1. Load and Visualize Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Facial Keypoint Detection\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load and Visualize Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading Dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2019-02-10 15:34:12--  https://s3.amazonaws.com/video.udacity-data.com/topher/2018/May/5aea1b91_train-test-data/train-test-data.zip\n",
      "Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.97.157\n",
      "Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.97.157|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 338613624 (323M) [application/zip]\n",
      "Saving to: ‘/data/train-test-data.zip’\n",
      "\n",
      "train-test-data.zip 100%[===================>] 322.93M  67.1MB/s    in 4.9s    \n",
      "\n",
      "2019-02-10 15:34:17 (65.6 MB/s) - ‘/data/train-test-data.zip’ saved [338613624/338613624]\n",
      "\n",
      "Archive:  /data/train-test-data.zip\n",
      "   creating: /data/test/\n",
      "  inflating: /data/test/Abdel_Aziz_Al-Hakim_00.jpg  \n",
      "  inflating: /data/test/Abdel_Aziz_Al-Hakim_01.jpg  \n",
      "  inflating: /data/test/Abdel_Aziz_Al-Hakim_10.jpg  \n",
      "  inflating: /data/test/Abdel_Aziz_Al-Hakim_11.jpg  \n",
      "  inflating: /data/test/Abdel_Aziz_Al-Hakim_40.jpg  \n",
      "  inflating: /data/test/Abdel_Aziz_Al-Hakim_41.jpg  \n",
      "  inflating: /data/test/Abdullah_Gul_10.jpg  \n",
      "  inflating: /data/test/Abdullah_Gul_11.jpg  \n",
      "  inflating: /data/test/Abdullah_Gul_30.jpg  \n",
      "  inflating: /data/test/Abdullah_Gul_31.jpg  \n",
      "  inflating: /data/test/Abdullah_Gul_50.jpg  \n",
      "  inflating: /data/test/Abdullah_Gul_51.jpg  \n",
      "  inflating: /data/test/Adam_Sandler_00.jpg  \n",
      "  inflating: /data/test/Adam_Sandler_01.jpg  \n",
      "  inflating: /data/test/Adam_Sandler_10.jpg  \n",
      "  inflating: /data/test/Adam_Sandler_11.jpg  \n",
      "  inflating: /data/test/Adam_Sandler_40.jpg  \n",
      "  inflating: /data/test/Adam_Sandler_41.jpg  \n",
      "  inflating: /data/test/Adrian_Nastase_10.jpg  \n",
      "  inflating: /data/test/Adrian_Nastase_11.jpg  \n",
      "  inflating: /data/test/Adrian_Nastase_40.jpg  \n",
      "  inflating: /data/test/Adrian_Nastase_41.jpg  \n",
      "  inflating: /data/test/Adrian_Nastase_50.jpg  \n",
      "  inflating: /data/test/Adrian_Nastase_51.jpg  \n",
      "  inflating: /data/test/Agbani_Darego_00.jpg  \n",
      "  inflating: /data/test/Agbani_Darego_01.jpg  \n",
      "  inflating: /data/test/Agbani_Darego_20.jpg  \n",
      "  inflating: /data/test/Agbani_Darego_21.jpg  \n",
      "  inflating: /data/test/Agbani_Darego_40.jpg  \n",
      "  inflating: /data/test/Agbani_Darego_41.jpg  \n",
      "  inflating: /data/test/Agbani_Darego_50.jpg  \n",
      "  inflating: /data/test/Agbani_Darego_51.jpg  \n",
      "  inflating: /data/test/Agnes_Bruckner_00.jpg  \n",
      "  inflating: /data/test/Agnes_Bruckner_01.jpg  \n",
      "  inflating: /data/test/Agnes_Bruckner_10.jpg  \n",
      "  inflating: /data/test/Agnes_Bruckner_11.jpg  \n",
      "  inflating: /data/test/Agnes_Bruckner_20.jpg  \n",
      "  inflating: /data/test/Agnes_Bruckner_21.jpg  \n",
      "  inflating: /data/test/Agnes_Bruckner_40.jpg  \n",
      "  inflating: /data/test/Agnes_Bruckner_41.jpg  \n",
      "  inflating: /data/test/Ahmad_Masood_00.jpg  \n",
      "  inflating: /data/test/Ahmad_Masood_01.jpg  \n",
      "  inflating: /data/test/Ahmad_Masood_30.jpg  \n",
      "  inflating: /data/test/Ahmad_Masood_31.jpg  \n",
      "  inflating: /data/test/Ahmad_Masood_40.jpg  \n",
      "  inflating: /data/test/Ahmad_Masood_41.jpg  \n",
      "  inflating: /data/test/Ahmed_Ahmed_00.jpg  \n",
      "  inflating: /data/test/Ahmed_Ahmed_01.jpg  \n",
      "  inflating: /data/test/Ahmed_Ahmed_10.jpg  \n",
      "  inflating: /data/test/Ahmed_Ahmed_11.jpg  \n",
      "  inflating: /data/test/Ahmed_Ahmed_40.jpg  \n",
      "  inflating: /data/test/Ahmed_Ahmed_41.jpg  \n",
      "  inflating: /data/test/Ahmed_Ahmed_50.jpg  \n",
      "  inflating: /data/test/Ahmed_Ahmed_51.jpg  \n",
      "  inflating: /data/test/Aidan_Quinn_00.jpg  \n",
      "  inflating: /data/test/Aidan_Quinn_01.jpg  \n",
      "  inflating: /data/test/Aidan_Quinn_10.jpg  \n",
      "  inflating: /data/test/Aidan_Quinn_11.jpg  \n",
      "  inflating: /data/test/Aidan_Quinn_20.jpg  \n",
      "  inflating: /data/test/Aidan_Quinn_21.jpg  \n",
      "  inflating: /data/test/Aidan_Quinn_30.jpg  \n",
      "  inflating: /data/test/Aidan_Quinn_31.jpg  \n",
      "  inflating: /data/test/Aishwarya_Rai_00.jpg  \n",
      "  inflating: /data/test/Aishwarya_Rai_01.jpg  \n",
      "  inflating: /data/test/Aishwarya_Rai_10.jpg  \n",
      "  inflating: /data/test/Aishwarya_Rai_11.jpg  \n",
      "  inflating: /data/test/Aishwarya_Rai_40.jpg  \n",
      "  inflating: /data/test/Aishwarya_Rai_41.jpg  \n",
      "  inflating: /data/test/Aishwarya_Rai_50.jpg  \n",
      "  inflating: /data/test/Aishwarya_Rai_51.jpg  \n",
      "  inflating: /data/test/Albert_Brooks_00.jpg  \n",
      "  inflating: /data/test/Albert_Brooks_01.jpg  \n",
      "  inflating: /data/test/Albert_Brooks_10.jpg  \n",
      "  inflating: /data/test/Albert_Brooks_11.jpg  \n",
      "  inflating: /data/test/Albert_Brooks_30.jpg  \n",
      "  inflating: /data/test/Albert_Brooks_31.jpg  \n",
      "  inflating: /data/test/Alejandro_Toledo_10.jpg  \n",
      "  inflating: /data/test/Alejandro_Toledo_11.jpg  \n",
      "  inflating: /data/test/Alejandro_Toledo_30.jpg  \n",
      "  inflating: /data/test/Alejandro_Toledo_31.jpg  \n",
      "  inflating: /data/test/Alejandro_Toledo_50.jpg  \n",
      "  inflating: /data/test/Alejandro_Toledo_51.jpg  \n",
      "  inflating: /data/test/Aleksander_Kwasniewski_00.jpg  \n",
      "  inflating: /data/test/Aleksander_Kwasniewski_01.jpg  \n",
      "  inflating: /data/test/Aleksander_Kwasniewski_10.jpg  \n",
      "  inflating: /data/test/Aleksander_Kwasniewski_11.jpg  \n",
      "  inflating: /data/test/Aleksander_Kwasniewski_20.jpg  \n",
      "  inflating: /data/test/Aleksander_Kwasniewski_21.jpg  \n",
      "  inflating: /data/test/Aleksander_Kwasniewski_30.jpg  \n",
      "  inflating: /data/test/Aleksander_Kwasniewski_31.jpg  \n",
      "  inflating: /data/test/Alex_Ferguson_00.jpg  \n",
      "  inflating: /data/test/Alex_Ferguson_01.jpg  \n",
      "  inflating: /data/test/Alex_Ferguson_10.jpg  \n",
      "  inflating: /data/test/Alex_Ferguson_11.jpg  \n",
      "  inflating: /data/test/Alex_Ferguson_50.jpg  \n",
      "  inflating: /data/test/Alex_Ferguson_51.jpg  \n",
      "  inflating: /data/test/Alexandra_Pelosi_00.jpg  \n",
      "  inflating: /data/test/Alexandra_Pelosi_01.jpg  \n",
      "  inflating: /data/test/Alexandra_Pelosi_10.jpg  \n",
      "  inflating: /data/test/Alexandra_Pelosi_11.jpg  \n",
      "  inflating: /data/test/Alexandra_Pelosi_30.jpg  \n",
      "  inflating: /data/test/Alexandra_Pelosi_31.jpg  \n",
      "  inflating: /data/test/Alfredo_di_Stefano_00.jpg  \n",
      "  inflating: /data/test/Alfredo_di_Stefano_01.jpg  \n",
      "  inflating: /data/test/Alfredo_di_Stefano_20.jpg  \n",
      "  inflating: /data/test/Alfredo_di_Stefano_21.jpg  \n",
      "  inflating: /data/test/Alfredo_di_Stefano_50.jpg  \n",
      "  inflating: /data/test/Alfredo_di_Stefano_51.jpg  \n",
      "  inflating: /data/test/Ali_Abbas_20.jpg  \n",
      "  inflating: /data/test/Ali_Abbas_21.jpg  \n",
      "  inflating: /data/test/Ali_Abbas_30.jpg  \n",
      "  inflating: /data/test/Ali_Abbas_31.jpg  \n",
      "  inflating: /data/test/Ali_Abbas_40.jpg  \n",
      "  inflating: /data/test/Ali_Abbas_41.jpg  \n",
      "  inflating: /data/test/Ali_Abbas_50.jpg  \n",
      "  inflating: /data/test/Ali_Abbas_51.jpg  \n",
      "  inflating: /data/test/Alicia_Silverstone_00.jpg  \n",
      "  inflating: /data/test/Alicia_Silverstone_01.jpg  \n",
      "  inflating: /data/test/Alicia_Silverstone_10.jpg  \n",
      "  inflating: /data/test/Alicia_Silverstone_11.jpg  \n",
      "  inflating: /data/test/Alicia_Silverstone_20.jpg  \n",
      "  inflating: /data/test/Alicia_Silverstone_21.jpg  \n",
      "  inflating: /data/test/Alicia_Silverstone_50.jpg  \n",
      "  inflating: /data/test/Alicia_Silverstone_51.jpg  \n",
      "  inflating: /data/test/Alma_Powell_00.jpg  \n",
      "  inflating: /data/test/Alma_Powell_01.jpg  \n",
      "  inflating: /data/test/Alma_Powell_10.jpg  \n",
      "  inflating: /data/test/Alma_Powell_11.jpg  \n",
      "  inflating: /data/test/Alma_Powell_40.jpg  \n",
      "  inflating: /data/test/Alma_Powell_41.jpg  \n",
      "  inflating: /data/test/Alma_Powell_50.jpg  \n",
      "  inflating: /data/test/Alma_Powell_51.jpg  \n",
      "  inflating: /data/test/Alvaro_Silva_Calderon_00.jpg  \n",
      "  inflating: /data/test/Alvaro_Silva_Calderon_01.jpg  \n",
      "  inflating: /data/test/Alvaro_Silva_Calderon_10.jpg  \n",
      "  inflating: /data/test/Alvaro_Silva_Calderon_11.jpg  \n",
      "  inflating: /data/test/Alvaro_Silva_Calderon_20.jpg  \n",
      "  inflating: /data/test/Alvaro_Silva_Calderon_21.jpg  \n",
      "  inflating: /data/test/Alvaro_Silva_Calderon_30.jpg  \n",
      "  inflating: /data/test/Alvaro_Silva_Calderon_31.jpg  \n",
      "  inflating: /data/test/Amelia_Vega_10.jpg  \n",
      "  inflating: /data/test/Amelia_Vega_11.jpg  \n",
      "  inflating: /data/test/Amelia_Vega_20.jpg  \n",
      "  inflating: /data/test/Amelia_Vega_21.jpg  \n",
      "  inflating: /data/test/Amelia_Vega_30.jpg  \n",
      "  inflating: /data/test/Amelia_Vega_31.jpg  \n",
      "  inflating: /data/test/Amelia_Vega_40.jpg  \n",
      "  inflating: /data/test/Amelia_Vega_41.jpg  \n",
      "  inflating: /data/test/Amy_Brenneman_10.jpg  \n",
      "  inflating: /data/test/Amy_Brenneman_11.jpg  \n",
      "  inflating: /data/test/Amy_Brenneman_30.jpg  \n",
      "  inflating: /data/test/Amy_Brenneman_31.jpg  \n",
      "  inflating: /data/test/Amy_Brenneman_50.jpg  \n",
      "  inflating: /data/test/Amy_Brenneman_51.jpg  \n",
      "  inflating: /data/test/Andrea_Bocelli_10.jpg  \n",
      "  inflating: /data/test/Andrea_Bocelli_11.jpg  \n",
      "  inflating: /data/test/Andrea_Bocelli_20.jpg  \n",
      "  inflating: /data/test/Andrea_Bocelli_21.jpg  \n",
      "  inflating: /data/test/Andrea_Bocelli_30.jpg  \n",
      "  inflating: /data/test/Andrea_Bocelli_31.jpg  \n",
      "  inflating: /data/test/Andy_Roddick_20.jpg  \n",
      "  inflating: /data/test/Andy_Roddick_21.jpg  \n",
      "  inflating: /data/test/Andy_Roddick_40.jpg  \n",
      "  inflating: /data/test/Andy_Roddick_41.jpg  \n",
      "  inflating: /data/test/Andy_Roddick_50.jpg  \n",
      "  inflating: /data/test/Andy_Roddick_51.jpg  \n",
      "  inflating: /data/test/Andy_Rooney_10.jpg  \n",
      "  inflating: /data/test/Andy_Rooney_11.jpg  \n",
      "  inflating: /data/test/Andy_Rooney_20.jpg  \n",
      "  inflating: /data/test/Andy_Rooney_21.jpg  \n",
      "  inflating: /data/test/Andy_Rooney_50.jpg  \n",
      "  inflating: /data/test/Andy_Rooney_51.jpg  \n",
      "  inflating: /data/test/Angel_Lockward_30.jpg  \n",
      "  inflating: /data/test/Angel_Lockward_31.jpg  \n",
      "  inflating: /data/test/Angel_Lockward_40.jpg  \n",
      "  inflating: /data/test/Angel_Lockward_41.jpg  \n",
      "  inflating: /data/test/Angel_Lockward_50.jpg  \n",
      "  inflating: /data/test/Angel_Lockward_51.jpg  \n",
      "  inflating: /data/test/Angela_Bassett_20.jpg  \n",
      "  inflating: /data/test/Angela_Bassett_21.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/test/Angela_Bassett_30.jpg  \n",
      "  inflating: /data/test/Angela_Bassett_31.jpg  \n",
      "  inflating: /data/test/Angela_Bassett_40.jpg  \n",
      "  inflating: /data/test/Angela_Bassett_41.jpg  \n",
      "  inflating: /data/test/Angelo_Reyes_20.jpg  \n",
      "  inflating: /data/test/Angelo_Reyes_21.jpg  \n",
      "  inflating: /data/test/Angelo_Reyes_30.jpg  \n",
      "  inflating: /data/test/Angelo_Reyes_31.jpg  \n",
      "  inflating: /data/test/Angelo_Reyes_50.jpg  \n",
      "  inflating: /data/test/Angelo_Reyes_51.jpg  \n",
      "  inflating: /data/test/Baburam_Bhattari_00.jpg  \n",
      "  inflating: /data/test/Baburam_Bhattari_01.jpg  \n",
      "  inflating: /data/test/Baburam_Bhattari_20.jpg  \n",
      "  inflating: /data/test/Baburam_Bhattari_21.jpg  \n",
      "  inflating: /data/test/Baburam_Bhattari_30.jpg  \n",
      "  inflating: /data/test/Baburam_Bhattari_31.jpg  \n",
      "  inflating: /data/test/Barbara_Bodine_00.jpg  \n",
      "  inflating: /data/test/Barbara_Bodine_01.jpg  \n",
      "  inflating: /data/test/Barbara_Bodine_20.jpg  \n",
      "  inflating: /data/test/Barbara_Bodine_21.jpg  \n",
      "  inflating: /data/test/Barbara_Bodine_40.jpg  \n",
      "  inflating: /data/test/Barbara_Bodine_41.jpg  \n",
      "  inflating: /data/test/Barbara_Bodine_50.jpg  \n",
      "  inflating: /data/test/Barbara_Bodine_51.jpg  \n",
      "  inflating: /data/test/Barbara_Boxer_10.jpg  \n",
      "  inflating: /data/test/Barbara_Boxer_11.jpg  \n",
      "  inflating: /data/test/Barbara_Boxer_40.jpg  \n",
      "  inflating: /data/test/Barbara_Boxer_41.jpg  \n",
      "  inflating: /data/test/Barbara_Boxer_50.jpg  \n",
      "  inflating: /data/test/Barbara_Boxer_51.jpg  \n",
      "  inflating: /data/test/Barbara_Walters_00.jpg  \n",
      "  inflating: /data/test/Barbara_Walters_01.jpg  \n",
      "  inflating: /data/test/Barbara_Walters_20.jpg  \n",
      "  inflating: /data/test/Barbara_Walters_21.jpg  \n",
      "  inflating: /data/test/Barbara_Walters_40.jpg  \n",
      "  inflating: /data/test/Barbara_Walters_41.jpg  \n",
      "  inflating: /data/test/Barbara_Walters_50.jpg  \n",
      "  inflating: /data/test/Barbara_Walters_51.jpg  \n",
      "  inflating: /data/test/Barry_Alvarez_00.jpg  \n",
      "  inflating: /data/test/Barry_Alvarez_01.jpg  \n",
      "  inflating: /data/test/Barry_Alvarez_10.jpg  \n",
      "  inflating: /data/test/Barry_Alvarez_11.jpg  \n",
      "  inflating: /data/test/Barry_Alvarez_20.jpg  \n",
