheAibDw/kNnJUucjeAYP4/BooBZ4EcIpFADDy/NiXOBcyPpg6NP0rMwbQ8G+p4wFJdysl6EqdHNzU7u7u8ExsCaEmpPFYhHksI8z153NZrEWhaMkGHO4n8FgkElde52MjzXzzVhBdiM3npmSsilmX/nsKMnlA0TBGH9UVuRFtXNlLLxmAa8pPX34MelDSbG3orPuPsgO2TEATkZSZIXykRbb2toKBOHng+DhgLMelxNH0y8vwoIjQOFLpVJ4T3gDDBbnWDSbzdh/0zNCLHUnA4NhWS6XkQ3xM0bm83lm8Zm02gsEpIXSYAi4bqfTyWxV56jOCUo3NiiLE6ooBvMxnU51dHQUWQuvsAV1YAhns1koLn1zw8D8cHocz7hcLnXjxg299tprwS8A9TFKXhDlJ7NTMLe5uRnnm4BsCCU9DCD0wSDAr1CFe/nyZUmrVaMYUeQ6XzchZXfudn7OidA8InmR7VwZC0mBGKTsGhHnIBDMyWQSi8XyhKgzx2xvxypEBB+G3dEDcT1QEujo2RhpdV4nqTfgNbUOpVIp9j+YTqdRVu6wEaGB+ccTUoJM+CKtFp/Bl0iK80kRbPbfJDMC8iKsgGuAS4EI7HQ62t/fj+XnfqAOK1dJ0YKKaJRJozR4W+bQi6ZAKOPxOHgb5hx0xjMvFoswxigLp70zj51OJxANoSRGkvlYLBa6e/eu5vO5+v1+lMFvbm7GFgb9fj8Ia0K1YrGYWVfD+LLpMWteCN1Ab3h8EMPe3p7W1tZimbvzDfksiD+7G1bnIpB/DORnkTKlnTtj4aGHD5bHuAwqcBdo7ujC+Q/3gsvlMoqAOp2OXn/9dUmKfDqeA6KM+JWqP+JjlASPQ1gzm81itSP9YJdtvo8w8CyENvm0mqRIDRL7sxy9Xq/HIcv1ej1SeGwIhPBS2egVnF4nQgbHkRyIBYTiO6fTfyc2a7VaVERioPJ8BVBfyu6KBv/i0Bul8ucCZXQ6nQiPCBf6/X4onhstiErSrwcHB3r48KHm87n29vbi5PaNjY14difPQUdwLJ4d63a7UWdBCHVwcBD9Pzo6io2AJenx48e6evVqzDc1KS6zjA2GFhmhPzg5EBHts+ArpHNoLBy2ulfxbIe0YqURaD8PgvcdEiP8hBjb29sxwZ5PJ8Yn1UhI02g0onoT4QF5+GIySRmvQAxMNoPnc4IMcoz0GLDWPREKUC6f7bXJ5j/UVezu7mYqFDEWjCnXJbQixADmSwpIDzlKLQIZGcbVU8ZeAAc3QANyg3Q8jU2fPLsAOnSGnw2JIX8lBbJ5+PBhhA4nJydBhLK9HQafzND6+nrGOPX7fR0eHmpvby8OuWYeKE0nnJRWe5YC/VHeQqGgra2tOD1+b28vqkuRP8hSN7Iuy+7k8nrgGSPCNkcUn0UmRDqHxgLSyXkLhIgMgA8S7wEJqT3gdYSTjXXffPPNqDCEaUfJfd9JjAscBpM1Ho/18OHD2HYeQouiHYTf4SXPg5d1+CkpQhn32ng1JxVZ7bq5uan5fK5erxfxMYVG8CfT6TS8JwVRjBeLtHy/TRQd1MV4+/4hPIevX4AHYkWkpxIxqBhLJ6Q9VPGw0z0t48BpZRgXVqm2Wi2NRqPw6E4sgojYznAwGETal3lHiY+Pj9Xv9+OaGxsbunTpUigmvAzyxepmL0bD0JdKJd2+fVuvvPJKGA3IV8hwX3yI8XBSOE+EOkKmubH43IYhDCLe0Y0Dyuv5aQYV4cSjkE5EgX/kR34kVgIyOU4+ouSSwqtTDtzr9fTuu+9qOBzGeRy+a5QkDQaDjIfIpxoxSHwHjy2tWHGW2UOg0QegKccQwj9QI/DgwYMwkKAphJy9OiBLC4WCHjx4oGvXrsXGPqQbvcaFdRt5Xgi057xOsViMknXujRHFcHoNCt+nehIjxGeYU+A1XArPCGLzFagQs/ymaIr3IXkdBXpYhHE+PDzU48eP9d3vfletVks3b94MHgujTsEbMkNaGzniea5fv64vfOELWiwWcVA13AVpWBC0h19efOUErBP4big+C1QhnUNjgUBhrT0T4us8mGiE2FNwKCcW/K233opcN6s+2ffRd6wG5iNcjx8/1ocffhjkF4oF3IewhAchJYfQe87eFw6x8AiBRzjwtnyuUCjEngsI4vr6eijh0dFRCBjPijGhTxgUvoOisOo1v6jJU6Bea0Jo4vspIMhepIWAowwebzNXXiou6am/vfhNOkMebG7DRrpkwQjtQEzsTQpKKBaLcawDZ4dgRNi9Ci7IV+MWi2cHH7399tsqlUq6cuWKbty4EfuAIAPUbEDI4ghAiXBKX/ziF7W+vh7rjzxkBbV6rQ8/LuP87WEQzuSzaOfOWEirGBvk4AOH8ALPEWoE27+Pgbl586ZKpVIIR7fb1d27d8Mie8XoYrHQgwcPdO/evcxBxfQBb0f4gtIvl8vYNMaXSrsnxatxZACknbSqXoVIxGtKq3NOEGbPdiBoCB07bGFQqSD09JzHwxhWYK5nZByl5EMyDBBzhGI7SpAU3IzfgywL3wc1QFiijHhgDCbz3263VSwWdXh4GMoJEmI8fK7gtRhfXoMngfPwDAzzzu/hcKhvfvObunXrltbX19Vut1Wr1fTw4cMwDiAyuDNqStI0jTl744031Ov19Ju/+ZsZZOGZPw9n6YuXz+f14bNq585YPGtAvMpQUkYQGVwElM9BLL7yyiuq1+sajUYajUbqdDpaX19Xq9WKdQEUAe3t7enBgwcRY3Mtj52TJMmw0UBvSryl1SnZ+fib16jnAGqicBSR8VkELkmSWIa+trYWKV9J4b3K5XJwF/v7+3HUH2jIF0xRfASPAzJwPgDFgosB7fEsoA2e0VemMkYYABCOF8V5Krfb7UZYg2F1BAmCwMCCruAgWq1WFGl5KMMaFIwACI/5IeRj3D3j4PwRBiVNUz169Ei7u7s6OTnR5ubmUxkOFN3PYIF/I+XaarX0la98RV//+tejr57RwNB5mhW58EwS8/9ZtXNpLLxoBu/j70vZQi2PXSUFzC4Wi7px40bEmfP5XNvb25rP5+p0Oloul/r6178eew44jHYuxEt/mSyECe/Ad2DtS6WzM1illeHCcziBiQJhQNzw4KVYEo1nJxtA+LK5uanj42Otr69rsVjE3p0oAZ4d5aYOhHFGCCVlDBYVniA5QhbezxsPaQWrkySJM05RCC9GAlEwXxgVSZGOZW9Nxtn372AuDw4OdOnSJb3//vthwJiHK1euREbl+PhYDx8+DILT9x8hXVooFAJZIC/SCllidJHL0Wikhw8fqlar6bXXXtPGxkbIKQQqRgx01O121e/31Ww29ZWvfEW/9mu/lkE8Pib5MM0zY/TLSw1edDt3xkLKGgxJGcWlOXwjJYhXwMCwexSCVigUdPnyZR0fH+vdd9/Vzs5OcBjcywk6Jyg99GHyyuVyLIVm2TjvTSaTTFhCnQioBKXjOUj5+T4QfrANxgqP5ccUEHeDPDi+jy37KFf2TXPq9XrGKPo6BIwvXI17NObHkZ57ZcYwH5b4Ac3u3TG8efIOJEK1KyEcyu3rd8jGHB0dKUmSOB+WsNPXsHQ6HV27di3KxkGcZHLgNTwsg8fp9/uZZ2dsRqORvvGNb8T+KGwI7IveRqNRHHVYrVa1s7Ojl19+WTs7O7pz546klaFwZOuGwgv5uP9n2c6lsXCrSsunmhhEJ9DwVsTneNfBYKDZbBZng7z//vu6c+dOxM1Xr14NzoHJ9bgXgSZHv76+/pTwUxKNMGP1qQT0tQH+OWJp+s59CAt4Nmo+ECgvycZ7FYtn+y342ajSygNBEIJq3KNzb2lVRevhhXsxhNhDJs945IXbQwuIVu7l/BIIAsWl/BsIz2uUpdOfUulsqfr9+/fDg8ODTKfT2LCGkA1DgPKyfSLzT7+cm+HeZEIYF0+3D4dDvfvuuyqVSnr11Vd17dq1CFMhLykUu3v3rmazmW7duqV79+5l+CPGFqfn+5T6+58lqpDOobHAi/ODJ/VQI28cfJ9FPFqaptrc3AwYfeXKFV2/fl2Hh4d6++23wzOxKG19fV0bGxva29vTo0ePYoKp2ORsERTBT5sCoqbp6uBcFERSpnbB92JAKVDsk5OT2FeBfvM87PZEfp9Nc0BMfh+OInRIjnB5rO7w2Dempa9+tomPOWNHRShGh7FAuZlPD0XgZ+ifowtPEfpeFk5AS6vNhuEhqN69du2a9vf3Q2ZQdOoqMFKQjb6q9vr167FJDRWey+UywlXqWDDiGHjP3HBtSfqt3/otffvb39aP/MiP6KWXXoojLAnNSqWzLRT/f/beLTa29Lrz+++q4r2KxSoWL4fkOTy37pZaRsvSTFsNG4YmShwjjhG/jCNhgokSGNBLHgLMQyZ5yjxMHubJCTCBEwF+sAcInIEBY4wgMRLZMmJZji/qbrX6tM7pPt2HfW68k1VksXgr1s5D8bfqv3cf2223mjoEtAGCt1378n3fWuu//uvyzc7O6vr163rvvfdivOA5QDVONHto2ZHvRUREnjtlkYe6HhqVsqgD+IlQeXSkUChEPwImdXd3NxrAMOjASK43NNTfPwRYj9WjmlNSEGYe8ZAGvjaKA8FmgWFN+T+RClr2s5kP/2ex85y4JBBoEJh0hqK/poeZR0ZGNDvbb4/qe4d6KI57dDqdzGY/jngo5nJOh3dH+bilwzVDCWGJEVIEGgTiJLYz/57ExbPzPxLLaLa8tLSkUqmUSdJCWRBa5XlIaSdKBoKpVqvBAx0fH2tnZyf4LCIzuDqsLdrjeRId7/D222/r7t27unHjhr761a9Gv1A+Mzo6qlu3bunu3buxTp2XY01zf3dDPNvzIo7nTllweDyZkKGHUl34JGW0LROGm7G3txcLenNzM86hlgO3hf1OPf8eonVrayssO66CWzgPd5HajXUgGajdbocSAdWARLBKEKSe/sy9EAzCdiAeohoIRD5W7wVk3W43iqlANN6IhkIq5zM8WQxB4F1BT77XKvd0ZY8FRunD9zC/dDknJM37goA8GuWKGEHZ2NiIqBC1KqA/r3sBjdEtjc9T5er7l5INDJm5t7eX6d9BMRmbKuUTCY+Pj6PgsNfrBZlZq9V069YtvfXWWzo9PY1tFxk71rbzWo668hzTRR3PrbJwiM93j9OzcPN+vlu4vb09tdvtqJegDNzb70sKAaQEG8Hh5263q1qtFkRVHnryjCQOJUmiZrOpnZ2dSPxyX51oDdmcCJz7wWdnZ9EIx5N/isWiVlZWotvT7OxstJVzjsIjLe7v+ju7JfdUbEczCJn30wTVoDBcUYKAvHbEc0ngfXgf4D0RIK6H6+kkHoLtpAcfpgAAIABJREFU5zLfQ0P9tnYkYW1sbET4GGIZ4WVc82NCvgat8txYYRDgtryzGgbHLT45I2naT5QDqTx48EBTU1NRwEgKuW+JyTWkbA0Uc+sJfxflgkjPubJwbQoslhRWNx+O8xBmt9vV6upqwEq6NyOI+LTT09NRQIVl9QOFIPWFbnp6Ovxyno2Gv0+fPo2Na1j0uDtwK67YEETeA2vq+RxjY2Ox2Q5FSyhOlFmn09Hjx48DcUC+eswfJUeWqu9fOjY2FqnkQGkPt4IIPLLhjX6ogGXhehUtmY4QvBCyu7u7wQ/kiVAUqfMuHv2iDJ45waXjGnQF29zc1NraWoxro9HItMxj7XgoNE/c8p48C2PsLgoHiBJOKk1Tzc/Pa35+PrqOHx4e6t69e5qdndXCwoLW1tZ0cnKi+fl53b9/P7PuPSPZ3XN3fy9KUUjPsbLAYqAoSDOGdGNQPc3brRwaemNjI0qJIb96vV7k+/d6vdjdHMFxKJwkSVR4cg5WcXV1VRsbGxGN8PoArKKz+ZCJTlQRIvafyeCkxoGd0YDwWEb+Pj8/H4lC7LCFW+BVipIiQuS+taQQDE/gYlxBT17XgsBynidueVNe5xg8UxJXidwRXDJXst6dHKSFgKOQEPZCoRBNe8vlshYWFjQ0NKTNzc3gqNbX17W+vq7x8XHV63UtLi5qbGwsWvKhaIaGhqINgGfJ4l6xPhYWFoJXonM4yrZUKmlpaSnGE+RA56yVlZVwNzudTtQtwTe5G+2RJVceF6kopOdYWUgD3kJSBvq7S+JKxbs18T+a19RqNe3u7qparWp6elq9Xi/Tfp8kIK8sdAFptVra2trS+vp61IT4ZxES74oN9+GcgaRMqjoCxfNiManDwOctlUoBhSE2XYndvHkzFu7+/n5YZ5r8SAqBYkMdckO2t7eDbARFeTk9ORuQezD+WE8iEpwLX+G+NZs6uQ/vvjmKw/NdyuVykKq4K9KgHyvuC2MAqY1RcUUEukMIT05OtLKyEsaAgrGbN2+GiyEpwrdEL7wdgtcFLS8v6+joKPYWmZubC/eBMC7rYn9/X0+ePNHi4mLwWBgXkJUnHcLZuUt2ke4Hx3OtLKTsHqiEU5l4tKw06HvpsXeEsNPpqN1uq1arfaRi031tkrhcsLvdrh49ehRKAobdyTpfkEw810boKWNnQbAoeD+vqfCCLqwKgkm4kf0wOMdDjiRiSYMaFngPFjB9PR3OO6eA0mRsXXFLA1jO/5z4I6fBXULngUBQjK802J3er4kh8HR+Jzpx67gfSAfBJI18e3s73KS86yf1k63u3LmjK1euhDKlrN1rjFCGTtx6Nmy1WtXS0lJwWx7GR7DhhHZ3d1Wv1wM1O++RX9/ugqGEL1pRSM+5snD/jUF26MyAYnkZcBYok8xu44eHh2q1WiGwzlgTMkRA2MqQvhdAUnx0Mv0QoGKxGBEQBBPeAcKOjEsiF4Q5sc4oIBQN9Q9kXyJo0mDjoMnJyfgf2aoIT6vVirL6er0ekRJ6QCB4CJf00U1r3IWRBmgC0tI/RySAeaGAi+vxWZCW55JAUjrEhpymelRS5jPuinpUxVO3R0dH9dJLL+nOnTsxnggcbiFIZGtrS9/5zndUrVbVaDRC2TDWrrC5L58fGhqKPUYKhUL02gBNMT5Em4aHh/X06dNQsCgXJ8HdReXw/IqLPp5rZeGkDgPniUH8jd+BcghqodDvrfnCCy9EohUQFA6A9NuhoSG1223du3dPu7u7IcAshHz9Q7VazSQioYDI6OMzRDN8E11CdCRUAYXxvz0sxuJx3x8UxD3HxsaCoWeskqRfSEXEodlsRho0/n+r1dLw8HAQcigid5EQfg+BOqrhHMbK9xUFATiB6xETlAtRE+YWiI9ggGLcFeF65DqQUi8psiW5d6VS0csvv6y33347k9MBv4VbwVoj1L69va3j42PV63V97nOfU6VSiebOoDtHHaAbFFG9Xo+6nVarFUaPe5ycnOjq1as6PDzU6urqR5AD1/Uoi8/RRR/PtbJgsfDlCUJMNFYJtCEN9kQdGRnRCy+8ECmzbqmxEIVCQSsrK3r48GEsdIQcvx0lwO+EQbEQuD8sFM7HzfCFyCTTnIXnoEgKBeZC79ZYUpCfCBAsvofsaDfHODlRVqlU4vkZPwhYJyVRCLhurvzgO+AcGAO/JgsfPodncALYkQwFXcwn4VrWgisY/5y33YNXYMykvhtVq9X04osv6t69e7FOQA24Mlj5SqUSLmepVNLTp09DsX72s59VpVIJRQF56sqD0DVjiVuztbUV0RPehVA+xgEF6NxcnrRnLV308VwrC7S1Lwx+ZmH635zDGBoa0tLSksbGxqI4yyE0E/DOO+/o7t27EYUgHdfzBCD0SJryqIhbKcgsng0BorU/QgJ8BUE4iYvSAPl0u90I5xL9mJqaivAdlhmB5PkI36K8yBJ10pbDFVIeAaCAOFAMfM4VoYf7KB93hSENaky4NhYUVw1E44iNOWCOPWLCukAwnQ9yA0P9yMLCglZXVzOcir8fgu7Jeiiuk5MT/dmf/Znm5ub00z/90xGWByF6Ih1rEONQKPT7dLZarYi+tVqtcIEYl3xKAO/ma/vHdTzXysIJKWkALxFmT4ThO9b09u3bmpmZiVJjuAauB5p48uRJMNq9Xk9bW1uRq4AiYEE6u43AYMlZpN6nIY+AeA5viIKwOGoirJjPM4CgpVCsXC6HxaeD1MHBQVS7shkRSq/VaoXiABWADDyiRGgSgeK5WcyMhSte7iF9lOfgczTcxTWApwBx8K64MIwpoWQsvxsOnmd/fz9S8CmmI+3b3SBKxOHCXKExp6SE46JwT1Dp0dGR/vRP/1Tz8/P63Oc+p4WFhcjmpFIXNxGhbzabGh4ejvYBq6ur2t3dVbvd1vXr1zOkbp7Y5HAF++M4nmtl4YOWJ36YfEcaUn8hsjEM1aAnJyfRufno6Eh37tzRnTt3Yk8MrAPXYkvDkZGRILkkRcjV9+9kkfNMEGwICwKBQkB4SVdG2QA3sdycJyncHeA2rs/k5GSQaIQfgeH02xwfH1elUtGTJ08CfRDX93wHIjC8k5eZe8WsNKjJYcw99s87OQrIW10+m88zyRN7KB9Cp84jOULxEHOxWFStVtPo6Kjq9XqEKjudTrgAi4uLevDgQTwnz+SIBmtPureHoll36+vr2tra0sTEhH7qp35Ks7OzMb68h0evHCkTVTk7O4vydRSzpAyi8XHxcb3o4+Psoj4q6f+VNHJ+/u+mafrfJ0lyQ9LvSKpLel3SP03T9CRJkhFJvy3pH0jalvTVNE1X/r4PiN/mFsWZaU+LZTHdvn07BI7CnbOzM+3t7en999/XvXv3MinJKBt3bUAJ1DDUarWwKp774NWnIAYpu9eDJ1gBWX3yPcrD85DohaICKVAstrCwEMLNoiZTkvR1j7gcHBxkeAiEH9TgaAiL7oraFTfC6mFI3pVngIuBUGS+QFnOGYEYnMegUItnJUGL+3limHfb5nwEDIUDhzU0NKR6va75+Xk9fvw4kBwbDTlpKimMBs/plbYo2k6nozfeeEMzMzO6du2aGo2G0jSNfJzh4eGIjtBDpVDoN/Tl3XFH3cV2xOUchivuizw+DrI4lvSVNE3bSZIMSfpOkiT/l6R/JunX0zT9nSRJ/hdJvybpN86/76ZpejtJkq9J+leSvvr3fUCHY75wXYmw2LHeEHiQVjMzM1pdXdXm5qYePnwY8N8RAFAUNOF+JN2RiMGjrFAYRBTSNA3hhOAaGhrSxMSEtre34xwnF0EZvtcFWZ/+fu6/4sPjPo2MjGh3dzcKn6ampuLdzs7OItfCw37e9g63hPAr7+ZkpAsfygyFApSHkESJsOi5t8N94DpuW76+Qhr07EABM7beUpBromSINLkyYzMhEAzCCu8xNTWlyclJ7e/va3NzM+aGNcSzgbB8T1oUrtRXLO+9957a7XbwZTs7O5L6xmdnZyfQHXPLWuM8z9/g+VmjbjCfS2WR9p+uff7r0PlXKukrkv7J+d9/S9K/UF9Z/Mr5z5L0u5L+dZIkSfr3dLQIkeb9ZRSH97KkmQhh0I2NDd28eVOVSkV3797VysqK1tfXw4rzOfpyogj4cqIvTfvZoPnekuRnUJjV6/UiAw+ycWdnJ6wEKISdsoDkEGv5sBmp2cViMbpywd57dKJSqURLuG63348BnmBnZyeyUkE/vJ+TomdnZ6EEEAxp0AXbXSBHDp6HICnzHkR4EBB31UAyfBZFQc4MCsqVOwqE/4OWHF2gtLxbGAiNZDVK5UmQYvvKfNc0kAcuIm35hoeHo8UAJfCsyQcPHmhlZUU3b96MJC3a/jFPRGpOT09Vr9dVqVR0//79WJOs+3wEhN+f22hIkiRFSd+TdFvS/yzpfUnNNE3pMvpY0uL5z4uSHklSmqbdJElakqYlbeWu+Q1J3/i4D+phQX53qM/g0dOAvTv53/3797WyspIhq8bHx7W8vBzQ2Ik+lAmogcVPZASfH7dEUrglfAYU4EoNaz8xMRECjKV3uAtTj5LodDrRUxJic2dnJ/Iprly5EsqFRCAEFOtFe3yeA2U1OjqqZrP5EQF15IBCA6mkaZppqoMiwI0iAQw/XxpELFj0nAsSI23eE6GcJwFZECbl/6AZQsmeks1zk4oPsUquCQjBk79AKKOjo5qdnc2gPPIlaPEPmiUhjEzV4+Nj3b17V1tbWyqXy5qZmdHW1laMrW/81G63de3aNc3Ozurx48eZ5DsO1u2Pi9yUPqaySNP0TNJPJ0kyJen3JH32Waedf38WPvrIG6Zp+k1J35SkJEn+2hFwCMvP7vPzMwuZ7tfkQlB8tLKyEvD16tWrwZw7kQavwOJFGLxFHRYfgZyamlKp1O//SOUiz+0CictwdHQUoVysN4se+IsCxCrzbGtra6rVaiqXy5FMliT91vhERSBq5+fntbOzo/39/UgIw/p6oRnCRsGTJ7edz00mtwGuh/8hiChNt/Y0H0JZMiY05iWz0f1zdy3yBoGOVx4qlgbhWCp22QrBw6OlUr8d4v7+frgUIB5yKLjWyMiIarVabBzFXJ2engYCPT09VavVCmREpMfXa7fb1d27d3VycqLbt2/rM5/5TJzP2DEWIyMjunnzplZXV+PzXkbw18nERSqPv1M0JE3TZpIkfyzpNUlTSZKUztHFkqSn56c9lnRV0uMkSUqSqpJ2/r4PyGDk2XMWGhCUBU2ijKQgCWGckyTR3NxcpsuVuzYOZxEOadCoBVi9t7cXu2mzBwgb7gJLEUCuC/zGP4cDYVG7ewBCIC8CpbG5uRmQmKiDW7SZmRnNzs5m/PhOpxNRH+9x4bAe3oDvvLMvWsYCZQDLD5mIK4M76ElGKAkEHwXpqeJErUBeXId3wBpzn2KxGJss4S660sAKgzBQ9lQVE5KF8Hz8+HHsFsb/2OYSlOiROAr7CoVCbGKEG1goFAJlEs148OCBRkdHdePGjVivrF+2SkiSRLdv39abb74Z48Q8etjY3ZGLPD5ONGRG0um5ohiT9B+oT1p+W9I/Vj8i8nVJ/+78I79//vufnf//j/6+fIU0yJ9g0PJkZx5xJEkSnEG5XI506JmZmUhdBlojOJ7p1+v1MpsSE2lAWbEw33nnnVAEExMT0S+Dc7HSXIeaFJ4RCAz0hizlXY+OjjIp3a1WK4g1vsPN7O7uqtsd7KDWaDQix0LqE2901OL6KBgvWmM3L7Y1ZMylbO4BQsbP1MoQvQBBofy4BuNxcnISRVqElr1KF/eJdHEEmPkCUVL2zdygPL1ojnXhSILWh5S5l0qlqEAmvEqatyfQeRhTGuwFW61WA7F5I2RC2sz5u+++q6OjIy0uLmpubi4IcRoJ9Xo9LS0tRXgfxSQN+Aoncy/6+DjI4oqk3zrnLQqS/m2apv9HkiTvSPqdJEn+paQ3JP3m+fm/KenfJElyX31E8bVP8oA+KK5N0d5MNpCOcFY+RfYzn/lMdFH2PADIPCfVkvOQI4ux1WppbW0tU+PhAoAfymKemJjIdOdyBp06Bt7NLTACjnWkvL1QKGhmZibQCj45ZB4Cg3WFwU/TNHbzHh8f18TEhCYmJiQpFinfIY2x3qSjg8zoOsUYOULxwjBn6xFenzt6bgCvQQEoMqx1p9PJNEEGTTHnDuURNNzGQqEQiVe4lIRDUe64M6Ojo6pUKrp582bkXoDCVldXJfXdJee/jo6OwsVyBVav1wN5PnnyJJSwh6kfPXoURYiNRiP4Gd886ubNm/rBD36QURT59AE3XBd1fJxoyFuSvvCMv38g6Wee8fcjSb/6I3m688MZYBaAQ1r+h5XEotLTgFBWq9XSkydPwo1BKIHcnF8oFLS+vq6VlRVtb29neAX33z0XAYEjSYpFimCfnZ1peno6PuNhRlwKLD2NdVGE3ugFcs1rGTzMhvLr9XqZRrSuSMfHx9VoNEKBOfyXFOFnUqalwV4WXnnJOBP6xVUjrwPeBeF2gpr74Pp5gRcK0pGMN6t1SM6cIFgIEO/rSAUlBwJst9va2trSzs6ODg4OtLGxoVqtpiRJoj5HGqThQ7ri0pByj+vIWi2V+ltmNptNbW9vZyJDZNLevXtXn//856NStVKpaHd3VwcHB2o0Grp27Zref//9DKJg3bsRvMjjuc7g5HBfDYFBkPLkJ/+XFDAewvPq1ataX1+PiaUKU1I0Tdne3tbDhw8j3OlJM0QYPHSH3+6hMA4sMxb77Ows9hDxKtR8rgZdtrGGEGgIFztaAbnb7Xam2Uu32+8f4ftrMGb8TJs+2sB55SeCR6YqY+1uH1EhFK4vXi+gcy4B1wKFIg3yaEgz92iUu5eO/LyalXXhOSnU11CTAyEKQsGd8IgXbsj9+/c1MTGh5eVlNRqNQGiE1UEzrD0Uske6cBEbjUZwTUSCUDbNZlNPnz5Vo9FQkgw2RkrTfg7LrVu39MEHH8T6R0kwbj+O41Ioi3ymID+zyJggdq2S+qnZV69ejYXNYv7sZz+rt99+O/pTQHa+//772tjYyGQCeuKVR06wViwAUAKZhiwaIC2JTiAGirwcOUCIsQ0hiw9FxXOxSFutViRnsdfnycmJdnd3o6cmHa4rlYqkPtIiXEt+BgLD8yDYKB2sGaQgIU5pkCmJr+8ENOMHf8P1PWKDK+KJXIyvk8wgAypX4Zac7OQ5EEYUIJ/FJep0OhF2BQ11u/1K3IODA21vb6vZbOro6EiPHj1SpVLRzMyMGo1GKDOUMUqBd3LUheGamppSo9HQ7u6u1tbWYoykfn1SrVbT1NRUbH3IddiKMq8ccIF/HGHUS6EsWABuvVioDBw+IdzB7Oysut1uoApHA1/60pe0vb2tTqejDz74IDZ4YSJ88aLRJyYmQukAQ1n8KCy4Eyfd8inluAKSgkvgHavVahSJQdICn1EqEKK9Xk97e3sh2CcnJ5G52mq1IgeDMSMMCLmHoB4dHUXOB1GTfHiPd0BZIax5dIA71Ov1N19utVoZ1OJ5Kj5/TlajYIh28TeiTCgPUIf3w3DXkPHe29uLaA19OEAYGBd6cNJ6kaZBKOlms6nHjx9rdnZWV65cCYIXBck6Yfcz5hN+KUmSaKjz4YcfRhVxoVDQD3/4Q5XLZX3lK18JrqZUKkUj6Wazmcm5cJRx0a7IpVAW7mLkw3D+BcN/8+bNsO5OdHpu/+HhYbTL45qw3iwuoCufRbDx8SHxIL/cqkoK14N7IuxeL4GwAIdZYNwbPqRSqWh6ejqTSo0Q7+zsaGRkJDp2A/XZm9PTo/PVocBeaRAuJSrDWCCwnIPyw7KD8DyahCDxWcYFTkL6aI2PoxmUhucZgGykwR4yKG8UFZbZIxb5rFxHhYzH1NSU0jRVvV7PJNPxXLu7u9re3tadO3c0OTmpxcVFLS8vBz+0vb0drgpjyGeJCpVKJd24cUOHh4f64IMPAukQWcPV7Hb7bQnYQY/35x253kUfl0JZeMTAfVUWp5Tt7oSl8Fg3cfNer6e3335bT548ierMkZH+fqgIlgsTiIQYuqRMNibPhWVzXoMO4pyLtfasRrgLUofTtN/Wnl4HMzMzKpfLkT/BYuF+NHwF8kIkkvlJajXj6GXxPBfQH9TCOPN+HmZGqUqDdGgXXFwncghQqiid09PTQE6MJ65jHqlJyqA8xppoBOPAZ4luYNXhG3BfnOvwXiOgPbYJmJqa0tOnT+NcBBNFAGI6PDzUjRs3lKapZmZmInIGwuFZvDcG5OvMzIx2dnYionV6ehqVwqzj6enpjNvC+/u6Y3wvwiV57pUFC9BhlysILJ4nquCjIgQsioODA/3whz/UyspKLBCsEn4+vAEW01OggeilUkkTExOZWgsvAuv1egH3gbuECREG/uZ1AvjxtGSjlTx1J4QdK5WKNjY2gnQdHx+PvI7h4eHYMAkBIgxJV++Dg4No3AKq6fV6mW0McAMYYwTZQ7Tuarn1YzE7MYoyZ5NiXCdcLU9PZ05BAyhXiEtCqtIgouJ8kTTYsMkFnTF2JeeKhaK/JEnCHWE8EGBcJJApOS6Li4u6evWqZmdnw71hPXANnrPT6aher6tQKAQq/PDDD1Wv1wPRHh4eqlarZeQg/7NHCS/ieO6VBQvWF67XFLgPJ0mNRiNDoMGI7+7u6uHDh/rwww8zi50FK/UJwCtXrkT+P9EMEm+wMp6nAeTn/G63GygB1wTB85wMXINerxe9DNhro9fraW5uTgsLC3FPGu8CjVFqo6OjmpubCzfJMyoJ2yIcPAOuB2FUEo980aG0PDrBWHu6PYqb6Iq7i8ViMayqp20z3tRVMH7MoW/9CBoBlTkfgSJxd4I5QRA9g9YzR3u93kd2t4c3IiyNondlCCchDQoae72e3n33XX344Ye6deuWlpaWNDc3FxWsUl9ZeYnB6emppqamNDU1paWlJa2vrwexDaHsaJN393V10ZGR515ZSNmmta44pCy5Rtu5tbW1SJApl8va2trS/fv39fDhw8yggyw8k3BoaCjCqCxw2HnQgbd/Y4ESPmSvVBYpWw5C0LEIEcaTk5PYdo9kKkcwNF6BFBsZGYlO0FwLLoakLnelcMfcrycXJU3TSI1HeeaJR7gUrosrh+J25McYecq2NNiijzHzCIY0IO24LqnPntmYFxDmHMWHYA0N9Tc3brVa0UuT1HrWEmgTEvng4CDe//T0VNVqVdVqNcN/gFg8OoaiIW8jTVM9ePBADx8+1Isvvqjr168HSkXgyQgmvf0LX/iCRkdHtbq6GuQpSVusU4wh48WY/YTgfMbhUNlzKzhQHnSy6na7arfbmSYkdIpyYcQioYCYSASC+0A+FYvFSLjCX/Sd0oDSJAOxwZHvMIZiotTbr4VlJ3GHHgegCEmhuCR9JJHKr0vmKNbelYd/hyRFWD16Q9dveBE4EjqbF4vFKGJzq+dokHu7EvKcAc+hyGcpeqq0oxgp67uDUDAAZJRSX4NSAUWi9LH0HgHy7uzuZjnScU4CVMTcwKncv39fx8fHeuGFF8IIwf0wzo1GI9Y3uTe8F24hY+HKkXm76ONSKAsG6FlwTBpUP87OzgaRBU9RKpX05MmTyEuQFEQTlqperwdiQMiIcBBu3NraylSQgiYcaZC7gHCAMFAiWCXcG3gTLBcp3dyz3W6HH18ul7W3txfPXiqVNDU1lck14BngRrxfqddGePQGBekEoFsylCkwnef2vAYEzt0J54+cG3JyFW4CEtM/76jPU8l5ljz3A1pAKP2+UpZEdbTgCXU0EiKhjXEBSbB2QEWc43kfPP/R0ZHu3bun/f19LS8v6+rVqxEGPTk5UaPRiFaPvV5PjUYjnptngIPi3dyVYxwu8rgUykLKFpI9i+isVCoh7G55Dw4O9ODBg/B9YfvZdZyEJXxTkpa8twXCCoTmntQxjI+PBw/BZ4lGuFLDAmI1qDXhunyeiAjPWavV1O12oy+FNNjOkd8hCbHUhBGlAfJCuTi34K5WXoG4JeQ67uJAznpiHAd5CCht8k88dMl7IGAoWtwWngVFgbJx/orx3t/fjzXie4gQEZMGGalka4JS3X2j/WCtVtOVK1eiPwZNc3hHDBLrkQpZNyalUinaBBwdHenatWvRyYvoFsqq3W5rcnIyFAquqq97j1JhQC8qEiJdImXh6MIniYFkL4e1tbUgkxqNhjY3N/Xo0aNMNyeIJeA3lgJhxXfFck5MTGhhYSH8TxYGFg3rgyWmyzPW/eDgQO12O9OBCkt3fHysyclJ1et1HR4eRt9G/NZyuayNjY1AGePj49ra2lK3240Nn8/OzjQ/P6+5ubnoxQBJS4LR5OSkpqenQ/h99yzyIhAeEpdAE+5GQPrB1BeLxUBK9Ksk16NcLksaNL1xNOWfdVcPK87/pMG+q3AZjn5YC8wJ6ARUABrlHDJqEUbemf4ezE2SJJFYNjIyosnJySiJ9+bBeQ7MMztRoGdnZ7p3755OTk70yiuvhCImGQ4CmjllM2fWm7t3rihQ9Bd1XCplgVb3AeLvxKgZVEmx61an09Hx8XHE0Nmx2v1SFjQRFM8axefMuz9Y3na7HVWOBwcHQVTmXY38c+dzFLBGCInzGb6XCS6Uh3VbrZaOj481NzcX0BXFBOvv1yS0CAeCkEMwumX3rFHC0oRhsfgQzChc3BfelSQtJ0/hRiB3XRh4V0mRwIbwA/nzqMprR1A2PCvbI0DSugL0nByMBQoMvoL1AOnKF+MPWQpBTuKeE7c7OztqNpuanp4ONMq7EVJdWFjQ9vZ2tCVgTfJe0oCv+Ikb8tcceWXhkBfG3gkxOkk9evQoLAiEolsgBMSRCpMMF8H5WPZ2u63NzU2trq5GzwLITlKuWdiSAnWQAbq3txdt69iIGeRBxACi1TNISTaT+m39KpVKWKRms6l6vR5bFnrkQ1J06IInwIpTwIQSANpDDFIHwdjwmOGbAAAgAElEQVTBT2DVeDeUlyMDdzWcXGy32zo5OcnUk0iDviIopWKxGCjFw+Q0wgG94TrgGqDoPIeG7F4EjVwWPicpXA5HLBT10eNkc3NTvV4/S5V8Fupw+Az3Ye0wpiMjI3ry5IkkZRLzXAmnaaqrV6/q7t27evr0aZyLEuX7RSsK6RIpCyeWPHTnZCM8Awd+MJsCAz0JU5VKpYx2J6Tl8FhSNKppNpt6+PChNjY2ovwcYfbaBpQWlp1nxLU4ODiIxirwBwjn3t5eCDCWjroPyLupqSmVy2W12+1ATVJfidLur91uq1wuh/C40picnIxQI7wLWxJCqrnbRw4IPTFYtPALoA8PacMPANlxA5vNZibnRBr0e3CFgJXmGdhiwKtWGWtpkN3b7XajbaHPIffIZzyCdFBMHqIdGhoKhYRycJeB605NTWliYkKtViuaAKVpGuFaIi9wKY8ePdLw8LDm5ubiGVAu8DXMYT5NwJXET5DFX3MATT2M6iFB4B6Wk3OGh4eDb0AokiTR+vp6EE3SIF0YbU95++HhoR4/fhzuDDwGCxY0wKIj+uFEHhadKMX8/Lymp6e1u7sbygp4S9fvs7OzQClsmkxU4+TkROvr65Gcxbn4uVSVwnN4oxwQGAqEdoPSILEKJOFkGpWzKNM0TYMcRgC9JJ8NqLmOE4CMH8jE/XJHFJyf37iZ+4POPIrgVakeHseQ+DzjqqGc4YgIuR4eHmpycjKTkUl9T7vdjqgS7ma5XI6S82azKamPAD2nhLW8sbERvJobFRAqitJDzBedhJU/Lo2ykLKhU2eD3cf0BSf1J4uUWi8lJ+xGbwjPvRgZGdH+/n4oCATeQ1gIhzTgAbAMjn54RifshoaGtLe3l6lORQlh3REWwr9J0k96okGK5wAgXNIA8uN2oTBQQlJfMVJVKQ0sG64LxC2/0yPSM189v8BzE9ziMta8mzeK8aY3vB/PglDAKfkzgpzgEDyik0eGWGX4CcLi1GIwFn4v5gi30cvZPfuTMWKtoTgoK6jX60G0sj5QioRYNzc3VavVQonjNkFI44KBVHCPfxwuiHSJlIUTX+67OeMsDXpQYJWmpqZisUDA4e8C29M01ZUrVzQ0NKSNjY1ojOuKiN8d2hJV8HAqvqcnOrEnBQqk3W6HEJ+dnUWZOBwD2YFsnQiiaLVaUcQEXyENwmeudKjBQLgoviJxjZ6eCImTZk70sVAZV+ctGAfPZWDMIB89PMxO9nzGw6aSMoomz0HBBYAoICmZcxQ6iobxd+6IXdtYD0RCiEKxe12xWNT09HQmZZ7wuYeZmXOvTUnTQQo9FalEkFhHjiIePXqkq1evBunebrf16NEjTU9P68aNG9FeD4SBMv1xKI1LpSxcKJzkREiY/F6vF9v3lcvl2EkdOA0R530ovvvd78aE4L5IyviwjlwQSmnQu4CoAffxvAE26sFa8U5OpE5MTEQOwOzsbGyZCGHZbDa1v78fZBsWHvjPgRIlBR20cXBwoL29vShicl6CcYUb4t0YEw+lIoQIgs8L6MVJT1c6jrj4POeiuHh+lJJHVTyKhDB6fgPPCwIgtwUEMzY2FjU2JD71er2w4HRSo/sYrhbnsIfuzs5OZutKR6agQe6Pwidln/E9OjrS48ePVSqVNDMzo/Hx8djhfW9vTzdv3tSdO3cyBtLH25HrRYRQL42y4EBJeDgSYWAxDQ0NaXp6OhJgSLzxRrccGxsb+su//MvgGWZnZ+OaQFkEASWBAKDd8cn5HEoM5TI8PNheAAvpzWacLHR+oFaraWdnJ6ocIcmIyni8HSsLockmSA6XT05OtLGxEZsVYWE9icgzQUFhcAZYMk/Nxu3i84wRfr6jLsYSZcN4eNIVUJ3fGUtXPh72ZU3wN5QAhCNWf3R0NKJJw8P9hsS4RNTaJEkSfydsub29HbUndN72LRJx1+Bn4Lro7QqCheRkWwM3cI8ePdLS0pJqtZqq1Wq8A02S6YTOuzLnHtm7iOPSKIv8gDgzzILie7VazWRblsvlTMIVi3RtbU3vvfde+MBodDYmcqTikRfuLykWCcKKtUPZ4IuySMfGxoIjaTQasTC4D922FxYWwhXBehUKg60DJicno/QcPsMjA4QPQT0e3qW1nOcj+BiziPM1G3kSmRwGFCfKBiEGjTiK8cgDc+RRChQYB5bf0Y27Rbyvk6eU9cOl5BO23I3EZXLUKCn4gqGhIW1ubkZntevXr6tarQZpzfvzbnA8CLN3LwfxksjHWPd6Pa2vr0dvFXfL2BjJo0TPkoeLOC6NsshzFh6BQFhYlLOzsxmGvF6va2NjQ1J/Qvf39/W9730vk0DEQqUpCxwDgo71Q6jdN/bcBSyLx9mx0KOjo5kNjoj983OtVssQYiAWrkUX6IODg2jjT5gQX7jb7ZdZe0KZRwJOTk5ikyRcMhc+xhHkAVJjseKKuIJAIQKzcS/4LMoHpZjnZ6SBQHsExoljroESZk04f+KcEqjNw9nMLcjM9wHhmf1dCU+j3La3t2O+r1+/HmHkQqEQnbYIqRNSLRQKwS/hJpH0R4FgsVjU97//fS0vL2tubk6dTkfb29va39/XrVu39PTp00yzIEcUP0EWzzjy8XFJYa0RqkqlEjkCCPfh4aFmZ2cjZr2ysqK33npLxWIxoKsvSpJ+XFhQJlK2B2KpVFK1WlW5XI7U3W63G123+JqZmYlwJguZZ8QFqVQqketBpGZnZyeIMNAOAkaYE4UI1yApwqWlUikEGKE9OzuLjYCBy4wpltjbAIKmUAwseA5PXsKlwKXKu4dcwyNauBoInn85nwEicl4FpEMzHVwDD7ny/CAv3glXDaHlmTwCxP9wSVhzSZLogw8+ULFY1I0bN1StVmNsqJcBMZJXg6FAuU9PT2trayuMz8bGhu7fv6+XX345tjRst9uan59XuVyO2hfez9et5xZ9mselURYMaj5cKfXRQrvdVq1W0/z8fLDp+KpDQ/3GuD/4wQ/01ltvZaAc1oiJxboeHR1FFSLCBP/gGwax0S5hPa9HIEOT6xwdHUU3LgSXZ/TQGc+DBQeu83y+ZyowenJyUtLAj2dceHc4Dz7jXbGw2HnB39vbCx7C8y4YO+d0EEL+5tf3jun8LUmSEMheb5AujSDznhgCoisIP/PiqenU3oDYUPQoikJhsMsZYXSPSOESIPSkyadpGjUcjDcI5Yc//KFGRkb0hS98QY1GI0KfKHm+3P0qFouRw9HpdLSxsaFer99ABzeVzw8PD2txcVFPnjzJoFUUxkVGRH68WR5/hyPvAvAzFopog/MMnEeaLtbAE7cg5BAEIhSSoqCKSaNYDRjL1n3lcjlTPQq5xbksTjIu/blRRCAL7gepiIXm3OPj/jZ5kHIsPhAV2agICBEYrChJQnAg1L04mUhOBQrZC8yYC5QY44frwGL2HAsE3N8Z1wfljwIByqO0veGOQ2/mkUxUxoBnZhx4P09Dx1XgSxq0A8R99TVCpS7rhdofkFmhUNC9e/ciyY5s23w9C2Pr2Zrs/8K5kKkekfL2eh4NuejjUiELFoUnJKFZsV7kI5BqW6/X9eDBg8g3oFwZZcIXk+oCAnLA0qHRPfa+u7ubEVDgP0oEC0FquBNnEGvAbfIJgPLAV0nxDGQe4kJR3+ACsbe3F/th+IY/165di4gC79Lr9SL7E7fBe4uiRLz6lGiAJzBh2XFluD738MI0RyAumM5LOUqAR2GOyLFAYbny8P4PKDxqWciTYN8WSG3Gjnd1F4qx8s7bvF+n04mmzKenp3rzzTfVaDR05cqVaM/H2EmDLS0gR3u9nra2trS4uKj19XWdnJxoZ2dHS0tLMT7tdjvWMqjH3biLRBaXRlkw+c4883c4BC/8wiIcHBzo3r17kqTl5WXdvXs30/FaGuQ7YDlnZ2dDMGDW9/f3Y4KJvUN+AfNRMNRQYImIyZdKpahx4NqEynBhcD9OTk60tbUVrk+1WpU02OWMUODe3l5Ed1BO8BQgDe7N3iE8I+nOMPUgIlwld1MQTCcUEQQUpFvvYrEY+Qabm5uBVlwonUx14UaouJ/fEyH3+QYtEJngnXH9mGsSvfJ5Ko4umHeu7+uI8CcuFygEJUiX+IODA5XLZb300ksaHh6OLQz5DPfodrsRAifUv7a2pmvXrkUxH2F2P/KcxUUdH1tZJP2Nkf9K0pM0TX85SZIb6u+gXpf0uqR/mqbpSZIkI5J+W9I/kLQt6atpmq580gd1bSplkQb/Y+/J9DxXoV6v68///M+jA/Pw8HAw0SxcrBWNcLxDNAqE2DsLCP83X4lJR2823i0W+4Vhe3t7gSq8sQ4cxsHBQbgdcCW4NRQuAVsLhYJqtZo2NjbCteB+WOjh4WHNz89nFjVC5fedm5tToVCITZDhBqg/wd2SBiFMXAiH5XALHiFhnHC7uD8FUqOjo6pWq5HP4Ulf0sAtwa/HyoNmSI3n8zy/8zzuVqBsEDyIbAwE783cePUuETPcQdydXq+fNg+HxAHf8/rrr2txcVFLS0tR8OcNmJizbrff2Gh9fV0bGxuxHnlGiHveJS8XF3X8XdTSfy3ph/b7v5L062maviBpV9Kvnf/91yTtpml6W9Kvn5/3iY+/jvFFgdBFyhn9Xq+nlZWVWBCStLCwENaK2oyRkRE1Gg1NTk6GZcLXBSp7hyr8bcjTdrud6ZwEQtje3o5GJggs3ZhOT0+jVN2b6kxMTITQszBY/MViMdKRsdqFQiFCcL7z+fb2tnZ2dqKPp7fVw5fH2qOAEQK/NzUxuB0oAy//dt8dIWLc3FI7p3BwcKC1tTWtrq5qd3c3eARHChgC5mJkZCSsP9fNE98eWoU3wqiA2PiZ64BMSeZijAnZ4rqy1thDFi7HO4CjrBi7Bw8e6N69exGpkfpcmNd8cN1arZZJ4UeJ4t7CwaGkee6LOj4WskiSZEnSfyzpf5D0z5L+E35F0j85P+W3JP0LSb8h6VfOf5ak35X0r5MkSdJPyMjkfWCHwaVSKdrht1qtcAN2dnZCGMmiLBQKWlpaik7ftVpN09PTYdG85gJrj5X1fhMsfM5BwNvttprNZiwyz+V3kq7VasV1sJAeJvT8DZ6fNn1DQ0Pa39+Pz9EsBXcCYfS06FarFQru+vXrIUh0s2Lh8hygEp6BHqa8CwqAc0BpQ0NDmfoLz87EklIbg/CggD1FHaGg4tbT61GWoBEPgUuDZDDWCBwGioMxJDLC+zMfJycnsfcoTY2oR8EtSJIkdpr3sCsIkHno9frJfwcHB/riF78YqMWfEX6oVqtF4SLjjvHBWHkkRLrY5KyP64b8j5L+G0mV89+nJTXTNCVv+rGkxfOfFyU9kqQ0TbtJkrTOz9/6pA/r4aS8RgWSt1qtgOD379+PPpAogJOTE01OTuozn/mM0jQN6y4pUrmnp6ejmIosRdrQkSOBJcLvLxb7tRsUS7GgQBwsIPIdQBputQkTAlVRSFgsFwaer9VqfYSpR2kQgZmcnIzx2draUr1ej/1UaLqDRSaZyTkXz11wEhRlQak4961UKhk3cXR0NKps4ULgWeCh/B4oGPgPjAJIApIZpUW/EZ6PRDZQBNyGZ8KiYFBA3rIPJUYeDVwTyhcyles7GQnv41WtIInvfve7evXVVzMbdbPmcHVmZ2djnXiKu4epOfj5oqIjf6uySJLklyVtpGn6vSRJ/hF/fsap6cf4n1/3G5K+8TGfMw7PrfDfJyYmguVmsZHX78RZr9eLePj29nampoCFubW1FQsM6C4pJo0GrliAXq8XjVZxGaSBXw3hxsIgtwJ/vtPpBMEFfMedKpVKajQamagNMBcoS3QGf7zZbAaBKSl2BmcncNBWcp7r4FCY+3iHLt4T6A4PQj4I5KqkyEdA0UqKik63phC57oN7LgX3QWl6x3IXbKIluES8w+HhYSgklHw+/Mq9R0ZGQmkyb5xfKPRbNtZqtej9wRzAaYyPj2c+6+ns3q/z7OxMf/Inf6IvfOELYaBI5IO8JbQNb8bf8+6hK4qLOj4Osvg5Sf9JkiS/JGlU0qT6SGMqSZLSObpYkvT0/PzHkq5KepwkSUlSVdJO/qJpmn5T0jclKUmSv1UtMihOcHo408NK+PBYbqxSsVjUzMxMCC3xa7LqSPcGKYAQ8Jex6CxY1/ow8XS6wvKDDlgUQFOgt/9MzwlyKCBqPcMRZILl8XwAroUS4X9wJeRZ7O3thWviCVUsRFwrJz2lwf4tKFVgOQoUFyTf/JYxIwzJWKNUsZh8hnfnfXGNyOL0ZCcUVpIkIfDMCc/m48ZacBLXCWBXjjs7O4G0QEgoRlCbp6t7xq+Herl/r9dvDfD666/rlVdeibAoikbqGz1cMQ/reuQDhci8XxSy+FsJzjRN/7s0TZfSNL0u6WuS/ihN0/9M0rcl/ePz074u6d+d//z757/r/P9/9En5Cj9cabCoEEhP4YZ0ZCHArLNQpD6amJuby6QJe8YlYcVOp6PHjx/r6dOnevjwYRRigVZYGPSl4JlI/UUou93+NoSQhh5ipR5gd3c3Fnu9Xo+NkbE+p6en0ZrOG72USiU1m82Awh4dQbEibCino6OjcJ0QJJQrpKs08OelweY+wHGQEz1DOYdr7e/vR78IMmPJcORazCMuI5EQMmVRgPS6ZE4RGOY9SZJIkQcdQEYeHh5G9iq8kr8TGydtb2+HAkBxEDb3EG+5XNbCwkL04eRdQF0oHCJkuEe4im+99VZsXC0pOJV8PQrKJp8ykP9+EccnybP455J+J0mSfynpDUm/ef7335T0b5Ikua8+ovjaJ3vE/uGIwheKTzQDx5YAe3t7mZg/1oPUZ5jtarUaCqTVaklSkF/NZlOrq6uhFLrdbpQaS/3sOsg93ycE6OlwG5fl7Ows0ycB8pXPVSqVCJchdEQ68pEcXB2sONEdFJBbXrb0kwYNaxDoer2e4QXou+E9I4h8TExMxL6qfj9vGEQpN4LPszBnEIWe6cn9QWmgO4TF7ycNogoIFcLvPIrUd8vyafvUWnhP0UqlEuS0h8vplkUomedg3H3sCW/i8pbL5Vgrblz29/e1trammZmZ4KV474ODA9VqNT169CjjFnIenAq/X5TC+DspizRN/1jSH5///IGkn3nGOUeSfvVH8GyZw31N4CpoALKOg0SgJ0+eZHpb4PsilF4PQnIMAo4V29vbi0khIuKNUXxDG68DwJ1hIVL6Tqdp4C++M/cmtImSICcCocAl8U2SiYz42JAG7QVm5DXA2XiaO0qTHgoQusBn3Ci+vN7B/XTnbXgv5srdLngZrpGch1+5rqQMd8NzQtzyvhToYUS8LSH3xh1ByZDXAhokSpKeJ0eBvprNZsalYeyZBxAA9x8ZGdHq6moG+ZC0RuIeLk2329WDBw909erVCM3Pzs6GmzU9PZ1xxwjf5sOnz62y+HEfDBQ/MxH4kj54QOm5ubmIU6Mk8GuB0pSNk6+xvr6uTqejTqcTXa1dKFjgDi+5NhaFBCvPF/DEHq909Pfz8xBySeHWwCWw8zoWECIW1wbCl41/RkZGVC6XoxM1yVYoBsKU3AOlBUmKoDpHhMLz8ff5QSGzsIHSoEKEB7cGQplr5RWFZ/BKAyJUUgbOM7cYA+aC70RlEHjWEtsJjo2NBR9BWNND47ip1WpVm5ubmYpgmgXlw8eSMkgJJXPnzh299tprOjw8zKBNcm5I1+fI8xWsu4s4Lo2yYGCkQZkwgkbYkYEDyhGyYycuz4hkIvF1gcH7+/uh3QkHQoShaEjThbDypCPIRF/sHufHOpHPARQuFApR5Ukkg/ciqYvCtGKxmCHGUCDwLdQxsLAIz2IVUQoIMAVZ3v8BfsTJNmnQlQvojYKEgCRDk4gEC5/5Ikri/UcYewSfjFTemc96BANUwnOgaPlOJAYB9ZCscxlEo0BxfN7dL9YTxCboE4VKE6JCoRDro1qtZgSdscb9BYE1m029+eab+rmf+zlNTEzEc3c6Hc3OzurJkydhgDwRy9PVf4IsnnHk4+D+OwoEomlkZCRT2ou19s9TnsxigABM01SNRiOEgSpIJp48gk6nE7UZxPVBGcB4rJIXXqGgIEARKBQBCwtlIymg7JUrVyJUh9ACeyFqp6amAlZ7CvfU1FTE8L3WhAQloDYuD3wLStZrMRBIh/88iyeWEd6Ei4D0Q7k4gefQHSVEWBTozzghxAg5SpIQJddwXx8FxhqA2IUAxb3kXlNTU1GfA7fh0SfPvuVdeQ7IbrJT8yn7rCUaK7MVJciSilQiTa4UnL9zNPdpH5dKWUjKLCxILy92YkCnp6f14MEDjY+PR5NaT4xiYvf39yNngokny7BQKASXwYKjxTvhQKIlJPrwPIRNiahwLyIXIBYsGN+xdAgse0vMzc1FA1+EEUQByknTfq9RoggcXBeXa3JyMnpJOOnqoWaek0WNYIKcXFFj8Tw9HiRCn4i8n+07luMOcC8UhWfMIsBwTChLlCKfJynK+1wy5/Tk5N14H7gMuIpisajV1VU1Gg3V63X1ev3qUNCa70LPu3IdPk8XMnJbtra2Ms/P+eRpPHjwQD/7sz+bKX8/OjpStVqNXcw8QY5x5ss5u0/ruDTKwhcaC4/vLHYmisXkWZGEGVmQIAFKs/NdlSDiEAg2/MEienYdSorcA8+2IzQIJ0D4EJSBJXFrQU+DxcVFVavVjxRtYZFZvPi2LpD42vwfYUbBMG55DsBdPbgeT1iTFOFpH0tXTihst7gQkowFbhYCByGbh9QeOs27mihNhAV+iLlEMRAdQbDgCyCSPYPXo1IexiblHoTA3rqEbZkPFJCk+B0jQ6QFJca4sSUmqIOxhHh3hOm8XB5pfNrHpVEWHAhEkiQhlPv7+4EAcAEYeDZ9gagESlNK7MSo5xCwYEAHaHQIMmlQuch1KbTyhC4mn/tADOYhJFmJY2Njun37tqrVqqampiLaAvxH6KRBIhDfIchoy8az5wUQUjHv9iDYEIEoFRQu6ARE5MjA39stIO/L7x7p4Bm4rn8R5YKkRYkTZvZsUEKTRGn8vUEVTmgzh7w3PMHQ0JC2t7dD8VJNyn05PJTJHDN+KCFXhKAy3odnGRsbU61WizqUBw8e6Pbt26FIPYzsSoT1ijxc1HGplIVbaX4nbx//H4hPtqIvClyF9fX1gKn42n4A0fkcoTF2MPOJo5cl56BoarVaIA5ILyZ2eHhYe3t7Gh4eDiuIq1Gv12OR4o8jDCMjI5m0cRQOQsA59AMFuhNJkAaWGkXLgXCgEBECILNHRiBAEaJSqRRFVV4bgQJDGJkXnsvfKR96lZRBHaAqrxqljF/K9hj17F2PjuA+drvd6FAF+iORjcIxR1ySAvmAKCDBeTfIb8YIHseVDEV9W1tbmpycjE5rrFkya0GEPBuds7xpr/STvU7/xoPBYTKxgsS7iQgALaemptRsNuM8movs7OxE6zO3VAgUfjuRCmoHDg8PM7F8aj6wwLgW9XpdW1tbgQqIwKBkeKY0TVWtVnXt2rVADCxoV1Jcd3JyMiBxPhRMdASB8xR3D0Xy7CQhYYGdzMViMt7cC/eLRcwzstUe44xS5r6EVuEUSK/3vIp8VIR8FghFabD1wMjISPALwH6UqJ8vDXgIUBshUZQ3z7C2tpYpNUfxMB70lSD6xbhyfrVazXAHZLPybpDIkJaFQkH1el0TExMxVoeHh9re3o68IJSDR4RcFtxwXsRxqZSFE5jut/o+nL6np+/DMDIyou3tbT1+/DizlSCLTFJYJUmx6IDQMPpkaTpfAALBAnsWKMqIblUI3cTEhJaXlyNKgmVlcWGVut1uCA2CSPiNdybdOk9qAsOxVuRWoNgI93njFlwjRx/kasANeXo8StAb7jocRxlwPay8Vw5jfdl+EAXjAiPpI5mLfI7qX5QT1t4Vp6R4X9bM2NhY1Lew9yvZuLwvqPX09DTS/NvtdobnoqJ3amoq3oHwOnOAIiGTtVwuZ1AHLtzOzo5mZmYipE2uB797pvJFuiDSJVIWLCKPTEiDAdvb24u2/ITtCNWVSiWtra3p3XffzVQH+sL2reW8pgIrA7Sn7bz74CxULBYLFsIM0ow8itu3b+vGjRvhqvBO+LlwJezWXalUQimwEHkGFhmLE9TAc/CMXhVKZibKB8XjCxE/GzhO3ooXS3mCELkRKF6u5YllPBfIinEBnhcKhUBIKBlHXM7+I+TknjDWKCUUgnMuzLE3H6rVatrd3Q1XsVAoBHIh58WjbbTrY69arsffQbBk99LK0HNzxsfHNT09HSgFhXB0dKSNjQ3duHHjI231QJSSnokwLuK4NMoCiwuikLJED/CNSWfi8KGfPn0akBNyDPcBYUFIPdHo4OAgNovxLEYWr7dmAxnwM3wD5Nzy8nJ81ev1IApBRnwOHxqEgRXNKxQsvyeXYX1Qhgjs6elpNJKRBolijKnnivDuPg75JCDu69mbHsYjkuK1K3ATJJ151iaKQxrUyyDkrpgxAgie8w3Mnb83IWoiKriNnU5Hm5ubWllZyTQgAvk49CfVulgsqlarxXhLylS1bm5uqlKpqF6va3h4ONAK5CbKiB6g7GzmHctI719YWAjX11PMkQV3S1whf5rHpVEWHLD3DBYDuLOzE34hviha/J133smEJrEaCKhbNzQ92ZAgBO5LGjVC6zkMLGwyBL2w64tf/KKuXbumqampTGt3BAgBdHeD5yUMzJdDfsbEu0VBAmJ9fb/NUqkUO5q5dQSxeCTDW7lJCuEmPM2zcsDcM4Z05yLD0XNjCBki1JCqzAmCjWuJ4pEU7e9AM6yHfK4NRV/Oa5ycnOi9995Tp9NRs9kMl/Do6CiqkglZFgqFjKI4PDyMrTGZK5Qw7gf3QLGh6F0Bgih9HfNunU5HW1tbWl5eDuOEUvY6JUfZcGef9nFplIXnMuTZciwQ1kEa9DBk8hlUUICTolhRfF8iEmJkcd8AACAASURBVFh2VyII5unpaZSauzsCq01u/+zsrK5evarFxUVNT09nkq8kRazfU7fJckTZsDC8PoXxSNM02v7jVvGuWG/PB3Guxt0YhNQjH/zdIyeMg/MBWF8v6nIXhEa4CDeZpIzX8fFxbJLk/BEp6aACCFlQCDU9nvdBWnuz2QyDgOIFjUh9RLC/v6/d3d1wj/J1LFh7Ik6MN2uL9UKdCdEQkuN4LpRsr9eLNcqzlctlbWxsxD3SNFWz2QyClDFiXFkLzBPPfhHHpVEWEEUOeX0Bs3hJ/WVANzY2ouLPIyi4EqAC/oZFAW142jOEI8/hkRHqBbhPuVzW7du3NT4+rvn5ec3MzIQVRiBYmORxSMpEG3iHvI/KogVBsHDyVZA8M9bNk8xYhL5VI2PCPT0MyPsinCgR3ofPopQYN9rReRiZsLXzLrgGoCHmk3c5PT2NfAufPxS5rwcMAvdzA5MkiWZnZwNpSIptBCFTPemKNYDiPDsblK+T+bm/vx8KkIgR7hICjvLxWiTWcbVaVavVCpS0v7+fGXeem2fjd4zXRR2XRlmwgN3Sug9XrVaDDAJCv//++2HJIKHyBB0LnmYzXr+BpcDtwLekmIgJI/sORfLSSy9pampK09PTGh8f1+LiYgYeM8HAdhYCi8oRkhc0uXBAcnqtQr4bVz7RCeWCO5WP2bP4CKNS45AnFnleaZD7gpLhuXHFUEK4fqAouIw8qiKJiuvjWtJch/yKs7Oz2GGe83DfUFYcHnXAHWMrglu3bunb3/62tra2ImKFq5qmaaazGgLvLiwbAHU6ndgj9uzsLJrrEFJlraEkIXFxz2ho5B24nPjGhQRFIAvMwUUcl0ZZ5H01fmYxUrPhUYS7d+9GwtPq6qokRayd+DnhUPxl3BLQA6FBYCpWlR3OTk9P1Wq1NDo6quXlZS0sLETsnN6NXAfkIiljWZwLwBJCtLHwnTj0HdIQLCwfP3MOQokQ8j9+5zo8k8N0aRA6Rhnif6Oo4G4cpjvCo8UhCx3riKLnHVEsuBKew8Dcg+R4Zq4LT4MwMl+4bF4wyHhL0tWrV6P+41vf+paePn0aiIpNheizCR+F4XDojyvlrhzngjAajUYkzKE4UEL0slhbW8u4P15Ny/0lZYzORSkK6RIpC4dgHipiAeO/np31m56+8847mTbttVpN3W43iCisLVYG8pDKxdPTfu9I31sEi4uPCqn6wgsvRMds/OrR0dFgxdnfEgjqFlhSJsMQv9kb52AZERIEwz+PW+Ln8nPemrsbxNhKA6IXZYzLwndQCed6ejjVoOQSeLSF8Xb04YscJYAi43eS4HCjvGkv1/VaDp7Pe0YwhowdX6TEl8tljY+P6+tf/7q+853v6O7du9F2z/dM8boQDkK1kK2QuU6cg4JYE9Sa4Bb6/DNXJAiytvPuh/NCF5lrcWmUBYcvcA8fwZbTtHVzczP+3+v1VK1WYxs5SYEgvAeEpChTp9YEhUMmII1NsIRLS0taWFhQqVSKis9icbCvBXwIiwFYnSeqvMyc98yHK3l2j5ywWCBisUh5bgeLny9acz4Ei8yze0aiZ6MypmmaZsg3D7OiSBz9OYJxdMFBujkC7mFokAb3lbLNb7wUnc/AuaAkeW5PGmPtJEmiL3/5yyqXy3r33Xd1cnKS6UaGledn5xNQlO5a8TPuCGsi38GM8DuGqtlsxlpwNwP3iu+u+H6SZ5E7fIG7dXMLiK8J18Biwaqz41O3242eFCgMainW19djSwFfmBQUYf3oKzE9PR1NW5l8b1LD34DsWGIsIHAaZQe5RzgRwYNMQ8Dp3oWV9mQt3tnDe+6+ud9M6rX7z3t7e5nGsQgIPyNcwHNpENXBKjpL7wqMwxEOPIsLEGOTdz+ZDzqoey2Fk7UoAz7Ps+I28VxcjzD5l7/8Zf38z/+8vvWtb+mv/uqvorCM3AvWHSR2sdjP7mUbQ1ADTZrZOOj4+FjNZjN6jXhzHlDl+Pi41tfXY/xQGB794jMeKnaU+Wkel0ZZOAnokMyFj6iF+95eZj09Pa1ms5kpD0eo9/b2IpKBkuj1erEXKQTdK6+8kikAgjXHDyVfA4FCYCGqHD7yOScxeTaEhc/DCXg0hwWH4pP66MDbBDrCoIbEORTSqlmgEHieTObREM/HcOicZ+klZQrPpEGXcRQfBwLvisF5Gshl3EHcNa7JGNL9ijCrjzHv72jLyVkUMm7sL//yL+vVV1/VH/7hH+rdd9/V1taWjo+PMw186H0KwnM0BC9EpKvT6ejw8DBcVxQL786zUz4AivNEP0dOjLeP/ad9XBplIWU3XHEYlifDEHhPauGc+fn5zJaGCCit6tH0EHNsgfjSSy9penpajUYjIiVYLEkZYXTNj6XDAgDPOTzfH6HC6oMU4AKo/0B4ETrPQUG5MF5U36KEOMddFe7FWDmBB2Lw0B2RFQ5/X0lRM+Hz43yIk60oD6A4iAqk5QrD+RMUEmiCZ2VsuR5KnOdl3rzWhQgU73JwcKCxsTFduXJFX/va17SxsaHvfOc7+v73v69WqxXhX96L+8zOzsamzzxDmmbrh3BLrl27FqFV6plOTk4y+6x6HoXnFrn76DzSp31cGmXhLHoeYXi4DH9RyqbFMqDT09Pa3t7OCBrW05NqyHw8Pj7W9evXNT8/HzkYTp553wGIUqIarhRQGFi2vB/qisXToFFonsHIc3NvrwPhPUdHRyNiI/VhNv07IHM5F+uEUNKvw3kRb6vnKIJncV4CJQUy4T7MmycrIfgkaTm0RmkzxwgP9yNd3l0kDy+iUBhH+AoQFNf1Nca1OWdoaEgLCwt67bXXNDExoddff13tdjvGi/t4ZMkjVVynUqkEYbu/vx/bSqKIQUS0P/RncSTsKM3H+yKOS6MsOFyz5rPsGFxQg/MOpVIpuk5J/eIfIiOQloVCP1338PAwUpQ/97nPaXp6OvbxwM0AXWAZafOP8Hu0gwXJM6Jk8soEwcTqIXBcy5UUwoLgO2RFCPkdYtbToVFAnnnJmDoCQKk5Kw8HgpB60lN+cbtChDvq9XoR3WCs+Ru8BUIGZ4MydFITd8tRnrfN4xmwzIyLE608l48tESeeAyK7Vqvp2rVr2tnZ0ZtvvqkPP/wwlHWS9PeY8b1jQExHR0eR4s97PXr0SCMjI9H4xpPTbty4kWlI7JEnT9JyzucijkujLNz1kJTR7O4vHh8fh//H0ev1m9HQCwFSCiIKi0Vzm+PjYy0uLqper6vRaER4DR4CsouFRUWqNMgaZOHx7M5VOJ/B+Xn3wbkOdzNY/Ai070UhKRAA4wFzzzWJGgwNDbYToJ8nwuO9JKVBByrSqFnUKAtIPX+f2dnZaHbLWKBg8lmM5B4gpKSa00LQx5TP5fkfFBHRq16vFySoE7ye4JZHKNLAlXFCkRBmuVzWK6+8osPDQzUaDd25c0d/8Rd/EeiHMCsRLa9GZp5YqwcHB3r8+LGmpqaCNwI9zc7OhhFECbpC5vCo00Ucl0ZZSNl8AIQJvxFhcjfB3RPcAIfto6OjWl9f1+lpvzU95cQvvPCCKpVKuBYjIyMBGR0BQCYS/2eymTyHpPinhCU9+oAF4rnz7gVuC64RysJL1RkbFCFohgXqXAHv4NwCVp0CLtANY4gCGR8fD8XIPLhwoKCoBSmVShFF8mt6CTvXxYp7TgbdsdxIgIQ82YvkJ8+idLQBcnF31pWXIxZfQ7yjtxUcGxvTiy++qPHxcV27dk1vvfWW7ty5I0nRiQsCEwWN28G8JEmi3d1dra2t6fr169E6oFarxVhjGIgyuestDVDKRR2XRlm4AOZ95TQddID27DeIqKmpqUyxkfuTWCYEZ3l5OXpfYjE95OnMOgeLzAkvnpOFiDVk0qXBzu0+4UR1WMxwKl7v4ESmE7qeS+BRBe6fT7DCyrkAMYakPvOsWGcQBePnsN45BcbVSVTu6W4JCWMQkJTig5oceXEdVx6OOBF+/o5CYu5QvtKAAAXlgGpoaci7oDCYZz6PayJJr732mjqdjh4+fBiJWig1QrWMNenhcGNPnjzRzMxMbM1AOJZ5dPfL5cAN40UdF0Oj/giOPEmWJ3awpoVCIayvpMxCYQFDXMJVsFHv0tKSGo1GKIqRkZGAlVhwLACwl3NZ/AiRx/jpqYGQSor/e1iV7EcUAMVpXMfDp7wbSoN2grhTwHdJEd6DJ+B9CAejoDzz0PM+GH8XWu7LOHAg3NJgMyjnFVAG3If7E+lhvEZHRwO1TU5ORjs6STHeXMvreHhO5zF43yQZNNNxxepIFdcqT0h7noxHhZaXl7W0tKRf+qVf0quvvhqfOzw81N7eXqYTPKgDTgUC+I033ogsZLJ+y+VyJmrEmOdJ/ouKhEiXCFkwUEwWEygNMg/xgWHVkySJxjVYnmazqUKhEI1FTk9P1W639cILL0QbvkKhEHC7XC5HEQ/WOx/ilAZl2Fgq7umxd2kQFXGonc8ZcIsIMgH6O+PP+fjDPh4s+jTtb8nIe+EmOOpwVweFx6J2lMS7Qrg5UhgbG8t0hZIGxU5cHyRB6rQ/L64aB64Q/yOc6grUk6t4H67pYXA6TDkpzLygKDwhLE8sMldO2II8kiTR9PS0kiTRa6+9pkqlou9973uZHqzwQFKfWEcp0UeDPXVrtVp0NONZHNkwD85deBj10z4+lrJIkmRF0r6kM0ndNE3/YZIkdUn/u6TrklYk/adpmu4m/Sf/nyT9kqSOpP8iTdPXP+mDOoPt4Ts0PO3n+BubJdPZKEmS2MCFikhg7tWrVzNKAS6C5CtJGSvq4T8XoqmpKUmD/P7h4eFMR2sSh3yhAUdRAi5AKB5HF64sOc99a48+kK1KzggLFgIUYXdL6RwQQuMcBUoFdOUl++xxATLxSlw4GN/bA2teKpWigzfjByxH8VOzkw+bu3uIYLoiYlwxJIw1ZKhHW57FAXi9jStNiFT+PjMzo2KxqM9//vOam5vTH/zBH2hraysQD8YLQpkcE4zB22+/rV/8xV+MNSwNCEwn8v1wZXkRx98Fw/x7aZr+dJqm//D89/9W0h+mafqCpD88/12S/iNJL5x/fUPSb/woHtSZbLSrM/34qsA9YB0EF5ES2HbCdbOzs9GdGh+WfApCog5tyeF3ZSUpagJ4BvfReWbfLBcLjJD6QsRVccXkvivn8juKCGFHeKRB0pcLOosMgZKUsaQgGq4LyYZS5HOekAR0942E3X3Cl4dMlgYp6bTgp0rTuRQEzBPUmCsUjRPDvl48Z8O5kLzf76FTiOSzs0FPUt9SAAXINdytJM+mXq/ri1/8YqZDuq9RkBuK9eysX9LubQ8ZP+aMdwItYRycM/q0j0/ihvyKpH90/vNvSfpjSf/8/O+/nfZX6/+XJMlUkiRX0jRd/SQPyoGg5aMfeZ97fHxcCwsLEeqje1Wv14uNhiVpcXHxI81Z8BlJjXZFkifKPF/CXYZ8hILndMGlmxXX8dAji4HF5K4HSsF9bu7DZ0BBjBX/80pUaYDYqNXw8CT3yedYuKVlTmiVf3Z2pmq1GmjGMxBdCRGuxV3ytGXPGXHE4FmozAnvztzzGcaT6BNcCErDo1FO+FIZ6kreDVUefbniHxoailL0z372s+p0Onr99dczypueK4yzjw31Psyrdxh3Zc885qtgP+3j4yqLVNL/nSRJKul/TdP0m5LmUABpmq4mSTJ7fu6ipEf22cfnf8soiyRJvqE+8vhYhzPufmB1GFBJkcM/PT2tnZ2dQBW9Xk/b29vRVfnll19WpVKJDtxOYsJKAxUhPBEet+5u/bHCrtRYeB7b90XNQnZE4k2FHU1wH09A8kXD391aSsrcm/t6M5x8OJoQbD7nwklW/yyJcBDHtMsHboMyztdLCBCKSBo0sCE6xT0YByczIU1Rpk5Qcg93oxBKV6ac44rKw7cejfBIGOvO1+Xx8XHMHS7wq6++qqOjI7377ruxgZBHpzxiAyJjnk5P+xsj7+zsRJdy7suYXxSi4Pi4yuLn0jR9eq4Q/p8kSe7+Dec+6w0+ov7OFc43JelcCf2Nh/vWzgaff/4j8HBoqL83w9jYWOxk3W631Wq1tLu7q1dffTUStVgIWBu3gNIgmoBF8ZClcwlOiPFMWDwWuS9SBNDJWxaL+6OeGUoCEYIuZWsizs7OMsQa74Xi81Az7+CZk4ynW2IEzJUJ98IfJ7FIUhDHbuG5Lu/B735PbxAMSsPHh0eiWNDRkjRwB1AquJv+zChzr/h0xOduieddOK8hKfMOjA1oicjX5OSk0jTVl770JQ0PD+uNN94ItAWidCRLl3fem2uSoMYY5e/JzxdxfCxlkabp0/PvG0mS/J6kn5G0jnuRJMkVSRvnpz+WdNU+viTp6Y/qgX3hQUiR2u2wnEUKqQfrfHp6qvHxcVUqlYwVxf8tFovxv7yfi4Xh/kBhZ+ZZgCxo/FMsNRbR/WtcDJ7ZkQLvyeGK0t0FYCmLOE/qMTae4uwCBEJiEbogM7bupuAKeG9Pru/+NL97zoZDet6NZ8pzHe6m9Hq92CvEfXmQAGgNJcXh6d7e6cvvw/yAQuAqnAR2A+EuAePFtXEpuO8rr7yiBw8e6OnTp5m5YW342KMQPB/HS/35m7tDF5WY9bcSnEmSTCRJUuFnSf+hpLcl/b6kr5+f9nVJ/+7859+X9J8n/eM1Sa0fBV/hC41J4uBnegiwR4PUL9/u9XpqtVra39/Xzs6OXnzxxdjMBms/MTERPuP4+LgmJyc/sl+Dh8D4nXuz2Elo8onnPMhRX9i8k7P3fJb74fe7FeH/kGjuGnBN3o1FhVDhKmGxpEEbPQSda/GFoDmX4ZEQnt0FmHvmEYO7RIwFCAZ+BsFwJEYaP/vAMgbUiCDInE+Hbc5jbDzHwp+XueVcDAFKxTkkSE93BTiHa7KOrly5oi9/+cvROJqwLmFgFJPv5g7KpWjN1wv3Yo27Yvw0j4+DLOYk/d75oJQk/W9pmv5BkiR/KenfJknya5IeSvrV8/P/T/XDpvfVD53+lz+KB3UI5gLqRN/e3p4mJyfVaDRie/upqalI5d7f31e9Xle9Xs+wyCxUJhEhcxfCLaU3tuHvoIe8cKLY3K3gd0dAHgHw0KqjJ+cg8pmZ3lyGd+Mc3ATGjGfEX4b74D0cOXhKuSMYntktPo10PETqEBmFCE/j/IArNt4fFASfIw12jkfBuLvD/zxsmydKe71e9AaF+3ByG7Lc58GtOUo7jzJBdSAtf5ZSqaSXX35ZKysr+va3v53pxMbnMTJOZqOQuaeT6iAhjMRFHH+rskjT9ANJn3/G37cl/fvP+Hsq6b/6kTxd9roZDct390dZrPiP8BZnZ2exO/bc3FwMtmcTen0Hi4jEGYTH780XAk76MAcLCYVCGrGkjDBiQZh43AIgrTTo4sQ1h4eHo0qW61DBifCg0IDWKBpXWigYV268E2Sjf8ZDh1h/J2d5H8YfYXAID//jdTZeNQnf4HPc7XYziA747mnf/N3XBM8NxwPKIJ2b53NykWvzWZ4HMtWRzrP4JZSGIwEU3i/8wi+o2Wzq7t274ZI6AoPIpBraCVvWZZIkH9k93hHip3lcmnRv16CukZk4Do+3e9fls7OzgKUu1FgU+Idn7a3JZyA9WfhMNsz9yclJZqdxJwXdr/fMRE/w4fw8j+DPwuJ1mCwpsidRhCxQCuHgZHh+no8eC9LABWKRIvDuliDkjhg8LRyE5kR0PmfAU++ZM0dTcE3OC/E/hCNJkohioWhRLAi9ux7+DKwXjAwKkDFwJYfi5XzWoSOrvJvixoTrFwr9/UFu3ryp5eXlQJ2sL9Yc68AzdFESjHmv18sYl+eK4HweDvfXOBBYz6/gPFrb0cZscXFRQ0ODTla+eNwied2HV/sxodJAcRGyZVG6Zfbr8hlfvE6c5QXYOQ23Pp6cwwLK3wdFwvXJYJUG1onkNOca8hbOIwUgBxQAi1oaRGIIsTKGRAZAOs6lOBeBcnJyFCvuHbTcmnv9Dc/PvXlmkCXulmfGeiMh3oPrIeyc4+6gK33GmzXAe+PGOBr1z926dSsiHGtra7FxEoiGNeHKiOcHPef/dlHHpVEWjirQsk4gSgNlQThveHhYKysrGhoa0vz8vA4ODqIvBT68h0fxg9nmjnRtlIpbmXa7HYjALaKXO7slcMLQox2gHPfFsRa8K0KOkPC+bgV5H2kQkYHc5Xl8vxAEwUlP50VASryvKxQUJdYfnx0F2+12Y0tFVwSSMv68I7c8ckySJHYo45kdvfh1HSkwh5yPILrPjwIEQSHMzlGhAJ5F2HINLzrjZw8toxiZe9zgVqul1dXV2DqR5DDmnGdxN4Q5oYWAcyzPMqSfxnFplIVDQ/+bhxAlhTVhsWxsbETl6NjYWGwohIC4xUmSJOLjToAiHCgENr+FhfdIBIsToYZQcx8XaJrvoYli4P5e5egEYJ6Bh6D0SlHqULDyztN4mBirLA2UDM1ovCPY6elp1FLAdTgURqmUSoMKWJ4F4XbFiDLm/twbt453965cefeBsWBNIFigK28DyGc96c0RD4LnzXaYCwTXu4fn+0tg9Z/l7rEu+OzVq1d17969iIwxJ84jeRYp/6PrvFehShfXKevScBYOtxwS8zuDigAMDQ3Fvg8kvVBV6sRcsViMGhL+55YIpeFan5wIDx3yd2nQmRtL488M7OaermiIKvAufMeCs2ix+igqlJHfF4KMRB+UoxeueW4DQodS4L7SoNTcQ4soJxQFdREUgaEMYP29ExXnc7g75krWLbUXe0n6SLSF+3E9xsMJXJQ+88SzI9yu8P2L+3jIFQHOu448H6gvz18Q6mXzbVAwY5xHqv45rsv4513CT/u4NMrCLQgHi97/BxRO01TvvfdefBaCiQUuDWoM+O4L2Os7WGjE91FKfHc3wcmmZ4VPnajCd3Vf3QlJh7DchwXFOVgahM195TRNM9mcXnMBXHdl6BmwnU4nirva7XY0mWVsPWHN6y2SpM/ml8vljEXnPO7pZCrvg2L3Wh3cHxSIz53zDO4yOHxn7J3LAl0wVpzn6MYF3JWIu76OloiY4AZ72j/nY2SSpN+NzSNDoEEnxJ3sdhTBWgHBXhSyuDRuSF6b+yAxCViQg4MDjY6Oam9vLxYyi1IaZPwh7JLC0vM7k8QC9ciA5wk8y31gAYIquKc0UHq+8GkF56jASdO8b14qlWJxIVTUZPg9UAKEDon6EEZ2S+bwmvd3t6lcLkeEhL4TLjztdjveB+EHqYDguKaHKrk/SAHXkHd0d8CVgCMt5helyLvAj5yensYzs44coTFP3BtkyrzmUYJHq0B//jfnmzAMjkRLpX7z6MnJyUxBHV208twLIVXfkNtDthd1XCpkwZeHJKXBwmbR+H4N5EkAq91/lAa1F17QxIIDGXj+Qp6Vd//UFYKTW25dHLZimfx3RwdYKWmQGIaSpDEx3cg9msA9WOROZkKOudVDeB1ZSH1rS+gZPxklgPJE4NxKE3GhFwgdrxxd0LELBOehYKwmY4FSwfXiPtRTwJ94dIfx5nM01UXomGtHGH7f/HW4lrcNcIWBEXFl5VE6UBNKsVwu66WXXoo+KriTnr3JPPM8zKuvef5+EcelURZO6OS1u6SPwOmhoaFAC8+Cj24lIO2AqLgcWDePfwM7nddwDZ9fLE6iASchtgqFQbp2PsqDcHOQJuwhT8YCxOW+M0Ql1weuHx0dZYrMXPG5suHZuXaeyHUE5lmLnnlZKpXCHUHZ8H4uWChML5ry0Ga+YS/3dcXnLqUrW3fdnJT17lnPeqe8O4JyRVkj/J4Dk3cHGDeMF++N8F+5ciUQBmvK5xDi1/M83Chx/CTPIne4onAL7/6oZ7OxA/bp6Wkm1RmrxCRADkrZBUqOgPepRNu7dudaeeHmwJpD8PGMEF0IJ9d2wcJ68JV3SXgOLLY06Jcg9S26+/oIM8LhgpkkSYQ7QVKU6btyySsRxon3SNM0FC2CSno1i9/b+gGrQX28K58/OTmJnhTMjfcuwZWkAOxZ+Qr0s6R6FUF0V4S5yCt474XBfRkTV7D8nbXoirdQ6O9NQ5QJhVWv1zU/P6/9/X1Vq9VAuHzeESMIjzF0hPSTDM7ckbcQbj2kjzLgPrGepOSkHgsURtyVz/7+flgu7p+HrviNDs8dliJQRAT4HSgOCnIB8pApC5d7u/tERIHnRnG4RYKUZGE5NwFshhfwkOjk5KRqtZqSJMkknWEZ/R7ujjA+RDzIjHSXzYlHD1MyNihR5y9QZrhqzo14t6k07TdjRpE4GiHaxfUYAxdy0ALXz3NhPhcoCnJE8ol17sqyFj1vpVgcFCwWi8UoQ2DePYrzrLXnLqm7jp/mcWmUhYcu3d1gcFkAwEtpEFPnez5DjwUoKSNAVANK2a7iCLyH65wodR/bM0GdrHTW3sk6Vz5Yd+7j1sSf13NLvP4DV4mdu1EYWG2Hup7sxNhAZBaL/XJ9f3be3/suwPuQQAUxx3v7uECick8yEv09eDZ4mme5Fdybbuv8z5Xp8PBwVA476stzNrwTqMQFkudg7J07w6pzfc+Bcd4IVEcFqde5LC8vRyi1VCrFvHe73cir8P1dUECe93NRbsilURYuLA6lpexu6nkClN4HfN4JRMJ1bmE8xZvDORISc9zX5hoICZaS3xFkKVt1ioICNsMp+OS7H+1KD6LMQ295/oT7uZXy9/XnYRG7Qua6pVIp07/UuR7QAsIKqdlutzM5B7wryoKWeyht340cdAGng+JF6FBIPAcKUBp0XPc8DNYK48dcOQ8jZbcmcLcIReLcTd5oefgWIXZDkz+PZ6pUKrH9BMl+KDJPaPMQqkfqLipsKl0izgLhkrJ1FSxASCMPLbHogHd8fmJiIkNOeZMTYLe7H1hqBMSjLx41YaF4Rh5p0TDhTrC6a+JhWmnQAJjFgBXjfUEsZG9yHi4POSF53xnkZIQ/LwAAEZhJREFUgDVFSYDOgNe8rzTIIUBIcDFceUl9BQFiwEKfnfU7d5H96aim0+mEMvWNfRAGXCOURbvdjvVw/P+3d7Yhml5nHf9d2Z3JuDszmd1WZdkUYiGo/aBtKJpQCcU3NIj9UqEiWKVSUCkVP2iCIPhRP0grSGvwhQpVW+tLQ1BrSetHUxuTtKkxNtVgQ6txX5LdnU3Szeb44b5/9/N/7p1sRjPzPDNwXzDM83I/97nOOdf5X6/n3C++ODx93PtZcm0mRlnIxZXFTK214Ynp9iHdgMxCCDBj9zevsX1l1HEWLDwoWoWiJXv69GmeffbZ4RxUwcLzO3yvpeM9YZaxWQQdKrCA+dx+xhgSTFzACQiZj99pR2JVDdpwfAiKvrNCCbNaDRd83sfPM3WaKb9x8dG4DiDjD+mfZ3l61jvIT2pesx7p2qRJnTUJ/sZHCFqgllmIsaWV/3VbFG4BVmARRL2HzzAVEF944YWhLzlGAoWLPQHUsc5nzOa4pzzknAkCxloyawXzruv4SAGvzXLr5DcD5TtllQx0+tgDldpNN900PJDIgKuB0FSK3j/bEpwXQYcGLODaFJGLLP22NCk9aSiBxhOyMj2llhNgYJYaVegywJqUIOLCsK2c5BRUNb4LU6HOgGzGQ9IX9n0eue/9x8FSBdv+6EZkMM7Xedam4+ECzkDaOAthxsiApa5MbvoaW4TA3FPT0vVRgztuab5ngNUFrBtmEHWc0fC69fX1Icvj/CsvWf5t39ISERR8mLYbzdIaVOOncsrDabzPlStXOHPmDKdPnx72wOi+mX5WXo1fjOU7x2ZRmRA4RGAx1hLAnOnohInmGSeA2TFzatNc/GYKNO9Si3vNOEDmvRWW8eYxNWtqJJilZ9Nczwj52toaly5dGnjNlOQ4CDvus9dn3CZdHfnV8kiw9CBZA4yCreCkK5VmtQfQXrp0aQA57zdOK6f5PA5G+l6XIoOCOe/yldmTDOq6oBNsvcbMlvcfz6fgmeeRCLiCpIcU+V26II5tprg9xDj7rLuknPnd2toa58+fn5PJdHccS+c3MyaLokMDFmlWwvzxeg6eJpxVnAqkCyYzEznQ48CWizxRPP1PBSUFV8GC2QJRY9pGaoLclJRAMC5xHkff1boJbCn8CQA33HDDUMGqcKUL4udnz54dtC8wWBSa/PJi3Yr9W11dHUx1TWfBbJxOTjA1TuHisq3MRriA1MbGfLL+wliI5NgJ9BlUNpaR7qftJriYik2rSjcog+Np8akwbFPQtA+CYNa5nDlzhhMnTgzjmX0ViDNtOrYocl0sig5NNsRBUsDHCyljAJquGYU3sq6p6KI1sJZa09Jw7+sCyIyKgUHbTzPRYJZgJS/pWki6OCnYwNwiTXDzNK4MtmblKcxqMCwlFtAEJhfu+fPnh0OOE8jShM/fpvWVacGqGvxwN+q5YARU+2o1o/GHDBZblyGf29vbQ1GcFlhef+7cuQF8TOvmPR0vxyVrJrK4Lheh98jUtSAkf/Y5MxTeN+csrVKBwv9nz54dQMvPtBDHmafMZqWbkgpzEXRoLAuYaezc5AOzDUC5g1Oz2MFOk9rF55Fy6VaovTNqn8EsJzgzLOkueP3m5ubg16aFk5o3swsKnQKm5nb/Q7aXsRRfayILTGkFyZ8LtLU2BEDHweFxXCKzMRlDMFCaweA8GcuA6Xj3pxF/qybzxKe0JtKayorQDC6q6dM6SA0MzB32K9D73Xi8XZy+t62MReVZrWlNZEDSecrxE6Cz1iX58PPM5qXsGTfKvjh/i6JDZVnkwIy1eU5wBrlykjOKLFL7PgVpbMUICJnK3Ok6TeDcuJQmrwAG8w+KUdhtJ8+KcFEBQ8otYy6OQebldX/crKXA33jjjayvr1PVPddiZaU70DgzCgKPPGa8JRewn6lNDRyurKwMqU5gDiRzs55gY8BQngWBNO1daG6qyvHObf7WcAjcGcPJa+xDLsQMbiffzqftpesrb46/v5NycWsNGV9JayflI7Nf+buUfcdzkWlTOGSWBczv7xj78+OJ90HEntyUkfpMi8G86Z0LX4tl/LyQBAs1+Tg+cfXq1aFteVZ4Mw079kMVjAxaZoGQQCiIHDnSlXb7IKWrV7vDic1OnDx5EmDuhK/WGpubm3P+/dGjR9nY2GBra2uOZzWcAJiBW8fj+PHjc3GePA4u6zdc4BlsFGRsK81+x8ZnkDpO6V4mZQo2F2tamZmVyXiR1om/1Z3JYigtiHQxE+jz8CKzG5mZyjRtzqWWmW5ayqZK7pUyH2NFul90qCwLBw+u9ddefvnlYb+/7xVIKynVOLkLMBduptwU1ETvXCA56emmpN+a0fm0JPxtpsXS985YAMwWhjGElZWV4ZzQqm7/xsWLF4fS6fTNn3/+eba3twdB9DAb4zKC4ksvvTScieH45EIChtOwtra2OHny5LBjcmtra7hudXV1iF84drkfR0DNE8et08i0tQtufLJZykNmU7RUEkAcq3RNqmruIT+ZHdElSisljyZQrmwzY2KCYspjBrkFnUzDKzvjU8Oyj97Hv1RuGWNaBB06y2K8gBIU0hyG+c1fuUU6q/4UBIV7HJuwrTxlKmMQ3tMMRPqZmtOpiVOwdorM6zKoSbKNcdVpFvq4GOyb90mT3EpJ29opj++xero7cK32dUyqiuPHj1/z3JMMOMuTOy61JKADn+3t7cG8z23jGQfKxzPkfAkEuTCdg6yWdZFlXcQYCJWXjBXkwnScU2lpkWXhlfd33r2v/30e7BjAlAVlI+tOMqYxLrTLe+03HSrLAtgRZSU1t4LgBGRsI/+nP6mWScSXMrKdGg1mqJ5ZjTQ9002CmYClK5PBRSPuqYW0FrKYy5jG9vb2nHlqpiVLk+XTzMTVq1cHd0VTWavEIKmLSxNc4HKstArkQQ2agiwo+N7F4X/dpYxrJGjlXg75tP+pLHKcMw0KMwAeW3F+nwFv751u2VjT53b8bDuzXGlJZJvOqVaS1xkYTVfW9tKiSTnOmMWiLItDAxaZ9kvUhxnyK3CJxGpYJ+nixYvDJGVAa1xgk1oh03bp+9qOmQWF2DMyUqNkYM6gnv1KkMot0hkMzayKgnP58uVBeOUtBdDvrGkQRDOVZ8wiT6xKKwtm5rAgogvheaEZVEzffBycy+3ctpU86S46Hy5igSopQSeDsOmGOBapubVGPG4PZpmKtGgEywRFr0kwtV2D0vapte5oggy8pxW5urrKhQsXuHz58txJbAli9iGBwj4uI8B5aMAiA4q5aJLSNfB9RvIz75+uQGq1rB+AazWT2jfNUc3uND8zYAYz7er/fOZIBtByEUhqLQFNADP7YR/kQx9e12WckXAn7riMemVlhY2NjcHdcZHA/J4JC6TGoJza2X7o9rl3JN2qBLC1tbW5eTV7Zf8dDy2OHK9MX+qe2dc8VVzAtu08YyMzYY5zypdWln3LNHVmVfKMFL/P8XBMPAZBYM2duGP3ZJzd839aIYugXYFFVW1V1Seq6l+r6vGquqOqTlbVp6vqy/3/E/21VVW/U1VPVtUXquq2vWB0jKwZKMoMSWogF7el1Rnk7HmdS3llvMKFpBClGyEIqb2NlWQMBearA20v+fZeY9M4LZ5MB6ZQa5a7pVkQyl2oLirrK9TAq6urw/kJmYp1YctLbgcHhpJvraGMD9k/mKURUyu6GJ577jkuXLgwjLkA5Px4OldmBVKDCyqOg3ttHFPHK+MJykLGpjLoncCcv8uMRyoTYyKOT4KIwJv1JRnLSItTxeN2A+MZgsA4u5a/FfQWSbu1LD4I/F1r7TvoHpL8OHA38EBr7Vbggf49wI8Ct/Z/7wU+tBeMZrDJFGK6AzDbZOX16dtduXJl2B+QsYrUdN5H4EjTelx1aRsKr8E8BX8cl0hNal8yKJjCbD1BWgMwD3bjSj4Fe21tjRMnTgwLe2Nj4xp3SFN5bW2NY8eOcezYsblyY10Mz5Lwe3+b/XJPSZrp9jcrXDOmYXVimvXjlOW4+ExgcOG64LNNf5OZhzHY61qo8R3jBPIE5p2sAucn0+/Ov3KYVq1B50z3KpMJ9MpIWn3K6Vh2FhWnSHrVbEhVbQJ3Aj8D0Fr7BvCNqnoH8Pb+so8A/wD8KvAO4I9b15t/7K2SU621r+8Fw6n1svQWZv5/BpWAAb2zBNtFmkU1+tS+N0aiQLtYnDzoahfyPIRx2wk0CkP6r5qu3tPP3YKuYJn6VJBy4SVoHDlyZHAzsrArTd7UtprnR492Dz5aX19nc3NzMKNTi6sB00zOFO3YTB6DrQvOYG3WXGTAz3ExlpD9k1djNroTfu/T5HPvSbqE3gPmFYp9sTZHoHE+tdoEkDzgyHHSmrPiNF2JtHLkSQXmtXlimdaJv7EvjtEid5tKu0mdvhH4H+CPquq7gYeA9wPfKgC01r5eVd/SX38a+Gr8/un+szmwqKr30lkeAC8Cj12PiXPnzu2C1T2j1wNnFtngLuig8TTxc306aPwAfPtr+fFuwOIocBvwvtbag1X1QWYux0600+mh19hMrbV7gXsBqurzrbW37oKXhdBB4wcOHk8TP9eng8