      "  inflating: /data/test/Barry_Alvarez_21.jpg  \n",
      "  inflating: /data/test/Barry_Alvarez_30.jpg  \n",
      "  inflating: /data/test/Barry_Alvarez_31.jpg  \n",
      "  inflating: /data/test/Ben_Kingsley_10.jpg  \n",
      "  inflating: /data/test/Ben_Kingsley_11.jpg  \n",
      "  inflating: /data/test/Ben_Kingsley_20.jpg  \n",
      "  inflating: /data/test/Ben_Kingsley_21.jpg  \n",
      "  inflating: /data/test/Ben_Kingsley_50.jpg  \n",
      "  inflating: /data/test/Ben_Kingsley_51.jpg  \n",
      "  inflating: /data/test/Ben_Stein_10.jpg  \n",
      "  inflating: /data/test/Ben_Stein_11.jpg  \n",
      "  inflating: /data/test/Ben_Stein_30.jpg  \n",
      "  inflating: /data/test/Ben_Stein_31.jpg  \n",
      "  inflating: /data/test/Ben_Stein_40.jpg  \n",
      "  inflating: /data/test/Ben_Stein_41.jpg  \n",
      "  inflating: /data/test/Ben_Stein_50.jpg  \n",
      "  inflating: /data/test/Ben_Stein_51.jpg  \n",
      "  inflating: /data/test/Benedita_da_Silva_10.jpg  \n",
      "  inflating: /data/test/Benedita_da_Silva_11.jpg  \n",
      "  inflating: /data/test/Benedita_da_Silva_20.jpg  \n",
      "  inflating: /data/test/Benedita_da_Silva_21.jpg  \n",
      "  inflating: /data/test/Benedita_da_Silva_50.jpg  \n",
      "  inflating: /data/test/Benedita_da_Silva_51.jpg  \n",
      "  inflating: /data/test/Benjamin_McKenzie_30.jpg  \n",
      "  inflating: /data/test/Benjamin_McKenzie_31.jpg  \n",
      "  inflating: /data/test/Benjamin_McKenzie_40.jpg  \n",
      "  inflating: /data/test/Benjamin_McKenzie_41.jpg  \n",
      "  inflating: /data/test/Benjamin_McKenzie_50.jpg  \n",
      "  inflating: /data/test/Benjamin_McKenzie_51.jpg  \n",
      "  inflating: /data/test/Benjamin_Netanyahu_00.jpg  \n",
      "  inflating: /data/test/Benjamin_Netanyahu_01.jpg  \n",
      "  inflating: /data/test/Benjamin_Netanyahu_10.jpg  \n",
      "  inflating: /data/test/Benjamin_Netanyahu_11.jpg  \n",
      "  inflating: /data/test/Benjamin_Netanyahu_30.jpg  \n",
      "  inflating: /data/test/Benjamin_Netanyahu_31.jpg  \n",
      "  inflating: /data/test/Benjamin_Netanyahu_40.jpg  \n",
      "  inflating: /data/test/Benjamin_Netanyahu_41.jpg  \n",
      "  inflating: /data/test/Beyonce_Knowles_00.jpg  \n",
      "  inflating: /data/test/Beyonce_Knowles_01.jpg  \n",
      "  inflating: /data/test/Beyonce_Knowles_30.jpg  \n",
      "  inflating: /data/test/Beyonce_Knowles_31.jpg  \n",
      "  inflating: /data/test/Beyonce_Knowles_50.jpg  \n",
      "  inflating: /data/test/Beyonce_Knowles_51.jpg  \n",
      "  inflating: /data/test/Bianca_Jagger_20.jpg  \n",
      "  inflating: /data/test/Bianca_Jagger_21.jpg  \n",
      "  inflating: /data/test/Bianca_Jagger_30.jpg  \n",
      "  inflating: /data/test/Bianca_Jagger_31.jpg  \n",
      "  inflating: /data/test/Bianca_Jagger_40.jpg  \n",
      "  inflating: /data/test/Bianca_Jagger_41.jpg  \n",
      "  inflating: /data/test/Biljana_Plavsic_00.jpg  \n",
      "  inflating: /data/test/Biljana_Plavsic_01.jpg  \n",
      "  inflating: /data/test/Biljana_Plavsic_10.jpg  \n",
      "  inflating: /data/test/Biljana_Plavsic_11.jpg  \n",
      "  inflating: /data/test/Biljana_Plavsic_30.jpg  \n",
      "  inflating: /data/test/Biljana_Plavsic_31.jpg  \n",
      "  inflating: /data/test/Bill_Bradley_10.jpg  \n",
      "  inflating: /data/test/Bill_Bradley_11.jpg  \n",
      "  inflating: /data/test/Bill_Bradley_30.jpg  \n",
      "  inflating: /data/test/Bill_Bradley_31.jpg  \n",
      "  inflating: /data/test/Bill_Bradley_50.jpg  \n",
      "  inflating: /data/test/Bill_Bradley_51.jpg  \n",
      "  inflating: /data/test/Bill_Clinton_00.jpg  \n",
      "  inflating: /data/test/Bill_Clinton_01.jpg  \n",
      "  inflating: /data/test/Bill_Clinton_10.jpg  \n",
      "  inflating: /data/test/Bill_Clinton_11.jpg  \n",
      "  inflating: /data/test/Bill_Clinton_50.jpg  \n",
      "  inflating: /data/test/Bill_Clinton_51.jpg  \n",
      "  inflating: /data/test/Bill_Frist_00.jpg  \n",
      "  inflating: /data/test/Bill_Frist_01.jpg  \n",
      "  inflating: /data/test/Bill_Frist_10.jpg  \n",
      "  inflating: /data/test/Bill_Frist_11.jpg  \n",
      "  inflating: /data/test/Bill_Frist_20.jpg  \n",
      "  inflating: /data/test/Bill_Frist_21.jpg  \n",
      "  inflating: /data/test/Cameron_Diaz_20.jpg  \n",
      "  inflating: /data/test/Cameron_Diaz_21.jpg  \n",
      "  inflating: /data/test/Cameron_Diaz_40.jpg  \n",
      "  inflating: /data/test/Cameron_Diaz_41.jpg  \n",
      "  inflating: /data/test/Cameron_Diaz_50.jpg  \n",
      "  inflating: /data/test/Cameron_Diaz_51.jpg  \n",
      "  inflating: /data/test/Carey_Lowell_00.jpg  \n",
      "  inflating: /data/test/Carey_Lowell_01.jpg  \n",
      "  inflating: /data/test/Carey_Lowell_20.jpg  \n",
      "  inflating: /data/test/Carey_Lowell_21.jpg  \n",
      "  inflating: /data/test/Carey_Lowell_30.jpg  \n",
      "  inflating: /data/test/Carey_Lowell_31.jpg  \n",
      "  inflating: /data/test/Carla_Gugino_10.jpg  \n",
      "  inflating: /data/test/Carla_Gugino_11.jpg  \n",
      "  inflating: /data/test/Carla_Gugino_30.jpg  \n",
      "  inflating: /data/test/Carla_Gugino_31.jpg  \n",
      "  inflating: /data/test/Carla_Gugino_50.jpg  \n",
      "  inflating: /data/test/Carla_Gugino_51.jpg  \n",
      "  inflating: /data/test/Carlo_Azeglio_Ciampi_00.jpg  \n",
      "  inflating: /data/test/Carlo_Azeglio_Ciampi_01.jpg  \n",
      "  inflating: /data/test/Carlo_Azeglio_Ciampi_10.jpg  \n",
      "  inflating: /data/test/Carlo_Azeglio_Ciampi_11.jpg  \n",
      "  inflating: /data/test/Carlo_Azeglio_Ciampi_20.jpg  \n",
      "  inflating: /data/test/Carlo_Azeglio_Ciampi_21.jpg  \n",
      "  inflating: /data/test/Carlo_Azeglio_Ciampi_50.jpg  \n",
      "  inflating: /data/test/Carlo_Azeglio_Ciampi_51.jpg  \n",
      "  inflating: /data/test/Carlos_Ghosn_10.jpg  \n",
      "  inflating: /data/test/Carlos_Ghosn_11.jpg  \n",
      "  inflating: /data/test/Carlos_Ghosn_20.jpg  \n",
      "  inflating: /data/test/Carlos_Ghosn_21.jpg  \n",
      "  inflating: /data/test/Carlos_Ghosn_40.jpg  \n",
      "  inflating: /data/test/Carlos_Ghosn_41.jpg  \n",
      "  inflating: /data/test/Carlos_Iturgaitz_10.jpg  \n",
      "  inflating: /data/test/Carlos_Iturgaitz_11.jpg  \n",
      "  inflating: /data/test/Carlos_Iturgaitz_20.jpg  \n",
      "  inflating: /data/test/Carlos_Iturgaitz_21.jpg  \n",
      "  inflating: /data/test/Carlos_Iturgaitz_30.jpg  \n",
      "  inflating: /data/test/Carlos_Iturgaitz_31.jpg  \n",
      "  inflating: /data/test/Carlos_Iturgaitz_50.jpg  \n",
      "  inflating: /data/test/Carlos_Iturgaitz_51.jpg  \n",
      "  inflating: /data/test/Carlos_Menem_00.jpg  \n",
      "  inflating: /data/test/Carlos_Menem_01.jpg  \n",
      "  inflating: /data/test/Carlos_Menem_20.jpg  \n",
      "  inflating: /data/test/Carlos_Menem_21.jpg  \n",
      "  inflating: /data/test/Carlos_Menem_30.jpg  \n",
      "  inflating: /data/test/Carlos_Menem_31.jpg  \n",
      "  inflating: /data/test/Carlos_Queiroz_00.jpg  \n",
      "  inflating: /data/test/Carlos_Queiroz_01.jpg  \n",
      "  inflating: /data/test/Carlos_Queiroz_10.jpg  \n",
      "  inflating: /data/test/Carlos_Queiroz_11.jpg  \n",
      "  inflating: /data/test/Carlos_Queiroz_50.jpg  \n",
      "  inflating: /data/test/Carlos_Queiroz_51.jpg  \n",
      "  inflating: /data/test/Carrie-Anne_Moss_00.jpg  \n",
      "  inflating: /data/test/Carrie-Anne_Moss_01.jpg  \n",
      "  inflating: /data/test/Carrie-Anne_Moss_10.jpg  \n",
      "  inflating: /data/test/Carrie-Anne_Moss_11.jpg  \n",
      "  inflating: /data/test/Carrie-Anne_Moss_50.jpg  \n",
      "  inflating: /data/test/Carrie-Anne_Moss_51.jpg  \n",
      "  inflating: /data/test/Catriona_Le_May_Doan_10.jpg  \n",
      "  inflating: /data/test/Catriona_Le_May_Doan_11.jpg  \n",
      "  inflating: /data/test/Catriona_Le_May_Doan_30.jpg  \n",
      "  inflating: /data/test/Catriona_Le_May_Doan_31.jpg  \n",
      "  inflating: /data/test/Catriona_Le_May_Doan_40.jpg  \n",
      "  inflating: /data/test/Catriona_Le_May_Doan_41.jpg  \n",
      "  inflating: /data/test/Cecilia_Cheung_00.jpg  \n",
      "  inflating: /data/test/Cecilia_Cheung_01.jpg  \n",
      "  inflating: /data/test/Cecilia_Cheung_10.jpg  \n",
      "  inflating: /data/test/Cecilia_Cheung_11.jpg  \n",
      "  inflating: /data/test/Cecilia_Cheung_20.jpg  \n",
      "  inflating: /data/test/Cecilia_Cheung_21.jpg  \n",
      "  inflating: /data/test/Cecilia_Cheung_50.jpg  \n",
      "  inflating: /data/test/Cecilia_Cheung_51.jpg  \n",
      "  inflating: /data/test/Celso_Amorim_10.jpg  \n",
      "  inflating: /data/test/Celso_Amorim_11.jpg  \n",
      "  inflating: /data/test/Celso_Amorim_40.jpg  \n",
      "  inflating: /data/test/Celso_Amorim_41.jpg  \n",
      "  inflating: /data/test/Celso_Amorim_50.jpg  \n",
      "  inflating: /data/test/Celso_Amorim_51.jpg  \n",
      "  inflating: /data/test/Celso_Lafer_00.jpg  \n",
      "  inflating: /data/test/Celso_Lafer_01.jpg  \n",
      "  inflating: /data/test/Celso_Lafer_10.jpg  \n",
      "  inflating: /data/test/Celso_Lafer_11.jpg  \n",
      "  inflating: /data/test/Celso_Lafer_20.jpg  \n",
      "  inflating: /data/test/Celso_Lafer_21.jpg  \n",
      "  inflating: /data/test/Chadha_Gurinder_10.jpg  \n",
      "  inflating: /data/test/Chadha_Gurinder_11.jpg  \n",
      "  inflating: /data/test/Chadha_Gurinder_20.jpg  \n",
      "  inflating: /data/test/Chadha_Gurinder_21.jpg  \n",
      "  inflating: /data/test/Chadha_Gurinder_50.jpg  \n",
      "  inflating: /data/test/Chadha_Gurinder_51.jpg  \n",
      "  inflating: /data/test/Charles_Bronson_00.jpg  \n",
      "  inflating: /data/test/Charles_Bronson_01.jpg  \n",
      "  inflating: /data/test/Charles_Bronson_10.jpg  \n",
      "  inflating: /data/test/Charles_Bronson_11.jpg  \n",
      "  inflating: /data/test/Charles_Bronson_50.jpg  \n",
      "  inflating: /data/test/Charles_Bronson_51.jpg  \n",
      "  inflating: /data/test/Charlie_Coles_00.jpg  \n",
      "  inflating: /data/test/Charlie_Coles_01.jpg  \n",
      "  inflating: /data/test/Charlie_Coles_10.jpg  \n",
      "  inflating: /data/test/Charlie_Coles_11.jpg  \n",
      "  inflating: /data/test/Charlie_Coles_20.jpg  \n",
      "  inflating: /data/test/Charlie_Coles_21.jpg  \n",
      "  inflating: /data/test/Charlize_Theron_10.jpg  \n",
      "  inflating: /data/test/Charlize_Theron_11.jpg  \n",
      "  inflating: /data/test/Charlize_Theron_30.jpg  \n",
      "  inflating: /data/test/Charlize_Theron_31.jpg  \n",
      "  inflating: /data/test/Charlize_Theron_50.jpg  \n",
      "  inflating: /data/test/Charlize_Theron_51.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/test/Charlotte_Casiraghi_00.jpg  \n",
      "  inflating: /data/test/Charlotte_Casiraghi_01.jpg  \n",
      "  inflating: /data/test/Charlotte_Casiraghi_10.jpg  \n",
      "  inflating: /data/test/Charlotte_Casiraghi_11.jpg  \n",
      "  inflating: /data/test/Charlotte_Casiraghi_20.jpg  \n",
      "  inflating: /data/test/Charlotte_Casiraghi_21.jpg  \n",
      "  inflating: /data/test/Charlotte_Rampling_00.jpg  \n",
      "  inflating: /data/test/Charlotte_Rampling_01.jpg  \n",
      "  inflating: /data/test/Charlotte_Rampling_30.jpg  \n",
      "  inflating: /data/test/Charlotte_Rampling_31.jpg  \n",
      "  inflating: /data/test/Charlotte_Rampling_40.jpg  \n",
      "  inflating: /data/test/Charlotte_Rampling_41.jpg  \n",
      "  inflating: /data/test/Charlotte_Rampling_50.jpg  \n",
      "  inflating: /data/test/Charlotte_Rampling_51.jpg  \n",
      "  inflating: /data/test/Cherie_Blair_00.jpg  \n",
      "  inflating: /data/test/Cherie_Blair_01.jpg  \n",
      "  inflating: /data/test/Cherie_Blair_20.jpg  \n",
      "  inflating: /data/test/Cherie_Blair_21.jpg  \n",
      "  inflating: /data/test/Cherie_Blair_30.jpg  \n",
      "  inflating: /data/test/Cherie_Blair_31.jpg  \n",
      "  inflating: /data/test/Cherie_Blair_40.jpg  \n",
      "  inflating: /data/test/Cherie_Blair_41.jpg  \n",
      "  inflating: /data/test/Chita_Rivera_00.jpg  \n",
      "  inflating: /data/test/Chita_Rivera_01.jpg  \n",
      "  inflating: /data/test/Chita_Rivera_10.jpg  \n",
      "  inflating: /data/test/Chita_Rivera_11.jpg  \n",
      "  inflating: /data/test/Chita_Rivera_30.jpg  \n",
      "  inflating: /data/test/Chita_Rivera_31.jpg  \n",
      "  inflating: /data/test/Chris_Cirino_20.jpg  \n",
      "  inflating: /data/test/Chris_Cirino_21.jpg  \n",
      "  inflating: /data/test/Chris_Cirino_30.jpg  \n",
      "  inflating: /data/test/Chris_Cirino_31.jpg  \n",
      "  inflating: /data/test/Chris_Cirino_50.jpg  \n",
      "  inflating: /data/test/Chris_Cirino_51.jpg  \n",
      "  inflating: /data/test/Chris_Cooper_00.jpg  \n",
      "  inflating: /data/test/Chris_Cooper_01.jpg  \n",
      "  inflating: /data/test/Chris_Cooper_30.jpg  \n",
      "  inflating: /data/test/Chris_Cooper_31.jpg  \n",
      "  inflating: /data/test/Chris_Cooper_40.jpg  \n",
      "  inflating: /data/test/Chris_Cooper_41.jpg  \n",
      "  inflating: /data/test/Chris_Matthews_00.jpg  \n",
      "  inflating: /data/test/Chris_Matthews_01.jpg  \n",
      "  inflating: /data/test/Chris_Matthews_10.jpg  \n",
      "  inflating: /data/test/Chris_Matthews_11.jpg  \n",
      "  inflating: /data/test/Chris_Matthews_30.jpg  \n",
      "  inflating: /data/test/Chris_Matthews_31.jpg  \n",
      "  inflating: /data/test/Chris_Matthews_50.jpg  \n",
      "  inflating: /data/test/Chris_Matthews_51.jpg  \n",
      "  inflating: /data/test/Chris_Noth_00.jpg  \n",
      "  inflating: /data/test/Chris_Noth_01.jpg  \n",
      "  inflating: /data/test/Chris_Noth_10.jpg  \n",
      "  inflating: /data/test/Chris_Noth_11.jpg  \n",
      "  inflating: /data/test/Chris_Noth_30.jpg  \n",
      "  inflating: /data/test/Chris_Noth_31.jpg  \n",
      "  inflating: /data/test/Chris_Rock_00.jpg  \n",
      "  inflating: /data/test/Chris_Rock_01.jpg  \n",
      "  inflating: /data/test/Chris_Rock_10.jpg  \n",
      "  inflating: /data/test/Chris_Rock_11.jpg  \n",
      "  inflating: /data/test/Chris_Rock_20.jpg  \n",
      "  inflating: /data/test/Chris_Rock_21.jpg  \n",
      "  inflating: /data/test/Christine_Ebersole_00.jpg  \n",
      "  inflating: /data/test/Christine_Ebersole_01.jpg  \n",
      "  inflating: /data/test/Christine_Ebersole_20.jpg  \n",
      "  inflating: /data/test/Christine_Ebersole_21.jpg  \n",
      "  inflating: /data/test/Christine_Ebersole_50.jpg  \n",
      "  inflating: /data/test/Christine_Ebersole_51.jpg  \n",
      "  inflating: /data/test/Christopher_Amolsch_20.jpg  \n",
      "  inflating: /data/test/Christopher_Amolsch_21.jpg  \n",
      "  inflating: /data/test/Christopher_Amolsch_40.jpg  \n",
      "  inflating: /data/test/Christopher_Amolsch_41.jpg  \n",
      "  inflating: /data/test/Christopher_Amolsch_50.jpg  \n",
      "  inflating: /data/test/Christopher_Amolsch_51.jpg  \n",
      "  inflating: /data/test/Christopher_Reeve_10.jpg  \n",
      "  inflating: /data/test/Christopher_Reeve_11.jpg  \n",
      "  inflating: /data/test/Christopher_Reeve_20.jpg  \n",
      "  inflating: /data/test/Christopher_Reeve_21.jpg  \n",
      "  inflating: /data/test/Christopher_Reeve_40.jpg  \n",
      "  inflating: /data/test/Christopher_Reeve_41.jpg  \n",
      "  inflating: /data/test/Christopher_Walken_00.jpg  \n",
      "  inflating: /data/test/Christopher_Walken_01.jpg  \n",
      "  inflating: /data/test/Christopher_Walken_20.jpg  \n",
      "  inflating: /data/test/Christopher_Walken_21.jpg  \n",
      "  inflating: /data/test/Christopher_Walken_40.jpg  \n",
      "  inflating: /data/test/Christopher_Walken_41.jpg  \n",
      "  inflating: /data/test/Christopher_Walken_50.jpg  \n",
      "  inflating: /data/test/Christopher_Walken_51.jpg  \n",
      "  inflating: /data/test/Chuck_Hagel_20.jpg  \n",
      "  inflating: /data/test/Chuck_Hagel_21.jpg  \n",
      "  inflating: /data/test/Chuck_Hagel_30.jpg  \n",
      "  inflating: /data/test/Chuck_Hagel_31.jpg  \n",
      "  inflating: /data/test/Chuck_Hagel_40.jpg  \n",
      "  inflating: /data/test/Chuck_Hagel_41.jpg  \n",
      "  inflating: /data/test/Chuck_Hagel_50.jpg  \n",
      "  inflating: /data/test/Chuck_Hagel_51.jpg  \n",
      "  inflating: /data/test/Chuck_Woolery_10.jpg  \n",
      "  inflating: /data/test/Chuck_Woolery_11.jpg  \n",
      "  inflating: /data/test/Chuck_Woolery_20.jpg  \n",
      "  inflating: /data/test/Chuck_Woolery_21.jpg  \n",
      "  inflating: /data/test/Chuck_Woolery_40.jpg  \n",
      "  inflating: /data/test/Chuck_Woolery_41.jpg  \n",
      "  inflating: /data/test/Cindy_Crawford_00.jpg  \n",
      "  inflating: /data/test/Cindy_Crawford_01.jpg  \n",
      "  inflating: /data/test/Cindy_Crawford_30.jpg  \n",
      "  inflating: /data/test/Cindy_Crawford_31.jpg  \n",
      "  inflating: /data/test/Cindy_Crawford_50.jpg  \n",
      "  inflating: /data/test/Cindy_Crawford_51.jpg  \n",
      "  inflating: /data/test/Cindy_Klassen_00.jpg  \n",
      "  inflating: /data/test/Cindy_Klassen_01.jpg  \n",
      "  inflating: /data/test/Cindy_Klassen_30.jpg  \n",
      "  inflating: /data/test/Cindy_Klassen_31.jpg  \n",
      "  inflating: /data/test/Cindy_Klassen_40.jpg  \n",
      "  inflating: /data/test/Cindy_Klassen_41.jpg  \n",
      "  inflating: /data/test/Claire_Danes_30.jpg  \n",
      "  inflating: /data/test/Claire_Danes_31.jpg  \n",
      "  inflating: /data/test/Claire_Danes_40.jpg  \n",
      "  inflating: /data/test/Claire_Danes_41.jpg  \n",
      "  inflating: /data/test/Claire_Danes_50.jpg  \n",
      "  inflating: /data/test/Claire_Danes_51.jpg  \n",
      "  inflating: /data/test/Clark_Randt_10.jpg  \n",
      "  inflating: /data/test/Clark_Randt_11.jpg  \n",
      "  inflating: /data/test/Clark_Randt_20.jpg  \n",
      "  inflating: /data/test/Clark_Randt_21.jpg  \n",
      "  inflating: /data/test/Clark_Randt_40.jpg  \n",
      "  inflating: /data/test/Clark_Randt_41.jpg  \n",
      "  inflating: /data/test/Clark_Randt_50.jpg  \n",
      "  inflating: /data/test/Clark_Randt_51.jpg  \n",
      "  inflating: /data/test/Clay_Aiken_00.jpg  \n",
      "  inflating: /data/test/Clay_Aiken_01.jpg  \n",
      "  inflating: /data/test/Clay_Aiken_30.jpg  \n",
      "  inflating: /data/test/Clay_Aiken_31.jpg  \n",
      "  inflating: /data/test/Clay_Aiken_40.jpg  \n",
      "  inflating: /data/test/Clay_Aiken_41.jpg  \n",
      "  inflating: /data/test/Clay_Aiken_50.jpg  \n",
      "  inflating: /data/test/Clay_Aiken_51.jpg  \n",
      "  inflating: /data/test/Clint_Howard_00.jpg  \n",
      "  inflating: /data/test/Clint_Howard_01.jpg  \n",
      "  inflating: /data/test/Clint_Howard_10.jpg  \n",
      "  inflating: /data/test/Clint_Howard_11.jpg  \n",
      "  inflating: /data/test/Clint_Howard_20.jpg  \n",
      "  inflating: /data/test/Clint_Howard_21.jpg  \n",
      "  inflating: /data/test/Clint_Howard_30.jpg  \n",
      "  inflating: /data/test/Clint_Howard_31.jpg  \n",
      "  inflating: /data/test/Clive_Lloyd_30.jpg  \n",
      "  inflating: /data/test/Clive_Lloyd_31.jpg  \n",
      "  inflating: /data/test/Clive_Lloyd_40.jpg  \n",
      "  inflating: /data/test/Clive_Lloyd_41.jpg  \n",
      "  inflating: /data/test/Clive_Lloyd_50.jpg  \n",
      "  inflating: /data/test/Clive_Lloyd_51.jpg  \n",
      "  inflating: /data/test/Colin_Powell_10.jpg  \n",
      "  inflating: /data/test/Colin_Powell_11.jpg  \n",
      "  inflating: /data/test/Colin_Powell_40.jpg  \n",
      "  inflating: /data/test/Colin_Powell_41.jpg  \n",
      "  inflating: /data/test/Colin_Powell_50.jpg  \n",
      "  inflating: /data/test/Colin_Powell_51.jpg  \n",
      "  inflating: /data/test/Conan_OBrien_00.jpg  \n",
      "  inflating: /data/test/Conan_OBrien_01.jpg  \n",
      "  inflating: /data/test/Conan_OBrien_10.jpg  \n",
      "  inflating: /data/test/Conan_OBrien_11.jpg  \n",
      "  inflating: /data/test/Conan_OBrien_50.jpg  \n",
      "  inflating: /data/test/Conan_OBrien_51.jpg  \n",
      "  inflating: /data/test/Condoleezza_Rice_10.jpg  \n",
      "  inflating: /data/test/Condoleezza_Rice_11.jpg  \n",
      "  inflating: /data/test/Condoleezza_Rice_20.jpg  \n",
      "  inflating: /data/test/Condoleezza_Rice_21.jpg  \n",
      "  inflating: /data/test/Condoleezza_Rice_30.jpg  \n",
      "  inflating: /data/test/Condoleezza_Rice_31.jpg  \n",
      "  inflating: /data/test/Condoleezza_Rice_40.jpg  \n",
      "  inflating: /data/test/Condoleezza_Rice_41.jpg  \n",
      "  inflating: /data/test/Connie_Chung_20.jpg  \n",
      "  inflating: /data/test/Connie_Chung_21.jpg  \n",
      "  inflating: /data/test/Connie_Chung_30.jpg  \n",
      "  inflating: /data/test/Connie_Chung_31.jpg  \n",
      "  inflating: /data/test/Connie_Chung_40.jpg  \n",
      "  inflating: /data/test/Connie_Chung_41.jpg  \n",
      "  inflating: /data/test/Connie_Chung_50.jpg  \n",
      "  inflating: /data/test/Connie_Chung_51.jpg  \n",
      "  inflating: /data/test/Craig_David_10.jpg  \n",
      "  inflating: /data/test/Craig_David_11.jpg  \n",
      "  inflating: /data/test/Craig_David_20.jpg  \n",
      "  inflating: /data/test/Craig_David_21.jpg  \n",
      "  inflating: /data/test/Craig_David_30.jpg  \n",
      "  inflating: /data/test/Craig_David_31.jpg  \n",
      "  inflating: /data/test/Craig_David_50.jpg  \n",
      "  inflating: /data/test/Craig_David_51.jpg  \n",
      "  inflating: /data/test/Cristina_Fernandez_30.jpg  \n",
      "  inflating: /data/test/Cristina_Fernandez_31.jpg  \n",
      "  inflating: /data/test/Cristina_Fernandez_40.jpg  \n",
      "  inflating: /data/test/Cristina_Fernandez_41.jpg  \n",
      "  inflating: /data/test/Cristina_Fernandez_50.jpg  \n",
      "  inflating: /data/test/Cristina_Fernandez_51.jpg  \n",
      "  inflating: /data/test/Cristina_Saralegui_00.jpg  \n",
      "  inflating: /data/test/Cristina_Saralegui_01.jpg  \n",
      "  inflating: /data/test/Cristina_Saralegui_30.jpg  \n",
      "  inflating: /data/test/Cristina_Saralegui_31.jpg  \n",
      "  inflating: /data/test/Cristina_Saralegui_50.jpg  \n",
      "  inflating: /data/test/Cristina_Saralegui_51.jpg  \n",
      "  inflating: /data/test/Dai_Bachtiar_00.jpg  \n",
      "  inflating: /data/test/Dai_Bachtiar_01.jpg  \n",
      "  inflating: /data/test/Dai_Bachtiar_10.jpg  \n",
      "  inflating: /data/test/Dai_Bachtiar_11.jpg  \n",
      "  inflating: /data/test/Dai_Bachtiar_20.jpg  \n",
      "  inflating: /data/test/Dai_Bachtiar_21.jpg  \n",
      "  inflating: /data/test/Dai_Bachtiar_50.jpg  \n",
      "  inflating: /data/test/Dai_Bachtiar_51.jpg  \n",
      "  inflating: /data/test/Daisy_Fuentes_20.jpg  \n",
      "  inflating: /data/test/Daisy_Fuentes_21.jpg  \n",
      "  inflating: /data/test/Daisy_Fuentes_30.jpg  \n",
      "  inflating: /data/test/Daisy_Fuentes_31.jpg  \n",
      "  inflating: /data/test/Daisy_Fuentes_40.jpg  \n",
      "  inflating: /data/test/Daisy_Fuentes_41.jpg  \n",
      "  inflating: /data/test/Dan_Ackroyd_00.jpg  \n",
      "  inflating: /data/test/Dan_Ackroyd_01.jpg  \n",
      "  inflating: /data/test/Dan_Ackroyd_20.jpg  \n",
      "  inflating: /data/test/Dan_Ackroyd_21.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/test/Dan_Ackroyd_30.jpg  \n",
      "  inflating: /data/test/Dan_Ackroyd_31.jpg  \n",
      "  inflating: /data/test/Daniel_Radcliffe_00.jpg  \n",
      "  inflating: /data/test/Daniel_Radcliffe_01.jpg  \n",
      "  inflating: /data/test/Daniel_Radcliffe_20.jpg  \n",
      "  inflating: /data/test/Daniel_Radcliffe_21.jpg  \n",
      "  inflating: /data/test/Daniel_Radcliffe_50.jpg  \n",
      "  inflating: /data/test/Daniel_Radcliffe_51.jpg  \n",
      "  inflating: /data/test/Daniel_Rouse_00.jpg  \n",
      "  inflating: /data/test/Daniel_Rouse_01.jpg  \n",
      "  inflating: /data/test/Daniel_Rouse_10.jpg  \n",
      "  inflating: /data/test/Daniel_Rouse_11.jpg  \n",
      "  inflating: /data/test/Daniel_Rouse_20.jpg  \n",
      "  inflating: /data/test/Daniel_Rouse_21.jpg  \n",
      "  inflating: /data/test/Daniel_Rouse_30.jpg  \n",
      "  inflating: /data/test/Daniel_Rouse_31.jpg  \n",
      "  inflating: /data/test/Daniell_Sunjata_10.jpg  \n",
      "  inflating: /data/test/Daniell_Sunjata_11.jpg  \n",
      "  inflating: /data/test/Daniell_Sunjata_20.jpg  \n",
      "  inflating: /data/test/Daniell_Sunjata_21.jpg  \n",
      "  inflating: /data/test/Daniell_Sunjata_40.jpg  \n",
      "  inflating: /data/test/Daniell_Sunjata_41.jpg  \n",
      "  inflating: /data/test/Danny_Glover_10.jpg  \n",
      "  inflating: /data/test/Danny_Glover_11.jpg  \n",
      "  inflating: /data/test/Danny_Glover_30.jpg  \n",
      "  inflating: /data/test/Danny_Glover_31.jpg  \n",
      "  inflating: /data/test/Danny_Glover_50.jpg  \n",
      "  inflating: /data/test/Danny_Glover_51.jpg  \n",
      "  inflating: /data/test/Darrell_Issa_00.jpg  \n",
      "  inflating: /data/test/Darrell_Issa_01.jpg  \n",
      "  inflating: /data/test/Darrell_Issa_20.jpg  \n",
      "  inflating: /data/test/Darrell_Issa_21.jpg  \n",
      "  inflating: /data/test/Darrell_Issa_30.jpg  \n",
      "  inflating: /data/test/Darrell_Issa_31.jpg  \n",
      "  inflating: /data/test/Darrell_Issa_40.jpg  \n",
      "  inflating: /data/test/Darrell_Issa_41.jpg  \n",
      "  inflating: /data/test/Dave_Campo_10.jpg  \n",
      "  inflating: /data/test/Dave_Campo_11.jpg  \n",
      "  inflating: /data/test/Dave_Campo_20.jpg  \n",
      "  inflating: /data/test/Dave_Campo_21.jpg  \n",
      "  inflating: /data/test/Dave_Campo_30.jpg  \n",
      "  inflating: /data/test/Dave_Campo_31.jpg  \n",
      "  inflating: /data/test/David_Brent_00.jpg  \n",
      "  inflating: /data/test/David_Brent_01.jpg  \n",
      "  inflating: /data/test/David_Brent_10.jpg  \n",
      "  inflating: /data/test/David_Brent_11.jpg  \n",
      "  inflating: /data/test/David_Brent_20.jpg  \n",
      "  inflating: /data/test/David_Brent_21.jpg  \n",
      "  inflating: /data/test/David_Brent_30.jpg  \n",
      "  inflating: /data/test/David_Brent_31.jpg  \n",
      "  inflating: /data/test/David_Caruso_00.jpg  \n",
      "  inflating: /data/test/David_Caruso_01.jpg  \n",
      "  inflating: /data/test/David_Caruso_10.jpg  \n",
      "  inflating: /data/test/David_Caruso_11.jpg  \n",
      "  inflating: /data/test/David_Caruso_30.jpg  \n",
      "  inflating: /data/test/David_Caruso_31.jpg  \n",
      "  inflating: /data/test/David_Caruso_40.jpg  \n",
      "  inflating: /data/test/David_Caruso_41.jpg  \n",
      "  inflating: /data/test/Ed_Rendell_00.jpg  \n",
      "  inflating: /data/test/Ed_Rendell_01.jpg  \n",
      "  inflating: /data/test/Ed_Rendell_20.jpg  \n",
      "  inflating: /data/test/Ed_Rendell_21.jpg  \n",
      "  inflating: /data/test/Ed_Rendell_50.jpg  \n",
      "  inflating: /data/test/Ed_Rendell_51.jpg  \n",
      "  inflating: /data/test/Ed_Smart_10.jpg  \n",
      "  inflating: /data/test/Ed_Smart_11.jpg  \n",
      "  inflating: /data/test/Ed_Smart_30.jpg  \n",
      "  inflating: /data/test/Ed_Smart_31.jpg  \n",
      "  inflating: /data/test/Ed_Smart_50.jpg  \n",
      "  inflating: /data/test/Ed_Smart_51.jpg  \n",
      "  inflating: /data/test/Edie_Falco_20.jpg  \n",
      "  inflating: /data/test/Edie_Falco_21.jpg  \n",
      "  inflating: /data/test/Edie_Falco_30.jpg  \n",
      "  inflating: /data/test/Edie_Falco_31.jpg  \n",
      "  inflating: /data/test/Edie_Falco_40.jpg  \n",
      "  inflating: /data/test/Edie_Falco_41.jpg  \n",
      "  inflating: /data/test/Edie_Falco_50.jpg  \n",
      "  inflating: /data/test/Edie_Falco_51.jpg  \n",
      "  inflating: /data/test/Eduardo_Duhalde_00.jpg  \n",
      "  inflating: /data/test/Eduardo_Duhalde_01.jpg  \n",
      "  inflating: /data/test/Eduardo_Duhalde_10.jpg  \n",
      "  inflating: /data/test/Eduardo_Duhalde_11.jpg  \n",
      "  inflating: /data/test/Eduardo_Duhalde_30.jpg  \n",
      "  inflating: /data/test/Eduardo_Duhalde_31.jpg  \n",
      "  inflating: /data/test/Edward_Burns_10.jpg  \n",
      "  inflating: /data/test/Edward_Burns_11.jpg  \n",
      "  inflating: /data/test/Edward_Burns_20.jpg  \n",
      "  inflating: /data/test/Edward_Burns_21.jpg  \n",
      "  inflating: /data/test/Edward_Burns_30.jpg  \n",
      "  inflating: /data/test/Edward_Burns_31.jpg  \n",