YPdDy9lt/vJmbxNPB0a+3B/v0n6MDjv6vqVM/EKeCZuP4N8fubga+9FiYnmmii5dOrgkVr7b+Ar1aVJswPAP8C3Ae8u//s3cAn+9f3AT/dZ0VuB57bq3jFRBNNtDzabbn3+4CPVtUq8O/Az9IBzcer6j3AfwI/0V/7N8BdwJPA5f7aV6N7/y9ML4AOGj9w8Hia+Lk+HTR+4DXyVMtIwUw00USHjw5NBedEE020XJrAYqKJJtoVLR0squpHquqJvjz8einZvWzzD6vqmap6LD5baPn6iJ83VNVn+1L6L1XV+5fJU1WtVdXnqurRnp/f6D//tqp6sOfnY30Mi6q6sX//ZP/9LXvJT/B1pKoerqr7Dwg/T1XVF6vqEdOSS5aj/d2WkTs1F/0HHAG+Qlf4tQo8CrxpAe3eSZf+fSw++y3g7v713cBv9q/vAv6Wrn7kduDBfeDnFHBb/3oD+DfgTcviqb/vev96BXiwb+fjwLv6zz8M/Hz/+heAD/ev3wV8bJ/m7ZeBPwHu798vm5+ngNePPlumHH0E+Ln+9SqwtZf87NuC3GXn7gA+Fe/vAe5ZUNu3jMDiCeBU//oU8ET/+veAn9zpun3k7ZPADx0EnoBjwD8D30tXkXh0PHfAp4A7+tdH++tqj/m4mW4P0vcD9/dCvjR++nvvBBZLmTNgE/iPcT/3kp9luyGvVBq+DJorXwderXx9X6g3md9Cp82XxlNv8j9CV2z3aToL8NnWmvuis82Bn/7754DX7SU/wAeAXwHcavm6JfMDXWXy31fVQ/32BVjenOW2jIer6ver6vhe8rNssNhVafiSaWE8VtU68BfAL7XWLiyTp9ba1dbam+k0+vcA33mdNveVn6r6MeCZ1tpD+fGy+Al6W2vtNrqd1r9YVXde59r95sltGR9qrb0F2GYPtmUkLRssDlJp+FLL16tqhQ4oPtpa+8uDwBNAa+1Zuh3FtwNbVWUhX7Y58NN/fxOwlzv/3gb8eFU9BfwZnSvygSXyA0Br7Wv9/2eAv6ID1WXN2b5vy1g2WPwTcGsf1V6lC0bdtyRella+XlUF/AHweGvtt5fNU1V9c1Vt9a+/CfhBujNMPgu88xX4kc93Ap9pvSO8F9Rau6e1dnNr7RY6GflMa+2nlsUPQFUdr6oNXwM/TLdzeilz1haxLWOvgz7/j8DMXXTR/68Av7agNv+Ubsv8FTqEfQ+dT/sA8OX+/8n+2gJ+t+fvi8Bb94Gf76MzAb8APNL/3bUsnoDvAh7u+XkM+PX+8zcCn6Mr5f9z4Mb+87X+/ZP992/cx7l7O7NsyNL46dt+tP/7krK7ZDl6M/D5ft7+Gjixl/xM5d4TTTTRrmjZbshEE010SGgCi4kmmmhXNIHFRBNNtCuawGKiiSbaFU1gMdFEE+2KJrCYaKKJdkUTWEw00US7ov8FPapfFROXB4AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from keras.preprocessing.image import load_img\n",
    "dataset_folderpath=\"/kaggle/input/aa2019unlp/chest_xray\"\n",
    "print(\"Hay 3 directorios con los tres subconjuntos de datos: \",os.listdir(dataset_folderpath))\n",
    "print(\"La carpeta de cada subconjunto tiene dos subcarpetas: NORMAL y PNEUMONIA\")\n",
    "\n",
    "train_folderpath = os.path.join(dataset_folderpath,\"train\")\n",
    "val_folderpath = os.path.join(dataset_folderpath,\"val\")\n",
    "test_folderpath = os.path.join(dataset_folderpath,\"test\")\n",
    "\n",
    "img_name = '1500_normal.jpg'\n",
    "image_path= f'normal/{img_name}'\n",
    "img_normal = load_img(os.path.join(train_folderpath,image_path))\n",
    "\n",
    "print(f\"Las imágenes tienen tamaño: {img_normal.size}\")\n",
    "\n",
    "plt.imshow(img_normal)\n",
    "plt.title(\"Normal\")\n",
    "plt.show()\n",
    "\n",
    "img_name = '0864_bacteria.jpg'\n",
    "image_path= f'pneumonia/{img_name}'\n",
    "img_bacteria = load_img(os.path.join(train_folderpath,image_path))\n",
    "plt.imshow(img_bacteria)\n",
    "plt.title(\"Neumonía bacteriana\")\n",
    "plt.show()\n",
    "\n",
    "\n",
    "img_name = '3799_virus.jpg'\n",
    "image_path= f'pneumonia/{img_name}'\n",
    "img_virus = load_img(os.path.join(train_folderpath,image_path))\n",
    "plt.imshow(img_virus)\n",
    "plt.title(\"Neumonía virósica\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 5088 images belonging to 2 classes.\n",
      "Found 256 images belonging to 2 classes.\n",
      "Found 512 images belonging to 1 classes.\n",
      "Los conjuntos de train, val y test tienen 5088, 256 y 512 ejemplos respectivamente.\n",
      "Los conjuntos de datos tienen 2 clases.\n"
     ]
    }
   ],
   "source": [
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "\n",
    "\n",
    "# Tamaño objetivo para escalar las imágenes. \n",
    "h,w,c = 32, 32, 3\n",
    "\n",
    "batch_size=32\n",
    "\n",
    "# Preprocesamiento de cada subconjunto\n",
    "train_datagen = ImageDataGenerator(\n",
    "    rescale=1. / 255,\n",
    "    )\n",
    "\n",
    "val_datagen = ImageDataGenerator(\n",
    "    rescale=1. / 255,\n",
    "    )\n",
    "\n",
    "test_datagen = ImageDataGenerator(\n",
    "    rescale=1. / 255,\n",
    "    )\n",
    "\n",
    "# Generadores de los subconjuntos. Reciben un directorio, y \n",
    "# cada carpeta del directorio se interpreta como una clase distinta.\n",
    "# En este caso como cada directorio tiene 2 subdirectorios, NORMAL y PNEUMONIA,\n",
    "# por ende, habrá dos clases.\n",
    "# Además, al especificar el \"class_mode\" como binary, la salida se codifica como un solo valor\n",
    "# (0 o 1), y no como un vector one-hot de dos elementos.\n",
    "\n",
    "train_generator = train_datagen.flow_from_directory(\n",
    "    train_folderpath, # directorio de donde cargar las imagenes (train)\n",
    "    target_size=(h,w),\n",
    "    batch_size=batch_size,\n",
    "    class_mode='binary')\n",
    "\n",
    "val_generator = val_datagen.flow_from_directory(\n",
    "    val_folderpath, # directorio de donde cargar las imagenes (val)\n",
    "    target_size=(h,w),\n",
    "    batch_size=batch_size,\n",
    "    class_mode='binary')\n",
    "\n",
    "test_generator = test_datagen.flow_from_directory(\n",
    "    test_folderpath,# directorio de donde cargar las imagenes (test)\n",
    "    target_size=(h,w),\n",
    "    batch_size=batch_size,\n",
    "    class_mode=None, # IMPORTANTE ya que los ej de test no tienen clase\n",
    "    shuffle=False # IMPORTANTE ya que nos importa el orden para el archivo de submission\n",
    "    )\n",
    "\n",
    "\n",
    "n_train=train_generator.samples\n",
    "n_val=val_generator.samples\n",
    "n_test=test_generator.samples\n",
    "n_clases=train_generator.num_classes\n",
    "print(f\"Los conjuntos de train, val y test tienen {n_train}, {n_val} y {n_test} ejemplos respectivamente.\")\n",
    "print(f\"Los conjuntos de datos tienen {n_clases} clases.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "flatten_1 (Flatten)          (None, 3072)              0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 64)                196672    \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 64)                0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 65        \n",
      "_________________________________________________________________\n",
      "activation_2 (Activation)    (None, 1)                 0         \n",
      "=================================================================\n",
      "Total params: 196,737\n",
      "Trainable params: 196,737\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Conv2D, MaxPooling2D\n",
    "from keras.layers import Activation, Dropout, Flatten, Dense\n",
    "\n",
    "model = Sequential()\n",
    "model.add(Flatten(input_shape=(h,w,c)))\n",
    "model.add(Dense(64))\n",
    "model.add(Activation('relu'))\n",
    "model.add(Dense(1))\n",
    "model.add(Activation('sigmoid'))\n",
    "print(model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras import backend as K\n",
    "# Definición de las métricas F1, recall y precision utilizando Keras.\n",
    "\n",
    "def recall_m(y_true, y_pred):\n",
    "        true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))\n",
    "        possible_positives = K.sum(K.round(K.clip(y_true, 0, 1)))\n",
    "        recall = true_positives / (possible_positives + K.epsilon())\n",
    "        return recall\n",
    "\n",
    "def precision_m(y_true, y_pred):\n",
    "        true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))\n",
    "        predicted_positives = K.sum(K.round(K.clip(y_pred, 0, 1)))\n",
    "        precision = true_positives / (predicted_positives + K.epsilon())\n",
    "        return precision\n",
    "\n",
    "def f1_m(y_true, y_pred):\n",
    "    precision = precision_m(y_true, y_pred)\n",
    "    recall = recall_m(y_true, y_pred)\n",
    "    return 2*((precision*recall)/(precision+recall+K.epsilon()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2\n",
      "159/159 [==============================] - 23s 144ms/step - loss: 0.3851 - accuracy: 0.8341 - f1_m: 0.8904 - precision_m: 0.8424 - recall_m: 0.9588 - val_loss: 0.2602 - val_accuracy: 0.8789 - val_f1_m: 0.8824 - val_precision_m: 0.8236 - val_recall_m: 0.9596\n",
      "Epoch 2/2\n",
      "159/159 [==============================] - 15s 95ms/step - loss: 0.2335 - accuracy: 0.9035 - f1_m: 0.9370 - precision_m: 0.9232 - recall_m: 0.9566 - val_loss: 0.1326 - val_accuracy: 0.9180 - val_f1_m: 0.9194 - val_precision_m: 0.8911 - val_recall_m: 0.9545\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.callbacks.History at 0x7f33e0f7f710>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_steps=max(1,n_val // batch_size)\n",
    "model.compile(loss=\"binary_crossentropy\",optimizer=\"adam\",metrics=[\"accuracy\",f1_m,precision_m, recall_m])\n",
    "model.fit_generator(train_generator,\n",
    "                    steps_per_epoch=n_train // batch_size,\n",