      "  inflating: /data/test/Edward_Burns_50.jpg  \n",
      "  inflating: /data/test/Edward_Burns_51.jpg  \n",
      "  inflating: /data/test/Edward_Norton_10.jpg  \n",
      "  inflating: /data/test/Edward_Norton_11.jpg  \n",
      "  inflating: /data/test/Edward_Norton_30.jpg  \n",
      "  inflating: /data/test/Edward_Norton_31.jpg  \n",
      "  inflating: /data/test/Edward_Norton_40.jpg  \n",
      "  inflating: /data/test/Edward_Norton_41.jpg  \n",
      "  inflating: /data/test/Edward_Norton_50.jpg  \n",
      "  inflating: /data/test/Edward_Norton_51.jpg  \n",
      "  inflating: /data/test/Elaine_Chao_00.jpg  \n",
      "  inflating: /data/test/Elaine_Chao_01.jpg  \n",
      "  inflating: /data/test/Elaine_Chao_20.jpg  \n",
      "  inflating: /data/test/Elaine_Chao_21.jpg  \n",
      "  inflating: /data/test/Elaine_Chao_50.jpg  \n",
      "  inflating: /data/test/Elaine_Chao_51.jpg  \n",
      "  inflating: /data/test/Elaine_Stritch_10.jpg  \n",
      "  inflating: /data/test/Elaine_Stritch_11.jpg  \n",
      "  inflating: /data/test/Elaine_Stritch_40.jpg  \n",
      "  inflating: /data/test/Elaine_Stritch_41.jpg  \n",
      "  inflating: /data/test/Elaine_Stritch_50.jpg  \n",
      "  inflating: /data/test/Elaine_Stritch_51.jpg  \n",
      "  inflating: /data/test/Eliane_Karp_00.jpg  \n",
      "  inflating: /data/test/Eliane_Karp_01.jpg  \n",
      "  inflating: /data/test/Eliane_Karp_10.jpg  \n",
      "  inflating: /data/test/Eliane_Karp_11.jpg  \n",
      "  inflating: /data/test/Eliane_Karp_30.jpg  \n",
      "  inflating: /data/test/Eliane_Karp_31.jpg  \n",
      "  inflating: /data/test/Eliane_Karp_40.jpg  \n",
      "  inflating: /data/test/Eliane_Karp_41.jpg  \n",
      "  inflating: /data/test/Elijah_Wood_00.jpg  \n",
      "  inflating: /data/test/Elijah_Wood_01.jpg  \n",
      "  inflating: /data/test/Elijah_Wood_10.jpg  \n",
      "  inflating: /data/test/Elijah_Wood_11.jpg  \n",
      "  inflating: /data/test/Elijah_Wood_30.jpg  \n",
      "  inflating: /data/test/Elijah_Wood_31.jpg  \n",
      "  inflating: /data/test/Eliza_Dushku_00.jpg  \n",
      "  inflating: /data/test/Eliza_Dushku_01.jpg  \n",
      "  inflating: /data/test/Eliza_Dushku_10.jpg  \n",
      "  inflating: /data/test/Eliza_Dushku_11.jpg  \n",
      "  inflating: /data/test/Eliza_Dushku_20.jpg  \n",
      "  inflating: /data/test/Eliza_Dushku_21.jpg  \n",
      "  inflating: /data/test/Eliza_Dushku_30.jpg  \n",
      "  inflating: /data/test/Eliza_Dushku_31.jpg  \n",
      "  inflating: /data/test/Elizabeth_Dole_00.jpg  \n",
      "  inflating: /data/test/Elizabeth_Dole_01.jpg  \n",
      "  inflating: /data/test/Elizabeth_Dole_10.jpg  \n",
      "  inflating: /data/test/Elizabeth_Dole_11.jpg  \n",
      "  inflating: /data/test/Elizabeth_Dole_30.jpg  \n",
      "  inflating: /data/test/Elizabeth_Dole_31.jpg  \n",
      "  inflating: /data/test/Elizabeth_Shue_00.jpg  \n",
      "  inflating: /data/test/Elizabeth_Shue_01.jpg  \n",
      "  inflating: /data/test/Elizabeth_Shue_20.jpg  \n",
      "  inflating: /data/test/Elizabeth_Shue_21.jpg  \n",
      "  inflating: /data/test/Elizabeth_Shue_40.jpg  \n",
      "  inflating: /data/test/Elizabeth_Shue_41.jpg  \n",
      "  inflating: /data/test/Ellen_DeGeneres_10.jpg  \n",
      "  inflating: /data/test/Ellen_DeGeneres_11.jpg  \n",
      "  inflating: /data/test/Ellen_DeGeneres_40.jpg  \n",
      "  inflating: /data/test/Ellen_DeGeneres_41.jpg  \n",
      "  inflating: /data/test/Ellen_DeGeneres_50.jpg  \n",
      "  inflating: /data/test/Ellen_DeGeneres_51.jpg  \n",
      "  inflating: /data/test/Elmar_Brok_00.jpg  \n",
      "  inflating: /data/test/Elmar_Brok_01.jpg  \n",
      "  inflating: /data/test/Elmar_Brok_20.jpg  \n",
      "  inflating: /data/test/Elmar_Brok_21.jpg  \n",
      "  inflating: /data/test/Elmar_Brok_30.jpg  \n",
      "  inflating: /data/test/Elmar_Brok_31.jpg  \n",
      "  inflating: /data/test/Elsa_Zylberstein_00.jpg  \n",
      "  inflating: /data/test/Elsa_Zylberstein_01.jpg  \n",
      "  inflating: /data/test/Elsa_Zylberstein_10.jpg  \n",
      "  inflating: /data/test/Elsa_Zylberstein_11.jpg  \n",
      "  inflating: /data/test/Elsa_Zylberstein_40.jpg  \n",
      "  inflating: /data/test/Elsa_Zylberstein_41.jpg  \n",
      "  inflating: /data/test/Elton_John_10.jpg  \n",
      "  inflating: /data/test/Elton_John_11.jpg  \n",
      "  inflating: /data/test/Elton_John_20.jpg  \n",
      "  inflating: /data/test/Elton_John_21.jpg  \n",
      "  inflating: /data/test/Elton_John_30.jpg  \n",
      "  inflating: /data/test/Elton_John_31.jpg  \n",
      "  inflating: /data/test/Elton_John_40.jpg  \n",
      "  inflating: /data/test/Elton_John_41.jpg  \n",
      "  inflating: /data/test/Emile_Lahoud_00.jpg  \n",
      "  inflating: /data/test/Emile_Lahoud_01.jpg  \n",
      "  inflating: /data/test/Emile_Lahoud_30.jpg  \n",
      "  inflating: /data/test/Emile_Lahoud_31.jpg  \n",
      "  inflating: /data/test/Emile_Lahoud_40.jpg  \n",
      "  inflating: /data/test/Emile_Lahoud_41.jpg  \n",
      "  inflating: /data/test/Emilio_Botin_00.jpg  \n",
      "  inflating: /data/test/Emilio_Botin_01.jpg  \n",
      "  inflating: /data/test/Emilio_Botin_10.jpg  \n",
      "  inflating: /data/test/Emilio_Botin_11.jpg  \n",
      "  inflating: /data/test/Emilio_Botin_20.jpg  \n",
      "  inflating: /data/test/Emilio_Botin_21.jpg  \n",
      "  inflating: /data/test/Emilio_Botin_40.jpg  \n",
      "  inflating: /data/test/Emilio_Botin_41.jpg  \n",
      "  inflating: /data/test/Emma_Nicholson_10.jpg  \n",
      "  inflating: /data/test/Emma_Nicholson_11.jpg  \n",
      "  inflating: /data/test/Emma_Nicholson_20.jpg  \n",
      "  inflating: /data/test/Emma_Nicholson_21.jpg  \n",
      "  inflating: /data/test/Emma_Nicholson_30.jpg  \n",
      "  inflating: /data/test/Emma_Nicholson_31.jpg  \n",
      "  inflating: /data/test/Emma_Thompson_20.jpg  \n",
      "  inflating: /data/test/Emma_Thompson_21.jpg  \n",
      "  inflating: /data/test/Emma_Thompson_30.jpg  \n",
      "  inflating: /data/test/Emma_Thompson_31.jpg  \n",
      "  inflating: /data/test/Emma_Thompson_40.jpg  \n",
      "  inflating: /data/test/Emma_Thompson_41.jpg  \n",
      "  inflating: /data/test/Emma_Thompson_50.jpg  \n",
      "  inflating: /data/test/Emma_Thompson_51.jpg  \n",
      "  inflating: /data/test/Emmy_Rossum_20.jpg  \n",
      "  inflating: /data/test/Emmy_Rossum_21.jpg  \n",
      "  inflating: /data/test/Emmy_Rossum_30.jpg  \n",
      "  inflating: /data/test/Emmy_Rossum_31.jpg  \n",
      "  inflating: /data/test/Emmy_Rossum_40.jpg  \n",
      "  inflating: /data/test/Emmy_Rossum_41.jpg  \n",
      "  inflating: /data/test/Emmy_Rossum_50.jpg  \n",
      "  inflating: /data/test/Emmy_Rossum_51.jpg  \n",
      "  inflating: /data/test/Eric_Benet_00.jpg  \n",
      "  inflating: /data/test/Eric_Benet_01.jpg  \n",
      "  inflating: /data/test/Eric_Benet_10.jpg  \n",
      "  inflating: /data/test/Eric_Benet_11.jpg  \n",
      "  inflating: /data/test/Eric_Benet_30.jpg  \n",
      "  inflating: /data/test/Eric_Benet_31.jpg  \n",
      "  inflating: /data/test/Erin_Hershey_Presley_10.jpg  \n",
      "  inflating: /data/test/Erin_Hershey_Presley_11.jpg  \n",
      "  inflating: /data/test/Erin_Hershey_Presley_30.jpg  \n",
      "  inflating: /data/test/Erin_Hershey_Presley_31.jpg  \n",
      "  inflating: /data/test/Erin_Hershey_Presley_40.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/test/Erin_Hershey_Presley_41.jpg  \n",
      "  inflating: /data/test/Ernest_Hollings_00.jpg  \n",
      "  inflating: /data/test/Ernest_Hollings_01.jpg  \n",
      "  inflating: /data/test/Ernest_Hollings_10.jpg  \n",
      "  inflating: /data/test/Ernest_Hollings_11.jpg  \n",
      "  inflating: /data/test/Ernest_Hollings_20.jpg  \n",
      "  inflating: /data/test/Ernest_Hollings_21.jpg  \n",
      "  inflating: /data/test/Ernesto_Zedillo_10.jpg  \n",
      "  inflating: /data/test/Ernesto_Zedillo_11.jpg  \n",
      "  inflating: /data/test/Ernesto_Zedillo_20.jpg  \n",
      "  inflating: /data/test/Ernesto_Zedillo_21.jpg  \n",
      "  inflating: /data/test/Ernesto_Zedillo_30.jpg  \n",
      "  inflating: /data/test/Ernesto_Zedillo_31.jpg  \n",
      "  inflating: /data/test/Ernesto_Zedillo_40.jpg  \n",
      "  inflating: /data/test/Ernesto_Zedillo_41.jpg  \n",
      "  inflating: /data/test/Ernie_Grunfeld_20.jpg  \n",
      "  inflating: /data/test/Ernie_Grunfeld_21.jpg  \n",
      "  inflating: /data/test/Ernie_Grunfeld_30.jpg  \n",
      "  inflating: /data/test/Ernie_Grunfeld_31.jpg  \n",
      "  inflating: /data/test/Ernie_Grunfeld_40.jpg  \n",
      "  inflating: /data/test/Ernie_Grunfeld_41.jpg  \n",
      "  inflating: /data/test/Ernie_Grunfeld_50.jpg  \n",
      "  inflating: /data/test/Ernie_Grunfeld_51.jpg  \n",
      "  inflating: /data/test/Estelle_Morris_10.jpg  \n",
      "  inflating: /data/test/Estelle_Morris_11.jpg  \n",
      "  inflating: /data/test/Estelle_Morris_20.jpg  \n",
      "  inflating: /data/test/Estelle_Morris_21.jpg  \n",
      "  inflating: /data/test/Estelle_Morris_30.jpg  \n",
      "  inflating: /data/test/Estelle_Morris_31.jpg  \n",
      "  inflating: /data/test/Ethan_Hawke_00.jpg  \n",
      "  inflating: /data/test/Ethan_Hawke_01.jpg  \n",
      "  inflating: /data/test/Ethan_Hawke_10.jpg  \n",
      "  inflating: /data/test/Ethan_Hawke_11.jpg  \n",
      "  inflating: /data/test/Ethan_Hawke_30.jpg  \n",
      "  inflating: /data/test/Ethan_Hawke_31.jpg  \n",
      "  inflating: /data/test/Ethan_Hawke_40.jpg  \n",
      "  inflating: /data/test/Ethan_Hawke_41.jpg  \n",
      "  inflating: /data/test/Eunice_Barber_00.jpg  \n",
      "  inflating: /data/test/Eunice_Barber_01.jpg  \n",
      "  inflating: /data/test/Eunice_Barber_10.jpg  \n",
      "  inflating: /data/test/Eunice_Barber_11.jpg  \n",
      "  inflating: /data/test/Eunice_Barber_50.jpg  \n",
      "  inflating: /data/test/Eunice_Barber_51.jpg  \n",
      "  inflating: /data/test/Fernando_Henrique_Cardoso_00.jpg  \n",
      "  inflating: /data/test/Fernando_Henrique_Cardoso_01.jpg  \n",
      "  inflating: /data/test/Fernando_Henrique_Cardoso_20.jpg  \n",
      "  inflating: /data/test/Fernando_Henrique_Cardoso_21.jpg  \n",
      "  inflating: /data/test/Fernando_Henrique_Cardoso_30.jpg  \n",
      "  inflating: /data/test/Fernando_Henrique_Cardoso_31.jpg  \n",
      "  inflating: /data/test/Fernando_Sanz_30.jpg  \n",
      "  inflating: /data/test/Fernando_Sanz_31.jpg  \n",
      "  inflating: /data/test/Fernando_Sanz_40.jpg  \n",
      "  inflating: /data/test/Fernando_Sanz_41.jpg  \n",
      "  inflating: /data/test/Fernando_Sanz_50.jpg  \n",
      "  inflating: /data/test/Fernando_Sanz_51.jpg  \n",
      "  inflating: /data/test/Fidel_Castro_Daiz-Balart_10.jpg  \n",
      "  inflating: /data/test/Fidel_Castro_Daiz-Balart_11.jpg  \n",
      "  inflating: /data/test/Fidel_Castro_Daiz-Balart_30.jpg  \n",
      "  inflating: /data/test/Fidel_Castro_Daiz-Balart_31.jpg  \n",
      "  inflating: /data/test/Fidel_Castro_Daiz-Balart_40.jpg  \n",
      "  inflating: /data/test/Fidel_Castro_Daiz-Balart_41.jpg  \n",
      "  inflating: /data/test/Flavia_Pennetta_30.jpg  \n",
      "  inflating: /data/test/Flavia_Pennetta_31.jpg  \n",
      "  inflating: /data/test/Flavia_Pennetta_40.jpg  \n",
      "  inflating: /data/test/Flavia_Pennetta_41.jpg  \n",
      "  inflating: /data/test/Flavia_Pennetta_50.jpg  \n",
      "  inflating: /data/test/Flavia_Pennetta_51.jpg  \n",
      "  inflating: /data/test/Florecita_Cobian_00.jpg  \n",
      "  inflating: /data/test/Florecita_Cobian_01.jpg  \n",
      "  inflating: /data/test/Florecita_Cobian_10.jpg  \n",
      "  inflating: /data/test/Florecita_Cobian_11.jpg  \n",
      "  inflating: /data/test/Florecita_Cobian_20.jpg  \n",
      "  inflating: /data/test/Florecita_Cobian_21.jpg  \n",
      "  inflating: /data/test/Frances_Fisher_20.jpg  \n",
      "  inflating: /data/test/Frances_Fisher_21.jpg  \n",
      "  inflating: /data/test/Frances_Fisher_30.jpg  \n",
      "  inflating: /data/test/Frances_Fisher_31.jpg  \n",
      "  inflating: /data/test/Frances_Fisher_40.jpg  \n",
      "  inflating: /data/test/Frances_Fisher_41.jpg  \n",
      "  inflating: /data/test/Francis_Collins_00.jpg  \n",
      "  inflating: /data/test/Francis_Collins_01.jpg  \n",
      "  inflating: /data/test/Francis_Collins_10.jpg  \n",
      "  inflating: /data/test/Francis_Collins_11.jpg  \n",
      "  inflating: /data/test/Francis_Collins_20.jpg  \n",
      "  inflating: /data/test/Francis_Collins_21.jpg  \n",
      "  inflating: /data/test/Francis_Collins_40.jpg  \n",
      "  inflating: /data/test/Francis_Collins_41.jpg  \n",
      "  inflating: /data/test/Frank_Beamer_00.jpg  \n",
      "  inflating: /data/test/Frank_Beamer_01.jpg  \n",
      "  inflating: /data/test/Frank_Beamer_20.jpg  \n",
      "  inflating: /data/test/Frank_Beamer_21.jpg  \n",
      "  inflating: /data/test/Frank_Beamer_30.jpg  \n",
      "  inflating: /data/test/Frank_Beamer_31.jpg  \n",
      "  inflating: /data/test/Frank_Caliendo_10.jpg  \n",
      "  inflating: /data/test/Frank_Caliendo_11.jpg  \n",
      "  inflating: /data/test/Frank_Caliendo_30.jpg  \n",
      "  inflating: /data/test/Frank_Caliendo_31.jpg  \n",
      "  inflating: /data/test/Frank_Caliendo_40.jpg  \n",
      "  inflating: /data/test/Frank_Caliendo_41.jpg  \n",
      "  inflating: /data/test/Frank_Caliendo_50.jpg  \n",
      "  inflating: /data/test/Frank_Caliendo_51.jpg  \n",
      "  inflating: /data/test/Frank_Keating_30.jpg  \n",
      "  inflating: /data/test/Frank_Keating_31.jpg  \n",
      "  inflating: /data/test/Frank_Keating_40.jpg  \n",
      "  inflating: /data/test/Frank_Keating_41.jpg  \n",
      "  inflating: /data/test/Frank_Keating_50.jpg  \n",
      "  inflating: /data/test/Frank_Keating_51.jpg  \n",
      "  inflating: /data/test/Frank_Solich_10.jpg  \n",
      "  inflating: /data/test/Frank_Solich_11.jpg  \n",
      "  inflating: /data/test/Frank_Solich_20.jpg  \n",
      "  inflating: /data/test/Frank_Solich_21.jpg  \n",
      "  inflating: /data/test/Frank_Solich_30.jpg  \n",
      "  inflating: /data/test/Frank_Solich_31.jpg  \n",
      "  inflating: /data/test/Franz_Fischler_00.jpg  \n",
      "  inflating: /data/test/Franz_Fischler_01.jpg  \n",
      "  inflating: /data/test/Franz_Fischler_30.jpg  \n",
      "  inflating: /data/test/Franz_Fischler_31.jpg  \n",
      "  inflating: /data/test/Franz_Fischler_40.jpg  \n",
      "  inflating: /data/test/Franz_Fischler_41.jpg  \n",
      "  inflating: /data/test/Franz_Fischler_50.jpg  \n",
      "  inflating: /data/test/Franz_Fischler_51.jpg  \n",
      "  inflating: /data/test/Gabi_Zimmer_00.jpg  \n",
      "  inflating: /data/test/Gabi_Zimmer_01.jpg  \n",
      "  inflating: /data/test/Gabi_Zimmer_10.jpg  \n",
      "  inflating: /data/test/Gabi_Zimmer_11.jpg  \n",
      "  inflating: /data/test/Gabi_Zimmer_20.jpg  \n",
      "  inflating: /data/test/Gabi_Zimmer_21.jpg  \n",
      "  inflating: /data/test/Gabi_Zimmer_50.jpg  \n",
      "  inflating: /data/test/Gabi_Zimmer_51.jpg  \n",
      "  inflating: /data/test/Gary_Bettman_10.jpg  \n",
      "  inflating: /data/test/Gary_Bettman_11.jpg  \n",
      "  inflating: /data/test/Gary_Bettman_30.jpg  \n",
      "  inflating: /data/test/Gary_Bettman_31.jpg  \n",
      "  inflating: /data/test/Gary_Bettman_40.jpg  \n",
      "  inflating: /data/test/Gary_Bettman_41.jpg  \n",
      "  inflating: /data/test/Gary_Coleman_30.jpg  \n",
      "  inflating: /data/test/Gary_Coleman_31.jpg  \n",
      "  inflating: /data/test/Gary_Coleman_40.jpg  \n",
      "  inflating: /data/test/Gary_Coleman_41.jpg  \n",
      "  inflating: /data/test/Gary_Coleman_50.jpg  \n",
      "  inflating: /data/test/Gary_Coleman_51.jpg  \n",
      "  inflating: /data/test/Gary_Condit_00.jpg  \n",
      "  inflating: /data/test/Gary_Condit_01.jpg  \n",
      "  inflating: /data/test/Gary_Condit_10.jpg  \n",
      "  inflating: /data/test/Gary_Condit_11.jpg  \n",
      "  inflating: /data/test/Gary_Condit_30.jpg  \n",
      "  inflating: /data/test/Gary_Condit_31.jpg  \n",
      "  inflating: /data/test/Gene_Hackman_20.jpg  \n",
      "  inflating: /data/test/Gene_Hackman_21.jpg  \n",
      "  inflating: /data/test/Gene_Hackman_30.jpg  \n",
      "  inflating: /data/test/Gene_Hackman_31.jpg  \n",
      "  inflating: /data/test/Gene_Hackman_40.jpg  \n",
      "  inflating: /data/test/Gene_Hackman_41.jpg  \n",
      "  inflating: /data/test/Geoffrey_Rush_00.jpg  \n",
      "  inflating: /data/test/Geoffrey_Rush_01.jpg  \n",
      "  inflating: /data/test/Geoffrey_Rush_10.jpg  \n",
      "  inflating: /data/test/Geoffrey_Rush_11.jpg  \n",
      "  inflating: /data/test/Geoffrey_Rush_20.jpg  \n",
      "  inflating: /data/test/Geoffrey_Rush_21.jpg  \n",
      "  inflating: /data/test/George_Galloway_00.jpg  \n",
      "  inflating: /data/test/George_Galloway_01.jpg  \n",
      "  inflating: /data/test/George_Galloway_20.jpg  \n",
      "  inflating: /data/test/George_Galloway_21.jpg  \n",
      "  inflating: /data/test/George_Galloway_40.jpg  \n",
      "  inflating: /data/test/George_Galloway_41.jpg  \n",
      "  inflating: /data/test/George_Galloway_50.jpg  \n",
      "  inflating: /data/test/George_Galloway_51.jpg  \n",
      "  inflating: /data/test/George_Karl_10.jpg  \n",
      "  inflating: /data/test/George_Karl_11.jpg  \n",
      "  inflating: /data/test/George_Karl_20.jpg  \n",
      "  inflating: /data/test/George_Karl_21.jpg  \n",
      "  inflating: /data/test/George_Karl_50.jpg  \n",
      "  inflating: /data/test/George_Karl_51.jpg  \n",
      "  inflating: /data/test/GL_Peiris_00.jpg  \n",
      "  inflating: /data/test/GL_Peiris_01.jpg  \n",
      "  inflating: /data/test/GL_Peiris_10.jpg  \n",
      "  inflating: /data/test/GL_Peiris_11.jpg  \n",
      "  inflating: /data/test/GL_Peiris_30.jpg  \n",
      "  inflating: /data/test/GL_Peiris_31.jpg  \n",
      "  inflating: /data/test/Hanan_Ashrawi_10.jpg  \n",
      "  inflating: /data/test/Hanan_Ashrawi_11.jpg  \n",
      "  inflating: /data/test/Hanan_Ashrawi_20.jpg  \n",
      "  inflating: /data/test/Hanan_Ashrawi_21.jpg  \n",
      "  inflating: /data/test/Hanan_Ashrawi_40.jpg  \n",
      "  inflating: /data/test/Hanan_Ashrawi_41.jpg  \n",
      "  inflating: /data/test/Harrison_Ford_10.jpg  \n",
      "  inflating: /data/test/Harrison_Ford_11.jpg  \n",
      "  inflating: /data/test/Harrison_Ford_20.jpg  \n",
      "  inflating: /data/test/Harrison_Ford_21.jpg  \n",
      "  inflating: /data/test/Harrison_Ford_50.jpg  \n",
      "  inflating: /data/test/Harrison_Ford_51.jpg  \n",
      "  inflating: /data/test/Hassan_Nasrallah_30.jpg  \n",
      "  inflating: /data/test/Hassan_Nasrallah_31.jpg  \n",
      "  inflating: /data/test/Hassan_Nasrallah_40.jpg  \n",
      "  inflating: /data/test/Hassan_Nasrallah_41.jpg  \n",
      "  inflating: /data/test/Hassan_Nasrallah_50.jpg  \n",
      "  inflating: /data/test/Hassan_Nasrallah_51.jpg  \n",
      "  inflating: /data/test/Irene_Kahn_00.jpg  \n",
      "  inflating: /data/test/Irene_Kahn_01.jpg  \n",
      "  inflating: /data/test/Irene_Kahn_30.jpg  \n",
      "  inflating: /data/test/Irene_Kahn_31.jpg  \n",
      "  inflating: /data/test/Irene_Kahn_40.jpg  \n",
      "  inflating: /data/test/Irene_Kahn_41.jpg  \n",
      "  inflating: /data/test/Isabella_Rossellini_00.jpg  \n",
      "  inflating: /data/test/Isabella_Rossellini_01.jpg  \n",
      "  inflating: /data/test/Isabella_Rossellini_10.jpg  \n",
      "  inflating: /data/test/Isabella_Rossellini_11.jpg  \n",
      "  inflating: /data/test/Isabella_Rossellini_20.jpg  \n",
      "  inflating: /data/test/Isabella_Rossellini_21.jpg  \n",
      "  inflating: /data/test/Isabelle_Huppert_20.jpg  \n",
      "  inflating: /data/test/Isabelle_Huppert_21.jpg  \n",
      "  inflating: /data/test/Isabelle_Huppert_30.jpg  \n",
      "  inflating: /data/test/Isabelle_Huppert_31.jpg  \n",
      "  inflating: /data/test/Isabelle_Huppert_40.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/test/Isabelle_Huppert_41.jpg  \n",
      "  inflating: /data/test/Itzhak_Perlman_10.jpg  \n",
      "  inflating: /data/test/Itzhak_Perlman_11.jpg  \n",
      "  inflating: /data/test/Itzhak_Perlman_30.jpg  \n",
      "  inflating: /data/test/Itzhak_Perlman_31.jpg  \n",
      "  inflating: /data/test/Itzhak_Perlman_40.jpg  \n",
      "  inflating: /data/test/Itzhak_Perlman_41.jpg  \n",
      "  inflating: /data/test/Jack_Welch_10.jpg  \n",
      "  inflating: /data/test/Jack_Welch_11.jpg  \n",
      "  inflating: /data/test/Jack_Welch_30.jpg  \n",
      "  inflating: /data/test/Jack_Welch_31.jpg  \n",
      "  inflating: /data/test/Jack_Welch_40.jpg  \n",
      "  inflating: /data/test/Jack_Welch_41.jpg  \n",
      "  inflating: /data/test/Jack_Welch_50.jpg  \n",
      "  inflating: /data/test/Jack_Welch_51.jpg  \n",
      "  inflating: /data/test/Jackie_Sherrill_20.jpg  \n",
      "  inflating: /data/test/Jackie_Sherrill_21.jpg  \n",
      "  inflating: /data/test/Jackie_Sherrill_40.jpg  \n",
      "  inflating: /data/test/Jackie_Sherrill_41.jpg  \n",
      "  inflating: /data/test/Jackie_Sherrill_50.jpg  \n",
      "  inflating: /data/test/Jackie_Sherrill_51.jpg  \n",
      "  inflating: /data/test/Jacqueline_Gold_00.jpg  \n",
      "  inflating: /data/test/Jacqueline_Gold_01.jpg  \n",
      "  inflating: /data/test/Jacqueline_Gold_20.jpg  \n",
      "  inflating: /data/test/Jacqueline_Gold_21.jpg  \n",
      "  inflating: /data/test/Jacqueline_Gold_30.jpg  \n",
      "  inflating: /data/test/Jacqueline_Gold_31.jpg  \n",
      "  inflating: /data/test/Jafar_Umar_Thalib_00.jpg  \n",
      "  inflating: /data/test/Jafar_Umar_Thalib_01.jpg  \n",
      "  inflating: /data/test/Jafar_Umar_Thalib_20.jpg  \n",
      "  inflating: /data/test/Jafar_Umar_Thalib_21.jpg  \n",
      "  inflating: /data/test/Jafar_Umar_Thalib_30.jpg  \n",
      "  inflating: /data/test/Jafar_Umar_Thalib_31.jpg  \n",
      "  inflating: /data/test/Jafar_Umar_Thalib_50.jpg  \n",
      "  inflating: /data/test/Jafar_Umar_Thalib_51.jpg  \n",
      "  inflating: /data/test/Jaime_Pressly_00.jpg  \n",
      "  inflating: /data/test/Jaime_Pressly_01.jpg  \n",
      "  inflating: /data/test/Jaime_Pressly_10.jpg  \n",
      "  inflating: /data/test/Jaime_Pressly_11.jpg  \n",
      "  inflating: /data/test/Jaime_Pressly_40.jpg  \n",
      "  inflating: /data/test/Jaime_Pressly_41.jpg  \n",
      "  inflating: /data/test/Jake_Gyllenhaal_00.jpg  \n",
      "  inflating: /data/test/Jake_Gyllenhaal_01.jpg  \n",
      "  inflating: /data/test/Jake_Gyllenhaal_40.jpg  \n",
      "  inflating: /data/test/Jake_Gyllenhaal_41.jpg  \n",
      "  inflating: /data/test/Jake_Gyllenhaal_50.jpg  \n",
      "  inflating: /data/test/Jake_Gyllenhaal_51.jpg  \n",
      "  inflating: /data/test/Jake_Plummer_20.jpg  \n",
      "  inflating: /data/test/Jake_Plummer_21.jpg  \n",
      "  inflating: /data/test/Jake_Plummer_40.jpg  \n",
      "  inflating: /data/test/Jake_Plummer_41.jpg  \n",
      "  inflating: /data/test/Jake_Plummer_50.jpg  \n",
      "  inflating: /data/test/Jake_Plummer_51.jpg  \n",
      "  inflating: /data/test/James_Carville_00.jpg  \n",
      "  inflating: /data/test/James_Carville_01.jpg  \n",
      "  inflating: /data/test/James_Carville_10.jpg  \n",
      "  inflating: /data/test/James_Carville_11.jpg  \n",
      "  inflating: /data/test/James_Carville_30.jpg  \n",
      "  inflating: /data/test/James_Carville_31.jpg  \n",
      "  inflating: /data/test/James_Carville_50.jpg  \n",
      "  inflating: /data/test/James_Carville_51.jpg  \n",
      "  inflating: /data/test/James_Cunningham_00.jpg  \n",
      "  inflating: /data/test/James_Cunningham_01.jpg  \n",
      "  inflating: /data/test/James_Cunningham_20.jpg  \n",
      "  inflating: /data/test/James_Cunningham_21.jpg  \n",
      "  inflating: /data/test/James_Cunningham_30.jpg  \n",
      "  inflating: /data/test/James_Cunningham_31.jpg  \n",
      "  inflating: /data/test/James_Cunningham_40.jpg  \n",
      "  inflating: /data/test/James_Cunningham_41.jpg  \n",
      "  inflating: /data/test/James_Hoffa_10.jpg  \n",
      "  inflating: /data/test/James_Hoffa_11.jpg  \n",
      "  inflating: /data/test/James_Hoffa_20.jpg  \n",
      "  inflating: /data/test/James_Hoffa_21.jpg  \n",
      "  inflating: /data/test/James_Hoffa_40.jpg  \n",
      "  inflating: /data/test/James_Hoffa_41.jpg  \n",
      "  inflating: /data/test/James_Hoffa_50.jpg  \n",
      "  inflating: /data/test/James_Hoffa_51.jpg  \n",
      "  inflating: /data/test/James_Lockhart_00.jpg  \n",
      "  inflating: /data/test/James_Lockhart_01.jpg  \n",
      "  inflating: /data/test/James_Lockhart_10.jpg  \n",
      "  inflating: /data/test/James_Lockhart_11.jpg  \n",
      "  inflating: /data/test/James_Lockhart_50.jpg  \n",
      "  inflating: /data/test/James_Lockhart_51.jpg  \n",
      "  inflating: /data/test/James_McPherson_00.jpg  \n",
      "  inflating: /data/test/James_McPherson_01.jpg  \n",
      "  inflating: /data/test/James_McPherson_10.jpg  \n",
      "  inflating: /data/test/James_McPherson_11.jpg  \n",
      "  inflating: /data/test/James_McPherson_20.jpg  \n",
      "  inflating: /data/test/James_McPherson_21.jpg  \n",
      "  inflating: /data/test/James_Wolfensohn_00.jpg  \n",
      "  inflating: /data/test/James_Wolfensohn_01.jpg  \n",
      "  inflating: /data/test/James_Wolfensohn_20.jpg  \n",
      "  inflating: /data/test/James_Wolfensohn_21.jpg  \n",
      "  inflating: /data/test/James_Wolfensohn_30.jpg  \n",
      "  inflating: /data/test/James_Wolfensohn_31.jpg  \n",
      "  inflating: /data/test/James_Wolfensohn_50.jpg  \n",
      "  inflating: /data/test/James_Wolfensohn_51.jpg  \n",
      "  inflating: /data/test/Jan_Peter_Balkenende_00.jpg  \n",
      "  inflating: /data/test/Jan_Peter_Balkenende_01.jpg  \n",
      "  inflating: /data/test/Jan_Peter_Balkenende_10.jpg  \n",
      "  inflating: /data/test/Jan_Peter_Balkenende_11.jpg  \n",
      "  inflating: /data/test/Jan_Peter_Balkenende_30.jpg  \n",
      "  inflating: /data/test/Jan_Peter_Balkenende_31.jpg  \n",
      "  inflating: /data/test/Jan_Peter_Balkenende_50.jpg  \n",
      "  inflating: /data/test/Jan_Peter_Balkenende_51.jpg  \n",
      "  inflating: /data/test/Jane_Krakowski_00.jpg  \n",
      "  inflating: /data/test/Jane_Krakowski_01.jpg  \n",
      "  inflating: /data/test/Jane_Krakowski_10.jpg  \n",
      "  inflating: /data/test/Jane_Krakowski_11.jpg  \n",
      "  inflating: /data/test/Jane_Krakowski_40.jpg  \n",
      "  inflating: /data/test/Jane_Krakowski_41.jpg  \n",
      "  inflating: /data/test/Jane_Krakowski_50.jpg  \n",
      "  inflating: /data/test/Jane_Krakowski_51.jpg  \n",
      "  inflating: /data/test/Jane_Pauley_10.jpg  \n",
      "  inflating: /data/test/Jane_Pauley_11.jpg  \n",
      "  inflating: /data/test/Jane_Pauley_30.jpg  \n",
      "  inflating: /data/test/Jane_Pauley_31.jpg  \n",
      "  inflating: /data/test/Jane_Pauley_40.jpg  \n",
      "  inflating: /data/test/Jane_Pauley_41.jpg  \n",
      "  inflating: /data/test/Jane_Rooney_00.jpg  \n",
      "  inflating: /data/test/Jane_Rooney_01.jpg  \n",
      "  inflating: /data/test/Jane_Rooney_10.jpg  \n",
      "  inflating: /data/test/Jane_Rooney_11.jpg  \n",
      "  inflating: /data/test/Jane_Rooney_20.jpg  \n",
      "  inflating: /data/test/Jane_Rooney_21.jpg  \n",
      "  inflating: /data/test/Janis_Ruth_Coulter_00.jpg  \n",
      "  inflating: /data/test/Janis_Ruth_Coulter_01.jpg  \n",
      "  inflating: /data/test/Janis_Ruth_Coulter_20.jpg  \n",
      "  inflating: /data/test/Janis_Ruth_Coulter_21.jpg  \n",
      "  inflating: /data/test/Janis_Ruth_Coulter_40.jpg  \n",
      "  inflating: /data/test/Janis_Ruth_Coulter_41.jpg  \n",
      "  inflating: /data/test/Janis_Ruth_Coulter_50.jpg  \n",
      "  inflating: /data/test/Janis_Ruth_Coulter_51.jpg  \n",
      "  inflating: /data/test/JK_Rowling_20.jpg  \n",
      "  inflating: /data/test/JK_Rowling_21.jpg  \n",
      "  inflating: /data/test/JK_Rowling_30.jpg  \n",
      "  inflating: /data/test/JK_Rowling_31.jpg  \n",
      "  inflating: /data/test/JK_Rowling_40.jpg  \n",
      "  inflating: /data/test/JK_Rowling_41.jpg  \n",