    "                    epochs=2,\n",
    "                    validation_data=val_generator,\n",
    "                    validation_steps=val_steps\n",
    "                    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*********** Conjunto de entrenamiento ***********\n",
      "loss: 0.11\n",
      "accuracy: 0.94\n",
      "f1_m: 0.96\n",
      "precision_m: 0.95\n",
      "recall_m: 0.97\n",
      "\n",
      "*********** Conjunto de validación ***********\n",
      "loss: 0.13\n",
      "accuracy: 0.92\n",
      "f1_m: 0.92\n",
      "precision_m: 0.89\n",
      "recall_m: 0.95\n"
     ]
    }
   ],
   "source": [
    "#Evaluar el accuracy del modelo en el conjunto entero de entrenamiento\n",
    "print(\"*********** Conjunto de entrenamiento ***********\")\n",
    "train_generator.reset()\n",
    "asd = model.predict_generator(train_generator,steps=n_train // batch_size)\n",
    "scores = model.evaluate_generator(train_generator,steps=n_train // batch_size)\n",
    "for metric,score in zip(model.metrics_names,scores):\n",
    "    print(f\"{metric}: {score:.2f}\")\n",
    "\n",
    "print()\n",
    "# Evaluar el accuracy del modelo en el conjunto entero de validación\n",
    "print(\"*********** Conjunto de validación ***********\")\n",
    "val_generator.reset()\n",
    "asd = model.predict_generator(val_generator,steps=n_val // batch_size)\n",
    "scores = model.evaluate_generator(val_generator,steps=n_val // batch_size)\n",
    "for metric,score in zip(model.metrics_names,scores):\n",
    "    print(f\"{metric}: {score:.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Id, Expected\n",
      "test_0000.jpg, 1\n",
      "test_0001.jpg, 0\n",
      "test_0002.jpg, 0\n",
      "test_0003.jpg, 1\n",
      "test_0004.jpg, 0\n",
      "test_0005.jpg, 1\n",
      "test_0006.jpg, 1\n",
      "test_0007.jpg, 0\n",
      "test_0008.jpg, 0\n",
      "test_0009.jpg, 1\n",
      "test_0010.jpg, 1\n",
      "test_0011.jpg, 0\n",
      "test_0012.jpg, 1\n",
      "test_0013.jpg, 1\n",
      "test_0014.jpg, 0\n",
      "test_0015.jpg, 1\n",
      "test_0016.jpg, 0\n",
      "test_0017.jpg, 0\n",
      "test_0018.jpg, 0\n",
      "test_0019.jpg, 1\n",
      "test_0020.jpg, 1\n",
      "test_0021.jpg, 0\n",
      "test_0022.jpg, 1\n",
      "test_0023.jpg, 0\n",
      "test_0024.jpg, 0\n",
      "test_0025.jpg, 1\n",
      "test_0026.jpg, 0\n",
      "test_0027.jpg, 1\n",
      "test_0028.jpg, 0\n",
      "test_0029.jpg, 1\n",
      "test_0030.jpg, 1\n",
      "test_0031.jpg, 0\n",
      "test_0032.jpg, 1\n",
      "test_0033.jpg, 1\n",
      "test_0034.jpg, 1\n",
      "test_0035.jpg, 1\n",
      "test_0036.jpg, 1\n",
      "test_0037.jpg, 1\n",
      "test_0038.jpg, 1\n",
      "test_0039.jpg, 1\n",
      "test_0040.jpg, 1\n",
      "test_0041.jpg, 1\n",
      "test_0042.jpg, 1\n",
      "test_0043.jpg, 1\n",
      "test_0044.jpg, 0\n",
      "test_0045.jpg, 1\n",
      "test_0046.jpg, 1\n",
      "test_0047.jpg, 1\n",
      "test_0048.jpg, 0\n",
      "test_0049.jpg, 1\n",
      "test_0050.jpg, 1\n",
      "test_0051.jpg, 1\n",
      "test_0052.jpg, 1\n",
      "test_0053.jpg, 1\n",
      "test_0054.jpg, 0\n",
      "test_0055.jpg, 1\n",
      "test_0056.jpg, 0\n",
      "test_0057.jpg, 0\n",
      "test_0058.jpg, 1\n",
      "test_0059.jpg, 0\n",
      "test_0060.jpg, 1\n",
      "test_0061.jpg, 1\n",
      "test_0062.jpg, 1\n",
      "test_0063.jpg, 1\n",
      "test_0064.jpg, 1\n",
      "test_0065.jpg, 0\n",
      "test_0066.jpg, 1\n",
      "test_0067.jpg, 0\n",
      "test_0068.jpg, 1\n",
      "test_0069.jpg, 1\n",
      "test_0070.jpg, 1\n",
      "test_0071.jpg, 1\n",
      "test_0072.jpg, 1\n",
      "test_0073.jpg, 1\n",
      "test_0074.jpg, 0\n",
      "test_0075.jpg, 1\n",
      "test_0076.jpg, 1\n",
      "test_0077.jpg, 1\n",
      "test_0078.jpg, 1\n",
      "test_0079.jpg, 0\n",
      "test_0080.jpg, 0\n",
      "test_0081.jpg, 1\n",
      "test_0082.jpg, 1\n",
      "test_0083.jpg, 0\n",
      "test_0084.jpg, 1\n",
      "test_0085.jpg, 0\n",
      "test_0086.jpg, 0\n",
      "test_0087.jpg, 1\n",
      "test_0088.jpg, 0\n",
      "test_0089.jpg, 0\n",
      "test_0090.jpg, 1\n",
      "test_0091.jpg, 1\n",
      "test_0092.jpg, 1\n",
      "test_0093.jpg, 0\n",
      "test_0094.jpg, 1\n",
      "test_0095.jpg, 0\n",
      "test_0096.jpg, 1\n",
      "test_0097.jpg, 1\n",
      "test_0098.jpg, 1\n",
      "test_0099.jpg, 1\n",
      "test_0100.jpg, 0\n",
      "test_0101.jpg, 0\n",
      "test_0102.jpg, 0\n",
      "test_0103.jpg, 0\n",
      "test_0104.jpg, 0\n",
      "test_0105.jpg, 1\n",
      "test_0106.jpg, 0\n",
      "test_0107.jpg, 0\n",
      "test_0108.jpg, 1\n",
      "test_0109.jpg, 0\n",
      "test_0110.jpg, 0\n",
      "test_0111.jpg, 0\n",
      "test_0112.jpg, 1\n",
      "test_0113.jpg, 1\n",
      "test_0114.jpg, 1\n",
      "test_0115.jpg, 1\n",
      "test_0116.jpg, 0\n",
      "test_0117.jpg, 1\n",
      "test_0118.jpg, 1\n",
      "test_0119.jpg, 1\n",
      "test_0120.jpg, 0\n",
      "test_0121.jpg, 1\n",
      "test_0122.jpg, 0\n",
      "test_0123.jpg, 0\n",
      "test_0124.jpg, 1\n",
      "test_0125.jpg, 0\n",
      "test_0126.jpg, 1\n",
      "test_0127.jpg, 0\n",
      "test_0128.jpg, 0\n",
      "test_0129.jpg, 0\n",
      "test_0130.jpg, 1\n",
      "test_0131.jpg, 1\n",
      "test_0132.jpg, 1\n",
      "test_0133.jpg, 0\n",
      "test_0134.jpg, 0\n",
      "test_0135.jpg, 1\n",
      "test_0136.jpg, 1\n",
      "test_0137.jpg, 1\n",
      "test_0138.jpg, 0\n",
      "test_0139.jpg, 0\n",
      "test_0140.jpg, 0\n",
      "test_0141.jpg, 1\n",
      "test_0142.jpg, 0\n",
      "test_0143.jpg, 1\n",
      "test_0144.jpg, 0\n",
      "test_0145.jpg, 1\n",
      "test_0146.jpg, 1\n",
      "test_0147.jpg, 1\n",
      "test_0148.jpg, 1\n",
      "test_0149.jpg, 0\n",
      "test_0150.jpg, 0\n",
      "test_0151.jpg, 1\n",
      "test_0152.jpg, 1\n",
      "test_0153.jpg, 0\n",
      "test_0154.jpg, 1\n",
      "test_0155.jpg, 1\n",
      "test_0156.jpg, 1\n",
      "test_0157.jpg, 0\n",
      "test_0158.jpg, 1\n",
      "test_0159.jpg, 1\n",
      "test_0160.jpg, 1\n",
      "test_0161.jpg, 1\n",
      "test_0162.jpg, 0\n",
      "test_0163.jpg, 1\n",
      "test_0164.jpg, 1\n",
      "test_0165.jpg, 1\n",
      "test_0166.jpg, 1\n",
      "test_0167.jpg, 1\n",
      "test_0168.jpg, 1\n",
      "test_0169.jpg, 1\n",
      "test_0170.jpg, 1\n",
      "test_0171.jpg, 1\n",
      "test_0172.jpg, 0\n",
      "test_0173.jpg, 0\n",
      "test_0174.jpg, 1\n",
      "test_0175.jpg, 0\n",
      "test_0176.jpg, 0\n",
      "test_0177.jpg, 1\n",
      "test_0178.jpg, 1\n",
      "test_0179.jpg, 1\n",
      "test_0180.jpg, 1\n",
      "test_0181.jpg, 1\n",
      "test_0182.jpg, 1\n",
      "test_0183.jpg, 1\n",
      "test_0184.jpg, 0\n",
      "test_0185.jpg, 0\n",
      "test_0186.jpg, 1\n",
      "test_0187.jpg, 0\n",
      "test_0188.jpg, 1\n",
      "test_0189.jpg, 0\n",
      "test_0190.jpg, 0\n",
      "test_0191.jpg, 1\n",
      "test_0192.jpg, 1\n",
      "test_0193.jpg, 1\n",
      "test_0194.jpg, 1\n",
      "test_0195.jpg, 1\n",
      "test_0196.jpg, 1\n",
      "test_0197.jpg, 0\n",
      "test_0198.jpg, 1\n",
      "test_0199.jpg, 0\n",
      "test_0200.jpg, 1\n",
      "test_0201.jpg, 1\n",
      "test_0202.jpg, 1\n",
      "test_0203.jpg, 1\n",
      "test_0204.jpg, 1\n",
      "test_0205.jpg, 0\n",
      "test_0206.jpg, 1\n",
      "test_0207.jpg, 1\n",
      "test_0208.jpg, 0\n",
      "test_0209.jpg, 1\n",
      "test_0210.jpg, 1\n",
      "test_0211.jpg, 1\n",
      "test_0212.jpg, 1\n",
      "test_0213.jpg, 1\n",
      "test_0214.jpg, 1\n",
      "test_0215.jpg, 1\n",
      "test_0216.jpg, 1\n",
      "test_0217.jpg, 0\n",
      "test_0218.jpg, 1\n",
      "test_0219.jpg, 1\n",
      "test_0220.jpg, 1\n",
      "test_0221.jpg, 1\n",
      "test_0222.jpg, 1\n",
      "test_0223.jpg, 0\n",
      "test_0224.jpg, 1\n",
      "test_0225.jpg, 1\n",
      "test_0226.jpg, 1\n",
      "test_0227.jpg, 1\n",
      "test_0228.jpg, 1\n",
      "test_0229.jpg, 1\n",
      "test_0230.jpg, 0\n",
      "test_0231.jpg, 1\n",
      "test_0232.jpg, 1\n",
      "test_0233.jpg, 1\n",
      "test_0234.jpg, 1\n",
      "test_0235.jpg, 1\n",
      "test_0236.jpg, 1\n",
      "test_0237.jpg, 1\n",
      "test_0238.jpg, 1\n",
      "test_0239.jpg, 0\n",
      "test_0240.jpg, 0\n",
      "test_0241.jpg, 0\n",
      "test_0242.jpg, 1\n",
      "test_0243.jpg, 1\n",
      "test_0244.jpg, 1\n",
      "test_0245.jpg, 1\n",