      "  inflating: /data/test/JK_Rowling_50.jpg  \n",
      "  inflating: /data/test/JK_Rowling_51.jpg  \n",
      "  inflating: /data/test/Kate_Capshaw_10.jpg  \n",
      "  inflating: /data/test/Kate_Capshaw_11.jpg  \n",
      "  inflating: /data/test/Kate_Capshaw_20.jpg  \n",
      "  inflating: /data/test/Kate_Capshaw_21.jpg  \n",
      "  inflating: /data/test/Kate_Capshaw_40.jpg  \n",
      "  inflating: /data/test/Kate_Capshaw_41.jpg  \n",
      "  inflating: /data/test/Kate_Winslet_00.jpg  \n",
      "  inflating: /data/test/Kate_Winslet_01.jpg  \n",
      "  inflating: /data/test/Kate_Winslet_10.jpg  \n",
      "  inflating: /data/test/Kate_Winslet_11.jpg  \n",
      "  inflating: /data/test/Kate_Winslet_50.jpg  \n",
      "  inflating: /data/test/Kate_Winslet_51.jpg  \n",
      "  inflating: /data/test/Katharine_Hepburn_10.jpg  \n",
      "  inflating: /data/test/Katharine_Hepburn_11.jpg  \n",
      "  inflating: /data/test/Katharine_Hepburn_30.jpg  \n",
      "  inflating: /data/test/Katharine_Hepburn_31.jpg  \n",
      "  inflating: /data/test/Katharine_Hepburn_40.jpg  \n",
      "  inflating: /data/test/Katharine_Hepburn_41.jpg  \n",
      "  inflating: /data/test/Kathryn_Morris_10.jpg  \n",
      "  inflating: /data/test/Kathryn_Morris_11.jpg  \n",
      "  inflating: /data/test/Kathryn_Morris_20.jpg  \n",
      "  inflating: /data/test/Kathryn_Morris_21.jpg  \n",
      "  inflating: /data/test/Kathryn_Morris_40.jpg  \n",
      "  inflating: /data/test/Kathryn_Morris_41.jpg  \n",
      "  inflating: /data/test/Kathryn_Morris_50.jpg  \n",
      "  inflating: /data/test/Kathryn_Morris_51.jpg  \n",
      "  inflating: /data/test/Katja_Riemann_00.jpg  \n",
      "  inflating: /data/test/Katja_Riemann_01.jpg  \n",
      "  inflating: /data/test/Katja_Riemann_10.jpg  \n",
      "  inflating: /data/test/Katja_Riemann_11.jpg  \n",
      "  inflating: /data/test/Katja_Riemann_20.jpg  \n",
      "  inflating: /data/test/Katja_Riemann_21.jpg  \n",
      "  inflating: /data/test/Keith_Olbermann_00.jpg  \n",
      "  inflating: /data/test/Keith_Olbermann_01.jpg  \n",
      "  inflating: /data/test/Keith_Olbermann_10.jpg  \n",
      "  inflating: /data/test/Keith_Olbermann_11.jpg  \n",
      "  inflating: /data/test/Keith_Olbermann_20.jpg  \n",
      "  inflating: /data/test/Keith_Olbermann_21.jpg  \n",
      "  inflating: /data/test/Keith_Olbermann_50.jpg  \n",
      "  inflating: /data/test/Keith_Olbermann_51.jpg  \n",
      "  inflating: /data/test/Keith_Tyson_00.jpg  \n",
      "  inflating: /data/test/Keith_Tyson_01.jpg  \n",
      "  inflating: /data/test/Keith_Tyson_10.jpg  \n",
      "  inflating: /data/test/Keith_Tyson_11.jpg  \n",
      "  inflating: /data/test/Keith_Tyson_20.jpg  \n",
      "  inflating: /data/test/Keith_Tyson_21.jpg  \n",
      "  inflating: /data/test/Kemal_Dervis_00.jpg  \n",
      "  inflating: /data/test/Kemal_Dervis_01.jpg  \n",
      "  inflating: /data/test/Kemal_Dervis_10.jpg  \n",
      "  inflating: /data/test/Kemal_Dervis_11.jpg  \n",
      "  inflating: /data/test/Kemal_Dervis_30.jpg  \n",
      "  inflating: /data/test/Kemal_Dervis_31.jpg  \n",
      "  inflating: /data/test/Kevin_Satterfield_00.jpg  \n",
      "  inflating: /data/test/Kevin_Satterfield_01.jpg  \n",
      "  inflating: /data/test/Kevin_Satterfield_10.jpg  \n",
      "  inflating: /data/test/Kevin_Satterfield_11.jpg  \n",
      "  inflating: /data/test/Kevin_Satterfield_20.jpg  \n",
      "  inflating: /data/test/Kevin_Satterfield_21.jpg  \n",
      "  inflating: /data/test/Kieran_Culkin_00.jpg  \n",
      "  inflating: /data/test/Kieran_Culkin_01.jpg  \n",
      "  inflating: /data/test/Kieran_Culkin_10.jpg  \n",
      "  inflating: /data/test/Kieran_Culkin_11.jpg  \n",
      "  inflating: /data/test/Kieran_Culkin_20.jpg  \n",
      "  inflating: /data/test/Kieran_Culkin_21.jpg  \n",
      "  inflating: /data/test/Kirk_Ferentz_00.jpg  \n",
      "  inflating: /data/test/Kirk_Ferentz_01.jpg  \n",
      "  inflating: /data/test/Kirk_Ferentz_20.jpg  \n",
      "  inflating: /data/test/Kirk_Ferentz_21.jpg  \n",
      "  inflating: /data/test/Kirk_Ferentz_40.jpg  \n",
      "  inflating: /data/test/Kirk_Ferentz_41.jpg  \n",
      "  inflating: /data/test/Kirk_Ferentz_50.jpg  \n",
      "  inflating: /data/test/Kirk_Ferentz_51.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/test/Kirsten_Dunst_00.jpg  \n",
      "  inflating: /data/test/Kirsten_Dunst_01.jpg  \n",
      "  inflating: /data/test/Kirsten_Dunst_20.jpg  \n",
      "  inflating: /data/test/Kirsten_Dunst_21.jpg  \n",
      "  inflating: /data/test/Kirsten_Dunst_30.jpg  \n",
      "  inflating: /data/test/Kirsten_Dunst_31.jpg  \n",
      "  inflating: /data/test/Kit_Bond_10.jpg  \n",
      "  inflating: /data/test/Kit_Bond_11.jpg  \n",
      "  inflating: /data/test/Kit_Bond_20.jpg  \n",
      "  inflating: /data/test/Kit_Bond_21.jpg  \n",
      "  inflating: /data/test/Kit_Bond_30.jpg  \n",
      "  inflating: /data/test/Kit_Bond_31.jpg  \n",
      "  inflating: /data/test/Kit_Bond_50.jpg  \n",
      "  inflating: /data/test/Kit_Bond_51.jpg  \n",
      "  inflating: /data/test/Kristen_Breitweiser_00.jpg  \n",
      "  inflating: /data/test/Kristen_Breitweiser_01.jpg  \n",
      "  inflating: /data/test/Kristen_Breitweiser_10.jpg  \n",
      "  inflating: /data/test/Kristen_Breitweiser_11.jpg  \n",
      "  inflating: /data/test/Kristen_Breitweiser_20.jpg  \n",
      "  inflating: /data/test/Kristen_Breitweiser_21.jpg  \n",
      "  inflating: /data/test/Kristen_Breitweiser_50.jpg  \n",
      "  inflating: /data/test/Kristen_Breitweiser_51.jpg  \n",
      "  inflating: /data/test/Kristin_Chenoweth_10.jpg  \n",
      "  inflating: /data/test/Kristin_Chenoweth_11.jpg  \n",
      "  inflating: /data/test/Kristin_Chenoweth_40.jpg  \n",
      "  inflating: /data/test/Kristin_Chenoweth_41.jpg  \n",
      "  inflating: /data/test/Kristin_Chenoweth_50.jpg  \n",
      "  inflating: /data/test/Kristin_Chenoweth_51.jpg  \n",
      "  inflating: /data/test/Kristin_Scott_10.jpg  \n",
      "  inflating: /data/test/Kristin_Scott_11.jpg  \n",
      "  inflating: /data/test/Kristin_Scott_40.jpg  \n",
      "  inflating: /data/test/Kristin_Scott_41.jpg  \n",
      "  inflating: /data/test/Kristin_Scott_50.jpg  \n",
      "  inflating: /data/test/Kristin_Scott_51.jpg  \n",
      "  inflating: /data/test/Kristy_Curry_00.jpg  \n",
      "  inflating: /data/test/Kristy_Curry_01.jpg  \n",
      "  inflating: /data/test/Kristy_Curry_20.jpg  \n",
      "  inflating: /data/test/Kristy_Curry_21.jpg  \n",
      "  inflating: /data/test/Kristy_Curry_30.jpg  \n",
      "  inflating: /data/test/Kristy_Curry_31.jpg  \n",
      "  inflating: /data/test/Kurt_Warner_00.jpg  \n",
      "  inflating: /data/test/Kurt_Warner_01.jpg  \n",
      "  inflating: /data/test/Kurt_Warner_10.jpg  \n",
      "  inflating: /data/test/Kurt_Warner_11.jpg  \n",
      "  inflating: /data/test/Kurt_Warner_40.jpg  \n",
      "  inflating: /data/test/Kurt_Warner_41.jpg  \n",
      "  inflating: /data/test/Kweisi_Mfume_00.jpg  \n",
      "  inflating: /data/test/Kweisi_Mfume_01.jpg  \n",
      "  inflating: /data/test/Kweisi_Mfume_10.jpg  \n",
      "  inflating: /data/test/Kweisi_Mfume_11.jpg  \n",
      "  inflating: /data/test/Kweisi_Mfume_40.jpg  \n",
      "  inflating: /data/test/Kweisi_Mfume_41.jpg  \n",
      "  inflating: /data/test/Kweisi_Mfume_50.jpg  \n",
      "  inflating: /data/test/Kweisi_Mfume_51.jpg  \n",
      "  inflating: /data/test/Kyle_Shewfelt_00.jpg  \n",
      "  inflating: /data/test/Kyle_Shewfelt_01.jpg  \n",
      "  inflating: /data/test/Kyle_Shewfelt_10.jpg  \n",
      "  inflating: /data/test/Kyle_Shewfelt_11.jpg  \n",
      "  inflating: /data/test/Kyle_Shewfelt_20.jpg  \n",
      "  inflating: /data/test/Kyle_Shewfelt_21.jpg  \n",
      "  inflating: /data/test/Kyle_Shewfelt_40.jpg  \n",
      "  inflating: /data/test/Kyle_Shewfelt_41.jpg  \n",
      "  inflating: /data/test/Larry_Flynt_00.jpg  \n",
      "  inflating: /data/test/Larry_Flynt_01.jpg  \n",
      "  inflating: /data/test/Larry_Flynt_10.jpg  \n",
      "  inflating: /data/test/Larry_Flynt_11.jpg  \n",
      "  inflating: /data/test/Larry_Flynt_20.jpg  \n",
      "  inflating: /data/test/Larry_Flynt_21.jpg  \n",
      "  inflating: /data/test/Laura_Bozzo_00.jpg  \n",
      "  inflating: /data/test/Laura_Bozzo_01.jpg  \n",
      "  inflating: /data/test/Laura_Bozzo_10.jpg  \n",
      "  inflating: /data/test/Laura_Bozzo_11.jpg  \n",
      "  inflating: /data/test/Laura_Bozzo_40.jpg  \n",
      "  inflating: /data/test/Laura_Bozzo_41.jpg  \n",
      "  inflating: /data/test/Laura_Bush_10.jpg  \n",
      "  inflating: /data/test/Laura_Bush_11.jpg  \n",
      "  inflating: /data/test/Laura_Bush_20.jpg  \n",
      "  inflating: /data/test/Laura_Bush_21.jpg  \n",
      "  inflating: /data/test/Laura_Bush_40.jpg  \n",
      "  inflating: /data/test/Laura_Bush_41.jpg  \n",
      "  inflating: /data/test/Laura_Bush_50.jpg  \n",
      "  inflating: /data/test/Laura_Bush_51.jpg  \n",
      "  inflating: /data/test/Laura_Elena_Harring_00.jpg  \n",
      "  inflating: /data/test/Laura_Elena_Harring_01.jpg  \n",
      "  inflating: /data/test/Laura_Elena_Harring_20.jpg  \n",
      "  inflating: /data/test/Laura_Elena_Harring_21.jpg  \n",
      "  inflating: /data/test/Laura_Elena_Harring_40.jpg  \n",
      "  inflating: /data/test/Laura_Elena_Harring_41.jpg  \n",
      "  inflating: /data/test/Laura_Elena_Harring_50.jpg  \n",
      "  inflating: /data/test/Laura_Elena_Harring_51.jpg  \n",
      "  inflating: /data/test/Laurence_Fishburne_20.jpg  \n",
      "  inflating: /data/test/Laurence_Fishburne_21.jpg  \n",
      "  inflating: /data/test/Laurence_Fishburne_40.jpg  \n",
      "  inflating: /data/test/Laurence_Fishburne_41.jpg  \n",
      "  inflating: /data/test/Laurence_Fishburne_50.jpg  \n",
      "  inflating: /data/test/Laurence_Fishburne_51.jpg  \n",
      "  inflating: /data/test/Lee_Baca_00.jpg  \n",
      "  inflating: /data/test/Lee_Baca_01.jpg  \n",
      "  inflating: /data/test/Lee_Baca_10.jpg  \n",
      "  inflating: /data/test/Lee_Baca_11.jpg  \n",
      "  inflating: /data/test/Lee_Baca_40.jpg  \n",
      "  inflating: /data/test/Lee_Baca_41.jpg  \n",
      "  inflating: /data/test/Lene_Espersen_10.jpg  \n",
      "  inflating: /data/test/Lene_Espersen_11.jpg  \n",
      "  inflating: /data/test/Lene_Espersen_20.jpg  \n",
      "  inflating: /data/test/Lene_Espersen_21.jpg  \n",
      "  inflating: /data/test/Lene_Espersen_40.jpg  \n",
      "  inflating: /data/test/Lene_Espersen_41.jpg  \n",
      "  inflating: /data/test/Lesia_Burlak_00.jpg  \n",
      "  inflating: /data/test/Lesia_Burlak_01.jpg  \n",
      "  inflating: /data/test/Lesia_Burlak_20.jpg  \n",
      "  inflating: /data/test/Lesia_Burlak_21.jpg  \n",
      "  inflating: /data/test/Lesia_Burlak_30.jpg  \n",
      "  inflating: /data/test/Lesia_Burlak_31.jpg  \n",
      "  inflating: /data/test/Lester_Holt_00.jpg  \n",
      "  inflating: /data/test/Lester_Holt_01.jpg  \n",
      "  inflating: /data/test/Lester_Holt_30.jpg  \n",
      "  inflating: /data/test/Lester_Holt_31.jpg  \n",
      "  inflating: /data/test/Lester_Holt_40.jpg  \n",
      "  inflating: /data/test/Lester_Holt_41.jpg  \n",
      "  inflating: /data/test/Leszek_Miller_00.jpg  \n",
      "  inflating: /data/test/Leszek_Miller_01.jpg  \n",
      "  inflating: /data/test/Leszek_Miller_10.jpg  \n",
      "  inflating: /data/test/Leszek_Miller_11.jpg  \n",
      "  inflating: /data/test/Leszek_Miller_30.jpg  \n",
      "  inflating: /data/test/Leszek_Miller_31.jpg  \n",
      "  inflating: /data/test/Leticia_Van_de_Putte_00.jpg  \n",
      "  inflating: /data/test/Leticia_Van_de_Putte_01.jpg  \n",
      "  inflating: /data/test/Leticia_Van_de_Putte_10.jpg  \n",
      "  inflating: /data/test/Leticia_Van_de_Putte_11.jpg  \n",
      "  inflating: /data/test/Leticia_Van_de_Putte_40.jpg  \n",
      "  inflating: /data/test/Leticia_Van_de_Putte_41.jpg  \n",
      "  inflating: /data/test/Leuris_Pupo_00.jpg  \n",
      "  inflating: /data/test/Leuris_Pupo_01.jpg  \n",
      "  inflating: /data/test/Leuris_Pupo_20.jpg  \n",
      "  inflating: /data/test/Leuris_Pupo_21.jpg  \n",
      "  inflating: /data/test/Leuris_Pupo_30.jpg  \n",
      "  inflating: /data/test/Leuris_Pupo_31.jpg  \n",
      "  inflating: /data/test/Leuris_Pupo_40.jpg  \n",
      "  inflating: /data/test/Leuris_Pupo_41.jpg  \n",
      "  inflating: /data/test/Li_Zhaoxing_00.jpg  \n",
      "  inflating: /data/test/Li_Zhaoxing_01.jpg  \n",
      "  inflating: /data/test/Li_Zhaoxing_30.jpg  \n",
      "  inflating: /data/test/Li_Zhaoxing_31.jpg  \n",
      "  inflating: /data/test/Li_Zhaoxing_40.jpg  \n",
      "  inflating: /data/test/Li_Zhaoxing_41.jpg  \n",
      "  inflating: /data/test/Lincoln_Chafee_20.jpg  \n",
      "  inflating: /data/test/Lincoln_Chafee_21.jpg  \n",
      "  inflating: /data/test/Lincoln_Chafee_30.jpg  \n",
      "  inflating: /data/test/Lincoln_Chafee_31.jpg  \n",
      "  inflating: /data/test/Lincoln_Chafee_50.jpg  \n",
      "  inflating: /data/test/Lincoln_Chafee_51.jpg  \n",
      "  inflating: /data/test/Linda_Dano_00.jpg  \n",
      "  inflating: /data/test/Linda_Dano_01.jpg  \n",
      "  inflating: /data/test/Linda_Dano_20.jpg  \n",
      "  inflating: /data/test/Linda_Dano_21.jpg  \n",
      "  inflating: /data/test/Linda_Dano_30.jpg  \n",
      "  inflating: /data/test/Linda_Dano_31.jpg  \n",
      "  inflating: /data/test/Linda_Dano_50.jpg  \n",
      "  inflating: /data/test/Linda_Dano_51.jpg  \n",
      "  inflating: /data/test/Linda_Franklin_00.jpg  \n",
      "  inflating: /data/test/Linda_Franklin_01.jpg  \n",
      "  inflating: /data/test/Linda_Franklin_10.jpg  \n",
      "  inflating: /data/test/Linda_Franklin_11.jpg  \n",
      "  inflating: /data/test/Linda_Franklin_20.jpg  \n",
      "  inflating: /data/test/Linda_Franklin_21.jpg  \n",
      "  inflating: /data/test/Linda_Franklin_40.jpg  \n",
      "  inflating: /data/test/Linda_Franklin_41.jpg  \n",
      "  inflating: /data/test/Linda_Sanchez_00.jpg  \n",
      "  inflating: /data/test/Linda_Sanchez_01.jpg  \n",
      "  inflating: /data/test/Linda_Sanchez_10.jpg  \n",
      "  inflating: /data/test/Linda_Sanchez_11.jpg  \n",
      "  inflating: /data/test/Linda_Sanchez_20.jpg  \n",
      "  inflating: /data/test/Linda_Sanchez_21.jpg  \n",
      "  inflating: /data/test/Linda_Sanchez_40.jpg  \n",
      "  inflating: /data/test/Linda_Sanchez_41.jpg  \n",
      "  inflating: /data/test/Lindsey_Graham_00.jpg  \n",
      "  inflating: /data/test/Lindsey_Graham_01.jpg  \n",
      "  inflating: /data/test/Lindsey_Graham_10.jpg  \n",
      "  inflating: /data/test/Lindsey_Graham_11.jpg  \n",
      "  inflating: /data/test/Lindsey_Graham_20.jpg  \n",
      "  inflating: /data/test/Lindsey_Graham_21.jpg  \n",
      "  inflating: /data/test/Lindsey_Graham_30.jpg  \n",
      "  inflating: /data/test/Lindsey_Graham_31.jpg  \n",
      "  inflating: /data/test/Lino_Oviedo_00.jpg  \n",
      "  inflating: /data/test/Lino_Oviedo_01.jpg  \n",
      "  inflating: /data/test/Lino_Oviedo_30.jpg  \n",
      "  inflating: /data/test/Lino_Oviedo_31.jpg  \n",
      "  inflating: /data/test/Lino_Oviedo_50.jpg  \n",
      "  inflating: /data/test/Lino_Oviedo_51.jpg  \n",
      "  inflating: /data/test/Lisa_Ling_00.jpg  \n",
      "  inflating: /data/test/Lisa_Ling_01.jpg  \n",
      "  inflating: /data/test/Lisa_Ling_10.jpg  \n",
      "  inflating: /data/test/Lisa_Ling_11.jpg  \n",
      "  inflating: /data/test/Lisa_Ling_20.jpg  \n",
      "  inflating: /data/test/Lisa_Ling_21.jpg  \n",
      "  inflating: /data/test/Liu_Ye_00.jpg  \n",
      "  inflating: /data/test/Liu_Ye_01.jpg  \n",
      "  inflating: /data/test/Liu_Ye_10.jpg  \n",
      "  inflating: /data/test/Liu_Ye_11.jpg  \n",
      "  inflating: /data/test/Liu_Ye_20.jpg  \n",
      "  inflating: /data/test/Liu_Ye_21.jpg  \n",
      "  inflating: /data/test/Liu_Ye_50.jpg  \n",
      "  inflating: /data/test/Liu_Ye_51.jpg  \n",
      "  inflating: /data/test/Loretta_Lynn_Harper_00.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/test/Loretta_Lynn_Harper_01.jpg  \n",
      "  inflating: /data/test/Loretta_Lynn_Harper_30.jpg  \n",
      "  inflating: /data/test/Loretta_Lynn_Harper_31.jpg  \n",
      "  inflating: /data/test/Loretta_Lynn_Harper_40.jpg  \n",
      "  inflating: /data/test/Loretta_Lynn_Harper_41.jpg  \n",
      "  inflating: /data/test/Loretta_Lynn_Harper_50.jpg  \n",
      "  inflating: /data/test/Loretta_Lynn_Harper_51.jpg  \n",
      "  inflating: /data/test/Louis_Van_Gaal_00.jpg  \n",
      "  inflating: /data/test/Louis_Van_Gaal_01.jpg  \n",
      "  inflating: /data/test/Louis_Van_Gaal_10.jpg  \n",
      "  inflating: /data/test/Louis_Van_Gaal_11.jpg  \n",
      "  inflating: /data/test/Louis_Van_Gaal_40.jpg  \n",
      "  inflating: /data/test/Louis_Van_Gaal_41.jpg  \n",
      "  inflating: /data/test/Louisa_Baileche_00.jpg  \n",
      "  inflating: /data/test/Louisa_Baileche_01.jpg  \n",
      "  inflating: /data/test/Louisa_Baileche_10.jpg  \n",
      "  inflating: /data/test/Louisa_Baileche_11.jpg  \n",
      "  inflating: /data/test/Louisa_Baileche_20.jpg  \n",
      "  inflating: /data/test/Louisa_Baileche_21.jpg  \n",
      "  inflating: /data/test/Luc_Montagnier_20.jpg  \n",
      "  inflating: /data/test/Luc_Montagnier_21.jpg  \n",
      "  inflating: /data/test/Luc_Montagnier_40.jpg  \n",
      "  inflating: /data/test/Luc_Montagnier_41.jpg  \n",
      "  inflating: /data/test/Luc_Montagnier_50.jpg  \n",
      "  inflating: /data/test/Luc_Montagnier_51.jpg  \n",
      "  inflating: /data/test/Lucia_Kenny_Anthony_00.jpg  \n",
      "  inflating: /data/test/Lucia_Kenny_Anthony_01.jpg  \n",
      "  inflating: /data/test/Lucia_Kenny_Anthony_10.jpg  \n",
      "  inflating: /data/test/Lucia_Kenny_Anthony_11.jpg  \n",
      "  inflating: /data/test/Lucia_Kenny_Anthony_40.jpg  \n",
      "  inflating: /data/test/Lucia_Kenny_Anthony_41.jpg  \n",
      "  inflating: /data/test/Lucia_Kenny_Anthony_50.jpg  \n",
      "  inflating: /data/test/Lucia_Kenny_Anthony_51.jpg  \n",
      "  inflating: /data/test/Lucio_Stanca_00.jpg  \n",
      "  inflating: /data/test/Lucio_Stanca_01.jpg  \n",
      "  inflating: /data/test/Lucio_Stanca_20.jpg  \n",
      "  inflating: /data/test/Lucio_Stanca_21.jpg  \n",
      "  inflating: /data/test/Lucio_Stanca_30.jpg  \n",
      "  inflating: /data/test/Lucio_Stanca_31.jpg  \n",
      "  inflating: /data/test/Lucio_Stanca_40.jpg  \n",
      "  inflating: /data/test/Lucio_Stanca_41.jpg  \n",
      "  inflating: /data/test/Luis_Ernesto_Derbez_Bautista_00.jpg  \n",
      "  inflating: /data/test/Luis_Ernesto_Derbez_Bautista_01.jpg  \n",
      "  inflating: /data/test/Luis_Ernesto_Derbez_Bautista_10.jpg  \n",
      "  inflating: /data/test/Luis_Ernesto_Derbez_Bautista_11.jpg  \n",
      "  inflating: /data/test/Luis_Ernesto_Derbez_Bautista_50.jpg  \n",
      "  inflating: /data/test/Luis_Ernesto_Derbez_Bautista_51.jpg  \n",
      "  inflating: /data/test/Luis_Fonsi_20.jpg  \n",
      "  inflating: /data/test/Luis_Fonsi_21.jpg  \n",
      "  inflating: /data/test/Luis_Fonsi_40.jpg  \n",
      "  inflating: /data/test/Luis_Fonsi_41.jpg  \n",
      "  inflating: /data/test/Luis_Fonsi_50.jpg  \n",
      "  inflating: /data/test/Luis_Fonsi_51.jpg  \n",
      "  inflating: /data/test/Lyle_Lovett_20.jpg  \n",
      "  inflating: /data/test/Lyle_Lovett_21.jpg  \n",
      "  inflating: /data/test/Lyle_Lovett_40.jpg  \n",
      "  inflating: /data/test/Lyle_Lovett_41.jpg  \n",
      "  inflating: /data/test/Lyle_Lovett_50.jpg  \n",
      "  inflating: /data/test/Lyle_Lovett_51.jpg  \n",
      "  inflating: /data/test/Mack_Brown_00.jpg  \n",
      "  inflating: /data/test/Mack_Brown_01.jpg  \n",
      "  inflating: /data/test/Mack_Brown_40.jpg  \n",
      "  inflating: /data/test/Mack_Brown_41.jpg  \n",
      "  inflating: /data/test/Mack_Brown_50.jpg  \n",
      "  inflating: /data/test/Mack_Brown_51.jpg  \n",
      "  inflating: /data/test/Maggie_Cheung_00.jpg  \n",
      "  inflating: /data/test/Maggie_Cheung_01.jpg  \n",
      "  inflating: /data/test/Maggie_Cheung_30.jpg  \n",
      "  inflating: /data/test/Maggie_Cheung_31.jpg  \n",
      "  inflating: /data/test/Maggie_Cheung_50.jpg  \n",
      "  inflating: /data/test/Maggie_Cheung_51.jpg  \n",
      "  inflating: /data/test/Maggie_Smith_00.jpg  \n",
      "  inflating: /data/test/Maggie_Smith_01.jpg  \n",
      "  inflating: /data/test/Maggie_Smith_30.jpg  \n",
      "  inflating: /data/test/Maggie_Smith_31.jpg  \n",
      "  inflating: /data/test/Maggie_Smith_40.jpg  \n",
      "  inflating: /data/test/Maggie_Smith_41.jpg  \n",
      "  inflating: /data/test/Mahathir_Mohamad_00.jpg  \n",
      "  inflating: /data/test/Mahathir_Mohamad_01.jpg  \n",
      "  inflating: /data/test/Mahathir_Mohamad_10.jpg  \n",
      "  inflating: /data/test/Mahathir_Mohamad_11.jpg  \n",
      "  inflating: /data/test/Mahathir_Mohamad_20.jpg  \n",
      "  inflating: /data/test/Mahathir_Mohamad_21.jpg  \n",
      "  inflating: /data/test/Mahathir_Mohamad_30.jpg  \n",
      "  inflating: /data/test/Mahathir_Mohamad_31.jpg  \n",
      "  inflating: /data/test/Malcolm_Jamal_Warner_00.jpg  \n",
      "  inflating: /data/test/Malcolm_Jamal_Warner_01.jpg  \n",
      "  inflating: /data/test/Malcolm_Jamal_Warner_10.jpg  \n",
      "  inflating: /data/test/Malcolm_Jamal_Warner_11.jpg  \n",
      "  inflating: /data/test/Malcolm_Jamal_Warner_20.jpg  \n",
      "  inflating: /data/test/Malcolm_Jamal_Warner_21.jpg  \n",
      "  inflating: /data/test/Manuel_Pellegrini_10.jpg  \n",
      "  inflating: /data/test/Manuel_Pellegrini_11.jpg  \n",
      "  inflating: /data/test/Manuel_Pellegrini_20.jpg  \n",
      "  inflating: /data/test/Manuel_Pellegrini_21.jpg  \n",
      "  inflating: /data/test/Manuel_Pellegrini_30.jpg  \n",
      "  inflating: /data/test/Manuel_Pellegrini_31.jpg  \n",
      "  inflating: /data/test/Marc_Anthony_10.jpg  \n",
      "  inflating: /data/test/Marc_Anthony_11.jpg  \n",
      "  inflating: /data/test/Marc_Anthony_20.jpg  \n",
      "  inflating: /data/test/Marc_Anthony_21.jpg  \n",
      "  inflating: /data/test/Marc_Anthony_50.jpg  \n",
      "  inflating: /data/test/Marc_Anthony_51.jpg  \n",
      "  inflating: /data/test/Marc_Racicot_00.jpg  \n",
      "  inflating: /data/test/Marc_Racicot_01.jpg  \n",
      "  inflating: /data/test/Marc_Racicot_20.jpg  \n",
      "  inflating: /data/test/Marc_Racicot_21.jpg  \n",
      "  inflating: /data/test/Marc_Racicot_40.jpg  \n",
      "  inflating: /data/test/Marc_Racicot_41.jpg  \n",
      "  inflating: /data/test/Marc_Racicot_50.jpg  \n",
      "  inflating: /data/test/Marc_Racicot_51.jpg  \n",
      "  inflating: /data/test/Marc_Shaiman_10.jpg  \n",
      "  inflating: /data/test/Marc_Shaiman_11.jpg  \n",
      "  inflating: /data/test/Marc_Shaiman_20.jpg  \n",
      "  inflating: /data/test/Marc_Shaiman_21.jpg  \n",
      "  inflating: /data/test/Marc_Shaiman_30.jpg  \n",
      "  inflating: /data/test/Marc_Shaiman_31.jpg  \n",
      "  inflating: /data/test/Margaret_Thatcher_10.jpg  \n",
      "  inflating: /data/test/Margaret_Thatcher_11.jpg  \n",
      "  inflating: /data/test/Margaret_Thatcher_30.jpg  \n",
      "  inflating: /data/test/Margaret_Thatcher_31.jpg  \n",
      "  inflating: /data/test/Margaret_Thatcher_40.jpg  \n",
      "  inflating: /data/test/Margaret_Thatcher_41.jpg  \n",
      "  inflating: /data/test/Margaret_Thatcher_50.jpg  \n",
      "  inflating: /data/test/Margaret_Thatcher_51.jpg  \n",
      "  inflating: /data/test/Maria_Soledad_Alvear_Valenzuela_10.jpg  \n",
      "  inflating: /data/test/Maria_Soledad_Alvear_Valenzuela_11.jpg  \n",
      "  inflating: /data/test/Maria_Soledad_Alvear_Valenzuela_30.jpg  \n",
      "  inflating: /data/test/Maria_Soledad_Alvear_Valenzuela_31.jpg  \n",
      "  inflating: /data/test/Maria_Soledad_Alvear_Valenzuela_40.jpg  \n",
      "  inflating: /data/test/Maria_Soledad_Alvear_Valenzuela_41.jpg  \n",
      "  inflating: /data/test/Mariana_Ohata_00.jpg  \n",
      "  inflating: /data/test/Mariana_Ohata_01.jpg  \n",
      "  inflating: /data/test/Mariana_Ohata_20.jpg  \n",
      "  inflating: /data/test/Mariana_Ohata_21.jpg  \n",
      "  inflating: /data/test/Mariana_Ohata_30.jpg  \n",
      "  inflating: /data/test/Mariana_Ohata_31.jpg  \n",
      "  inflating: /data/test/Marieta_Chrousala_00.jpg  \n",
      "  inflating: /data/test/Marieta_Chrousala_01.jpg  \n",
      "  inflating: /data/test/Marieta_Chrousala_10.jpg  \n",
      "  inflating: /data/test/Marieta_Chrousala_11.jpg  \n",
      "  inflating: /data/test/Marieta_Chrousala_40.jpg  \n",
      "  inflating: /data/test/Marieta_Chrousala_41.jpg  \n",
      "  inflating: /data/test/Marina_Silva_10.jpg  \n",
      "  inflating: /data/test/Marina_Silva_11.jpg  \n",
      "  inflating: /data/test/Marina_Silva_20.jpg  \n",
      "  inflating: /data/test/Marina_Silva_21.jpg  \n",
      "  inflating: /data/test/Marina_Silva_40.jpg  \n",
      "  inflating: /data/test/Marina_Silva_41.jpg  \n",
      "  inflating: /data/test/Marina_Silva_50.jpg  \n",
      "  inflating: /data/test/Marina_Silva_51.jpg  \n",
      "  inflating: /data/test/Mario_Kreutzberger_20.jpg  \n",
      "  inflating: /data/test/Mario_Kreutzberger_21.jpg  \n",
      "  inflating: /data/test/Mario_Kreutzberger_30.jpg  \n",
      "  inflating: /data/test/Mario_Kreutzberger_31.jpg  \n",
      "  inflating: /data/test/Mario_Kreutzberger_40.jpg  \n",
      "  inflating: /data/test/Mario_Kreutzberger_41.jpg  \n",
      "  inflating: /data/test/Marisa_Tomei_10.jpg  \n",
      "  inflating: /data/test/Marisa_Tomei_11.jpg  \n",
      "  inflating: /data/test/Marisa_Tomei_20.jpg  \n",
      "  inflating: /data/test/Marisa_Tomei_21.jpg  \n",
      "  inflating: /data/test/Marisa_Tomei_40.jpg  \n",
      "  inflating: /data/test/Marisa_Tomei_41.jpg  \n",
      "  inflating: /data/test/Marissa_Jaret_Winokur_00.jpg  \n",
      "  inflating: /data/test/Marissa_Jaret_Winokur_01.jpg  \n",
      "  inflating: /data/test/Marissa_Jaret_Winokur_30.jpg  \n",
      "  inflating: /data/test/Marissa_Jaret_Winokur_31.jpg  \n",
      "  inflating: /data/test/Marissa_Jaret_Winokur_40.jpg  \n",
      "  inflating: /data/test/Marissa_Jaret_Winokur_41.jpg  \n",
      "  inflating: /data/test/Mark_Foley_10.jpg  \n",
      "  inflating: /data/test/Mark_Foley_11.jpg  \n",
      "  inflating: /data/test/Mark_Foley_40.jpg  \n",
      "  inflating: /data/test/Mark_Foley_41.jpg  \n",
      "  inflating: /data/test/Mark_Foley_50.jpg  \n",
      "  inflating: /data/test/Mark_Foley_51.jpg  \n",
      "  inflating: /data/test/Mark_Leno_10.jpg  \n",
      "  inflating: /data/test/Mark_Leno_11.jpg  \n",
      "  inflating: /data/test/Mark_Leno_20.jpg  \n",
      "  inflating: /data/test/Mark_Leno_21.jpg  \n",
      "  inflating: /data/test/Mark_Leno_30.jpg  \n",
      "  inflating: /data/test/Mark_Leno_31.jpg  \n",
      "  inflating: /data/test/Martin_Luther_King_III_00.jpg  \n",
      "  inflating: /data/test/Martin_Luther_King_III_01.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/test/Martin_Luther_King_III_30.jpg  \n",
      "  inflating: /data/test/Martin_Luther_King_III_31.jpg  \n",
      "  inflating: /data/test/Martin_Luther_King_III_50.jpg  \n",
      "  inflating: /data/test/Martin_Luther_King_III_51.jpg  \n",
      "  inflating: /data/test/Martin_Sheen_00.jpg  \n",
      "  inflating: /data/test/Martin_Sheen_01.jpg  \n",
      "  inflating: /data/test/Martin_Sheen_30.jpg  \n",
      "  inflating: /data/test/Martin_Sheen_31.jpg  \n",
      "  inflating: /data/test/Martin_Sheen_40.jpg  \n",
      "  inflating: /data/test/Martin_Sheen_41.jpg  \n",
      "  inflating: /data/test/Martin_Sheen_50.jpg  \n",
      "  inflating: /data/test/Martin_Sheen_51.jpg  \n",
      "  inflating: /data/test/Mary_Landrieu_00.jpg  \n",
      "  inflating: /data/test/Mary_Landrieu_01.jpg  \n",
      "  inflating: /data/test/Mary_Landrieu_20.jpg  \n",
      "  inflating: /data/test/Mary_Landrieu_21.jpg  \n",
      "  inflating: /data/test/Mary_Landrieu_30.jpg  \n",
      "  inflating: /data/test/Mary_Landrieu_31.jpg  \n",
      "  inflating: /data/test/Mary_Robinson_10.jpg  \n",
      "  inflating: /data/test/Mary_Robinson_11.jpg  \n",