      "test_0246.jpg, 1\n",
      "test_0247.jpg, 1\n",
      "test_0248.jpg, 1\n",
      "test_0249.jpg, 1\n",
      "test_0250.jpg, 0\n",
      "test_0251.jpg, 1\n",
      "test_0252.jpg, 1\n",
      "test_0253.jpg, 0\n",
      "test_0254.jpg, 1\n",
      "test_0255.jpg, 0\n",
      "test_0256.jpg, 1\n",
      "test_0257.jpg, 0\n",
      "test_0258.jpg, 0\n",
      "test_0259.jpg, 1\n",
      "test_0260.jpg, 0\n",
      "test_0261.jpg, 0\n",
      "test_0262.jpg, 0\n",
      "test_0263.jpg, 0\n",
      "test_0264.jpg, 1\n",
      "test_0265.jpg, 1\n",
      "test_0266.jpg, 1\n",
      "test_0267.jpg, 1\n",
      "test_0268.jpg, 1\n",
      "test_0269.jpg, 1\n",
      "test_0270.jpg, 0\n",
      "test_0271.jpg, 1\n",
      "test_0272.jpg, 1\n",
      "test_0273.jpg, 1\n",
      "test_0274.jpg, 1\n",
      "test_0275.jpg, 0\n",
      "test_0276.jpg, 0\n",
      "test_0277.jpg, 1\n",
      "test_0278.jpg, 0\n",
      "test_0279.jpg, 1\n",
      "test_0280.jpg, 0\n",
      "test_0281.jpg, 1\n",
      "test_0282.jpg, 1\n",
      "test_0283.jpg, 1\n",
      "test_0284.jpg, 1\n",
      "test_0285.jpg, 0\n",
      "test_0286.jpg, 0\n",
      "test_0287.jpg, 1\n",
      "test_0288.jpg, 1\n",
      "test_0289.jpg, 1\n",
      "test_0290.jpg, 1\n",
      "test_0291.jpg, 1\n",
      "test_0292.jpg, 1\n",
      "test_0293.jpg, 1\n",
      "test_0294.jpg, 1\n",
      "test_0295.jpg, 1\n",
      "test_0296.jpg, 1\n",
      "test_0297.jpg, 0\n",
      "test_0298.jpg, 1\n",
      "test_0299.jpg, 0\n",
      "test_0300.jpg, 1\n",
      "test_0301.jpg, 1\n",
      "test_0302.jpg, 1\n",
      "test_0303.jpg, 1\n",
      "test_0304.jpg, 1\n",
      "test_0305.jpg, 1\n",
      "test_0306.jpg, 0\n",
      "test_0307.jpg, 0\n",
      "test_0308.jpg, 1\n",
      "test_0309.jpg, 0\n",
      "test_0310.jpg, 1\n",
      "test_0311.jpg, 0\n",
      "test_0312.jpg, 1\n",
      "test_0313.jpg, 0\n",
      "test_0314.jpg, 1\n",
      "test_0315.jpg, 1\n",
      "test_0316.jpg, 1\n",
      "test_0317.jpg, 1\n",
      "test_0318.jpg, 1\n",
      "test_0319.jpg, 1\n",
      "test_0320.jpg, 0\n",
      "test_0321.jpg, 1\n",
      "test_0322.jpg, 0\n",
      "test_0323.jpg, 1\n",
      "test_0324.jpg, 1\n",
      "test_0325.jpg, 1\n",
      "test_0326.jpg, 1\n",
      "test_0327.jpg, 1\n",
      "test_0328.jpg, 1\n",
      "test_0329.jpg, 1\n",
      "test_0330.jpg, 0\n",
      "test_0331.jpg, 1\n",
      "test_0332.jpg, 1\n",
      "test_0333.jpg, 0\n",
      "test_0334.jpg, 1\n",
      "test_0335.jpg, 0\n",
      "test_0336.jpg, 0\n",
      "test_0337.jpg, 1\n",
      "test_0338.jpg, 1\n",
      "test_0339.jpg, 0\n",
      "test_0340.jpg, 1\n",
      "test_0341.jpg, 0\n",
      "test_0342.jpg, 0\n",
      "test_0343.jpg, 1\n",
      "test_0344.jpg, 1\n",
      "test_0345.jpg, 1\n",
      "test_0346.jpg, 1\n",
      "test_0347.jpg, 1\n",
      "test_0348.jpg, 1\n",
      "test_0349.jpg, 0\n",
      "test_0350.jpg, 1\n",
      "test_0351.jpg, 0\n",
      "test_0352.jpg, 1\n",
      "test_0353.jpg, 1\n",
      "test_0354.jpg, 1\n",
      "test_0355.jpg, 1\n",
      "test_0356.jpg, 0\n",
      "test_0357.jpg, 0\n",
      "test_0358.jpg, 0\n",
      "test_0359.jpg, 0\n",
      "test_0360.jpg, 0\n",
      "test_0361.jpg, 1\n",
      "test_0362.jpg, 0\n",
      "test_0363.jpg, 0\n",
      "test_0364.jpg, 0\n",
      "test_0365.jpg, 1\n",
      "test_0366.jpg, 1\n",
      "test_0367.jpg, 0\n",
      "test_0368.jpg, 1\n",
      "test_0369.jpg, 0\n",
      "test_0370.jpg, 1\n",
      "test_0371.jpg, 1\n",
      "test_0372.jpg, 0\n",
      "test_0373.jpg, 0\n",
      "test_0374.jpg, 1\n",
      "test_0375.jpg, 1\n",
      "test_0376.jpg, 1\n",
      "test_0377.jpg, 1\n",
      "test_0378.jpg, 1\n",
      "test_0379.jpg, 1\n",
      "test_0380.jpg, 1\n",
      "test_0381.jpg, 1\n",
      "test_0382.jpg, 1\n",
      "test_0383.jpg, 1\n",
      "test_0384.jpg, 0\n",
      "test_0385.jpg, 1\n",
      "test_0386.jpg, 1\n",
      "test_0387.jpg, 1\n",
      "test_0388.jpg, 1\n",
      "test_0389.jpg, 0\n",
      "test_0390.jpg, 1\n",
      "test_0391.jpg, 1\n",
      "test_0392.jpg, 1\n",
      "test_0393.jpg, 1\n",
      "test_0394.jpg, 0\n",
      "test_0395.jpg, 1\n",
      "test_0396.jpg, 1\n",
      "test_0397.jpg, 0\n",
      "test_0398.jpg, 1\n",
      "test_0399.jpg, 1\n",
      "test_0400.jpg, 1\n",
      "test_0401.jpg, 0\n",
      "test_0402.jpg, 1\n",
      "test_0403.jpg, 0\n",
      "test_0404.jpg, 1\n",
      "test_0405.jpg, 0\n",
      "test_0406.jpg, 1\n",
      "test_0407.jpg, 0\n",
      "test_0408.jpg, 0\n",
      "test_0409.jpg, 1\n",
      "test_0410.jpg, 1\n",
      "test_0411.jpg, 0\n",
      "test_0412.jpg, 1\n",
      "test_0413.jpg, 1\n",
      "test_0414.jpg, 1\n",
      "test_0415.jpg, 0\n",
      "test_0416.jpg, 0\n",
      "test_0417.jpg, 0\n",
      "test_0418.jpg, 0\n",
      "test_0419.jpg, 1\n",
      "test_0420.jpg, 0\n",
      "test_0421.jpg, 1\n",
      "test_0422.jpg, 0\n",
      "test_0423.jpg, 0\n",
      "test_0424.jpg, 1\n",
      "test_0425.jpg, 1\n",
      "test_0426.jpg, 1\n",
      "test_0427.jpg, 1\n",
      "test_0428.jpg, 1\n",
      "test_0429.jpg, 0\n",
      "test_0430.jpg, 1\n",
      "test_0431.jpg, 1\n",
      "test_0432.jpg, 0\n",
      "test_0433.jpg, 1\n",
      "test_0434.jpg, 1\n",
      "test_0435.jpg, 0\n",
      "test_0436.jpg, 0\n",
      "test_0437.jpg, 0\n",
      "test_0438.jpg, 0\n",
      "test_0439.jpg, 1\n",
      "test_0440.jpg, 0\n",
      "test_0441.jpg, 1\n",
      "test_0442.jpg, 0\n",
      "test_0443.jpg, 1\n",
      "test_0444.jpg, 1\n",
      "test_0445.jpg, 0\n",
      "test_0446.jpg, 1\n",
      "test_0447.jpg, 0\n",
      "test_0448.jpg, 1\n",
      "test_0449.jpg, 0\n",
      "test_0450.jpg, 0\n",
      "test_0451.jpg, 0\n",
      "test_0452.jpg, 0\n",
      "test_0453.jpg, 1\n",
      "test_0454.jpg, 1\n",
      "test_0455.jpg, 1\n",
      "test_0456.jpg, 1\n",
      "test_0457.jpg, 1\n",
      "test_0458.jpg, 1\n",
      "test_0459.jpg, 0\n",
      "test_0460.jpg, 1\n",
      "test_0461.jpg, 1\n",
      "test_0462.jpg, 0\n",
      "test_0463.jpg, 1\n",
      "test_0464.jpg, 1\n",
      "test_0465.jpg, 1\n",
      "test_0466.jpg, 1\n",
      "test_0467.jpg, 1\n",
      "test_0468.jpg, 1\n",
      "test_0469.jpg, 1\n",
      "test_0470.jpg, 0\n",
      "test_0471.jpg, 1\n",
      "test_0472.jpg, 1\n",
      "test_0473.jpg, 1\n",
      "test_0474.jpg, 1\n",
      "test_0475.jpg, 1\n",
      "test_0476.jpg, 0\n",
      "test_0477.jpg, 1\n",
      "test_0478.jpg, 0\n",
      "test_0479.jpg, 1\n",
      "test_0480.jpg, 0\n",
      "test_0481.jpg, 1\n",
      "test_0482.jpg, 0\n",
      "test_0483.jpg, 0\n",
      "test_0484.jpg, 1\n",
      "test_0485.jpg, 1\n",
      "test_0486.jpg, 1\n",
      "test_0487.jpg, 0\n",
      "test_0488.jpg, 1\n",
      "test_0489.jpg, 1\n",
      "test_0490.jpg, 1\n",
      "test_0491.jpg, 0\n",
      "test_0492.jpg, 1\n",
      "test_0493.jpg, 1\n",
      "test_0494.jpg, 0\n",
      "test_0495.jpg, 1\n",
      "test_0496.jpg, 1\n",
      "test_0497.jpg, 0\n",
      "test_0498.jpg, 0\n",
      "test_0499.jpg, 1\n",
      "test_0500.jpg, 1\n",
      "test_0501.jpg, 1\n",
      "test_0502.jpg, 0\n",
      "test_0503.jpg, 1\n",
      "test_0504.jpg, 1\n",
      "test_0505.jpg, 0\n",
      "test_0506.jpg, 1\n",
      "test_0507.jpg, 1\n",
      "test_0508.jpg, 1\n",
      "test_0509.jpg, 0\n",
      "test_0510.jpg, 0\n",
      "test_0511.jpg, 1\n"
     ]
    }
   ],
   "source": [
    "# predecir sobre el conjunto de test y generar el csv resultante\n",
    "y_prob = model.predict_generator(test_generator,steps=n_test // batch_size)\n",
    "# Establecer un umbral\n",
    "treshold=0.5\n",
    "# Convertir probabilidades a etiquetas con el umbral\n",
    "y_pred = (y_prob[:,0]>0.5).astype(int)\n",
    "# quitar el nombre de la carpeta del nombre de archivo\n",
    "filenames=[ os.path.basename(f) for f in test_generator.filenames]\n",
    "# igual cant de archivos que de predicciones\n",
    "assert(len(y_pred)==len(filenames))\n",
    "\n",
    "# Generar CSV con las predicciones\n",
    "import csv\n",
    "with open('solutions.csv', mode='w') as f:\n",
    "    writer = csv.writer(f, delimiter=',', quotechar='\"', quoting=csv.QUOTE_MINIMAL)\n",
    "\n",
    "    writer.writerow(['Id','Expected'])\n",
    "    print(\"Id, Expected\")\n",
    "    for f,y in zip(filenames,y_pred):\n",
    "        print(f\"{f}, {str(y)}\")\n",
    "        writer.writerow([f,str(y)])\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}