      "  inflating: /data/test/Mary_Robinson_20.jpg  \n",
      "  inflating: /data/test/Mary_Robinson_21.jpg  \n",
      "  inflating: /data/test/Mary_Robinson_40.jpg  \n",
      "  inflating: /data/test/Mary_Robinson_41.jpg  \n",
      "  inflating: /data/test/Mary_Robinson_50.jpg  \n",
      "  inflating: /data/test/Mary_Robinson_51.jpg  \n",
      "  inflating: /data/test/Massoud_Barzani_00.jpg  \n",
      "  inflating: /data/test/Massoud_Barzani_01.jpg  \n",
      "  inflating: /data/test/Massoud_Barzani_10.jpg  \n",
      "  inflating: /data/test/Massoud_Barzani_11.jpg  \n",
      "  inflating: /data/test/Massoud_Barzani_20.jpg  \n",
      "  inflating: /data/test/Massoud_Barzani_21.jpg  \n",
      "  inflating: /data/test/Massoud_Barzani_40.jpg  \n",
      "  inflating: /data/test/Massoud_Barzani_41.jpg  \n",
      "  inflating: /data/test/Matt_LeBlanc_00.jpg  \n",
      "  inflating: /data/test/Matt_LeBlanc_01.jpg  \n",
      "  inflating: /data/test/Matt_LeBlanc_20.jpg  \n",
      "  inflating: /data/test/Matt_LeBlanc_21.jpg  \n",
      "  inflating: /data/test/Matt_LeBlanc_30.jpg  \n",
      "  inflating: /data/test/Matt_LeBlanc_31.jpg  \n",
      "  inflating: /data/test/Nancy_Kerrigan_00.jpg  \n",
      "  inflating: /data/test/Nancy_Kerrigan_01.jpg  \n",
      "  inflating: /data/test/Nancy_Kerrigan_20.jpg  \n",
      "  inflating: /data/test/Nancy_Kerrigan_21.jpg  \n",
      "  inflating: /data/test/Nancy_Kerrigan_30.jpg  \n",
      "  inflating: /data/test/Nancy_Kerrigan_31.jpg  \n",
      "  inflating: /data/test/Nancy_Kerrigan_40.jpg  \n",
      "  inflating: /data/test/Nancy_Kerrigan_41.jpg  \n",
      "  inflating: /data/test/Nancy_Reagan_00.jpg  \n",
      "  inflating: /data/test/Nancy_Reagan_01.jpg  \n",
      "  inflating: /data/test/Nancy_Reagan_10.jpg  \n",
      "  inflating: /data/test/Nancy_Reagan_11.jpg  \n",
      "  inflating: /data/test/Nancy_Reagan_30.jpg  \n",
      "  inflating: /data/test/Nancy_Reagan_31.jpg  \n",
      "  inflating: /data/test/Nancy_Reagan_40.jpg  \n",
      "  inflating: /data/test/Nancy_Reagan_41.jpg  \n",
      "  inflating: /data/test/Nanni_Moretti_10.jpg  \n",
      "  inflating: /data/test/Nanni_Moretti_11.jpg  \n",
      "  inflating: /data/test/Nanni_Moretti_20.jpg  \n",
      "  inflating: /data/test/Nanni_Moretti_21.jpg  \n",
      "  inflating: /data/test/Nanni_Moretti_40.jpg  \n",
      "  inflating: /data/test/Nanni_Moretti_41.jpg  \n",
      "  inflating: /data/test/Natalia_Vodonova_00.jpg  \n",
      "  inflating: /data/test/Natalia_Vodonova_01.jpg  \n",
      "  inflating: /data/test/Natalia_Vodonova_10.jpg  \n",
      "  inflating: /data/test/Natalia_Vodonova_11.jpg  \n",
      "  inflating: /data/test/Natalia_Vodonova_20.jpg  \n",
      "  inflating: /data/test/Natalia_Vodonova_21.jpg  \n",
      "  inflating: /data/test/Natasha_Lyonne_00.jpg  \n",
      "  inflating: /data/test/Natasha_Lyonne_01.jpg  \n",
      "  inflating: /data/test/Natasha_Lyonne_10.jpg  \n",
      "  inflating: /data/test/Natasha_Lyonne_11.jpg  \n",
      "  inflating: /data/test/Natasha_Lyonne_40.jpg  \n",
      "  inflating: /data/test/Natasha_Lyonne_41.jpg  \n",
      "  inflating: /data/test/Nick_Reilly_10.jpg  \n",
      "  inflating: /data/test/Nick_Reilly_11.jpg  \n",
      "  inflating: /data/test/Nick_Reilly_40.jpg  \n",
      "  inflating: /data/test/Nick_Reilly_41.jpg  \n",
      "  inflating: /data/test/Nick_Reilly_50.jpg  \n",
      "  inflating: /data/test/Nick_Reilly_51.jpg  \n",
      "  inflating: /data/test/Nicolas_Eyzaguirre_00.jpg  \n",
      "  inflating: /data/test/Nicolas_Eyzaguirre_01.jpg  \n",
      "  inflating: /data/test/Nicolas_Eyzaguirre_10.jpg  \n",
      "  inflating: /data/test/Nicolas_Eyzaguirre_11.jpg  \n",
      "  inflating: /data/test/Nicolas_Eyzaguirre_20.jpg  \n",
      "  inflating: /data/test/Nicolas_Eyzaguirre_21.jpg  \n",
      "  inflating: /data/test/Nicolas_Sarkozy_00.jpg  \n",
      "  inflating: /data/test/Nicolas_Sarkozy_01.jpg  \n",
      "  inflating: /data/test/Nicolas_Sarkozy_10.jpg  \n",
      "  inflating: /data/test/Nicolas_Sarkozy_11.jpg  \n",
      "  inflating: /data/test/Nicolas_Sarkozy_20.jpg  \n",
      "  inflating: /data/test/Nicolas_Sarkozy_21.jpg  \n",
      "  inflating: /data/test/Nicolas_Sarkozy_50.jpg  \n",
      "  inflating: /data/test/Nicolas_Sarkozy_51.jpg  \n",
      "  inflating: /data/test/Nina_Jacobson_00.jpg  \n",
      "  inflating: /data/test/Nina_Jacobson_01.jpg  \n",
      "  inflating: /data/test/Nina_Jacobson_10.jpg  \n",
      "  inflating: /data/test/Nina_Jacobson_11.jpg  \n",
      "  inflating: /data/test/Nina_Jacobson_30.jpg  \n",
      "  inflating: /data/test/Nina_Jacobson_31.jpg  \n",
      "  inflating: /data/test/Norah_Jones_10.jpg  \n",
      "  inflating: /data/test/Norah_Jones_11.jpg  \n",
      "  inflating: /data/test/Norah_Jones_20.jpg  \n",
      "  inflating: /data/test/Norah_Jones_21.jpg  \n",
      "  inflating: /data/test/Norah_Jones_40.jpg  \n",
      "  inflating: /data/test/Norah_Jones_41.jpg  \n",
      "  inflating: /data/test/Norah_Jones_50.jpg  \n",
      "  inflating: /data/test/Norah_Jones_51.jpg  \n",
      "  inflating: /data/test/Norman_Mineta_00.jpg  \n",
      "  inflating: /data/test/Norman_Mineta_01.jpg  \n",
      "  inflating: /data/test/Norman_Mineta_30.jpg  \n",
      "  inflating: /data/test/Norman_Mineta_31.jpg  \n",
      "  inflating: /data/test/Norman_Mineta_50.jpg  \n",
      "  inflating: /data/test/Norman_Mineta_51.jpg  \n",
      "  inflating: /data/test/Olene_Walker_00.jpg  \n",
      "  inflating: /data/test/Olene_Walker_01.jpg  \n",
      "  inflating: /data/test/Olene_Walker_10.jpg  \n",
      "  inflating: /data/test/Olene_Walker_11.jpg  \n",
      "  inflating: /data/test/Olene_Walker_30.jpg  \n",
      "  inflating: /data/test/Olene_Walker_31.jpg  \n",
      "  inflating: /data/test/Olene_Walker_40.jpg  \n",
      "  inflating: /data/test/Olene_Walker_41.jpg  \n",
      "  inflating: /data/test/Olivia_Newton-John_00.jpg  \n",
      "  inflating: /data/test/Olivia_Newton-John_01.jpg  \n",
      "  inflating: /data/test/Olivia_Newton-John_10.jpg  \n",
      "  inflating: /data/test/Olivia_Newton-John_11.jpg  \n",
      "  inflating: /data/test/Olivia_Newton-John_40.jpg  \n",
      "  inflating: /data/test/Olivia_Newton-John_41.jpg  \n",
      "  inflating: /data/test/Orlando_Bloom_00.jpg  \n",
      "  inflating: /data/test/Orlando_Bloom_01.jpg  \n",
      "  inflating: /data/test/Orlando_Bloom_30.jpg  \n",
      "  inflating: /data/test/Orlando_Bloom_31.jpg  \n",
      "  inflating: /data/test/Orlando_Bloom_40.jpg  \n",
      "  inflating: /data/test/Orlando_Bloom_41.jpg  \n",
      "  inflating: /data/test/Orlando_Bloom_50.jpg  \n",
      "  inflating: /data/test/Orlando_Bloom_51.jpg  \n",
      "  inflating: /data/test/Otto_Reich_00.jpg  \n",
      "  inflating: /data/test/Otto_Reich_01.jpg  \n",
      "  inflating: /data/test/Otto_Reich_10.jpg  \n",
      "  inflating: /data/test/Otto_Reich_11.jpg  \n",
      "  inflating: /data/test/Otto_Reich_30.jpg  \n",
      "  inflating: /data/test/Otto_Reich_31.jpg  \n",
      "  inflating: /data/test/Otto_Reich_40.jpg  \n",
      "  inflating: /data/test/Otto_Reich_41.jpg  \n",
      "  inflating: /data/test/Pat_Riley_00.jpg  \n",
      "  inflating: /data/test/Pat_Riley_01.jpg  \n",
      "  inflating: /data/test/Pat_Riley_20.jpg  \n",
      "  inflating: /data/test/Pat_Riley_21.jpg  \n",
      "  inflating: /data/test/Pat_Riley_50.jpg  \n",
      "  inflating: /data/test/Pat_Riley_51.jpg  \n",
      "  inflating: /data/test/Patrick_Leahy_10.jpg  \n",
      "  inflating: /data/test/Patrick_Leahy_11.jpg  \n",
      "  inflating: /data/test/Patrick_Leahy_20.jpg  \n",
      "  inflating: /data/test/Patrick_Leahy_21.jpg  \n",
      "  inflating: /data/test/Patrick_Leahy_30.jpg  \n",
      "  inflating: /data/test/Patrick_Leahy_31.jpg  \n",
      "  inflating: /data/test/Paul_Otellini_00.jpg  \n",
      "  inflating: /data/test/Paul_Otellini_01.jpg  \n",
      "  inflating: /data/test/Paul_Otellini_10.jpg  \n",
      "  inflating: /data/test/Paul_Otellini_11.jpg  \n",
      "  inflating: /data/test/Paul_Otellini_20.jpg  \n",
      "  inflating: /data/test/Paul_Otellini_21.jpg  \n",
      "  inflating: /data/test/Paul_Reiser_00.jpg  \n",
      "  inflating: /data/test/Paul_Reiser_01.jpg  \n",
      "  inflating: /data/test/Paul_Reiser_20.jpg  \n",
      "  inflating: /data/test/Paul_Reiser_21.jpg  \n",
      "  inflating: /data/test/Paul_Reiser_30.jpg  \n",
      "  inflating: /data/test/Paul_Reiser_31.jpg  \n",
      "  inflating: /data/test/Pedro_Solbes_00.jpg  \n",
      "  inflating: /data/test/Pedro_Solbes_01.jpg  \n",
      "  inflating: /data/test/Pedro_Solbes_20.jpg  \n",
      "  inflating: /data/test/Pedro_Solbes_21.jpg  \n",
      "  inflating: /data/test/Pedro_Solbes_30.jpg  \n",
      "  inflating: /data/test/Pedro_Solbes_31.jpg  \n",
      "  inflating: /data/test/Penelope_Ann_Miller_00.jpg  \n",
      "  inflating: /data/test/Penelope_Ann_Miller_01.jpg  \n",
      "  inflating: /data/test/Penelope_Ann_Miller_20.jpg  \n",
      "  inflating: /data/test/Penelope_Ann_Miller_21.jpg  \n",
      "  inflating: /data/test/Penelope_Ann_Miller_50.jpg  \n",
      "  inflating: /data/test/Penelope_Ann_Miller_51.jpg  \n",
      "  inflating: /data/test/Peter_Goldmark_10.jpg  \n",
      "  inflating: /data/test/Peter_Goldmark_11.jpg  \n",
      "  inflating: /data/test/Peter_Goldmark_40.jpg  \n",
      "  inflating: /data/test/Peter_Goldmark_41.jpg  \n",
      "  inflating: /data/test/Peter_Goldmark_50.jpg  \n",
      "  inflating: /data/test/Peter_Goldmark_51.jpg  \n",
      "  inflating: /data/test/Peter_Medgyessy_10.jpg  \n",
      "  inflating: /data/test/Peter_Medgyessy_11.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/test/Peter_Medgyessy_30.jpg  \n",
      "  inflating: /data/test/Peter_Medgyessy_31.jpg  \n",
      "  inflating: /data/test/Peter_Medgyessy_40.jpg  \n",
      "  inflating: /data/test/Peter_Medgyessy_41.jpg  \n",
      "  inflating: /data/test/Peter_Medgyessy_50.jpg  \n",
      "  inflating: /data/test/Peter_Medgyessy_51.jpg  \n",
      "  inflating: /data/test/Philippe_Gagnon_00.jpg  \n",
      "  inflating: /data/test/Philippe_Gagnon_01.jpg  \n",
      "  inflating: /data/test/Philippe_Gagnon_10.jpg  \n",
      "  inflating: /data/test/Philippe_Gagnon_11.jpg  \n",
      "  inflating: /data/test/Philippe_Gagnon_20.jpg  \n",
      "  inflating: /data/test/Philippe_Gagnon_21.jpg  \n",
      "  inflating: /data/test/Philippe_Gagnon_30.jpg  \n",
      "  inflating: /data/test/Philippe_Gagnon_31.jpg  \n",
      "  inflating: /data/test/Philippe_Noiret_10.jpg  \n",
      "  inflating: /data/test/Philippe_Noiret_11.jpg  \n",
      "  inflating: /data/test/Philippe_Noiret_30.jpg  \n",
      "  inflating: /data/test/Philippe_Noiret_31.jpg  \n",
      "  inflating: /data/test/Philippe_Noiret_50.jpg  \n",
      "  inflating: /data/test/Philippe_Noiret_51.jpg  \n",
      "  inflating: /data/test/Picabo_Street_00.jpg  \n",
      "  inflating: /data/test/Picabo_Street_01.jpg  \n",
      "  inflating: /data/test/Picabo_Street_20.jpg  \n",
      "  inflating: /data/test/Picabo_Street_21.jpg  \n",
      "  inflating: /data/test/Picabo_Street_40.jpg  \n",
      "  inflating: /data/test/Picabo_Street_41.jpg  \n",
      "  inflating: /data/test/Pilar_Montenegro_10.jpg  \n",
      "  inflating: /data/test/Pilar_Montenegro_11.jpg  \n",
      "  inflating: /data/test/Pilar_Montenegro_20.jpg  \n",
      "  inflating: /data/test/Pilar_Montenegro_21.jpg  \n",
      "  inflating: /data/test/Pilar_Montenegro_50.jpg  \n",
      "  inflating: /data/test/Pilar_Montenegro_51.jpg  \n",
      "  inflating: /data/test/Piotr_Anderszewski_20.jpg  \n",
      "  inflating: /data/test/Piotr_Anderszewski_21.jpg  \n",
      "  inflating: /data/test/Piotr_Anderszewski_30.jpg  \n",
      "  inflating: /data/test/Piotr_Anderszewski_31.jpg  \n",
      "  inflating: /data/test/Piotr_Anderszewski_50.jpg  \n",
      "  inflating: /data/test/Piotr_Anderszewski_51.jpg  \n",
      "  inflating: /data/test/Poala_Suarez_30.jpg  \n",
      "  inflating: /data/test/Poala_Suarez_31.jpg  \n",
      "  inflating: /data/test/Poala_Suarez_40.jpg  \n",
      "  inflating: /data/test/Poala_Suarez_41.jpg  \n",
      "  inflating: /data/test/Poala_Suarez_50.jpg  \n",
      "  inflating: /data/test/Poala_Suarez_51.jpg  \n",
      "  inflating: /data/test/Prince_Harry_10.jpg  \n",
      "  inflating: /data/test/Prince_Harry_11.jpg  \n",
      "  inflating: /data/test/Prince_Harry_20.jpg  \n",
      "  inflating: /data/test/Prince_Harry_21.jpg  \n",
      "  inflating: /data/test/Prince_Harry_40.jpg  \n",
      "  inflating: /data/test/Prince_Harry_41.jpg  \n",
      "  inflating: /data/test/Princess_Stephanie_00.jpg  \n",
      "  inflating: /data/test/Princess_Stephanie_01.jpg  \n",
      "  inflating: /data/test/Princess_Stephanie_20.jpg  \n",
      "  inflating: /data/test/Princess_Stephanie_21.jpg  \n",
      "  inflating: /data/test/Princess_Stephanie_40.jpg  \n",
      "  inflating: /data/test/Princess_Stephanie_41.jpg  \n",
      "  inflating: /data/test/Princess_Stephanie_50.jpg  \n",
      "  inflating: /data/test/Princess_Stephanie_51.jpg  \n",
      "  inflating: /data/test/Priyanka_Chopra_10.jpg  \n",
      "  inflating: /data/test/Priyanka_Chopra_11.jpg  \n",
      "  inflating: /data/test/Priyanka_Chopra_40.jpg  \n",
      "  inflating: /data/test/Priyanka_Chopra_41.jpg  \n",
      "  inflating: /data/test/Priyanka_Chopra_50.jpg  \n",
      "  inflating: /data/test/Priyanka_Chopra_51.jpg  \n",
      "  inflating: /data/test/Queen_Noor_10.jpg  \n",
      "  inflating: /data/test/Queen_Noor_11.jpg  \n",
      "  inflating: /data/test/Queen_Noor_30.jpg  \n",
      "  inflating: /data/test/Queen_Noor_31.jpg  \n",
      "  inflating: /data/test/Queen_Noor_50.jpg  \n",
      "  inflating: /data/test/Queen_Noor_51.jpg  \n",
      "  inflating: /data/test/Queen_Rania_10.jpg  \n",
      "  inflating: /data/test/Queen_Rania_11.jpg  \n",
      "  inflating: /data/test/Queen_Rania_30.jpg  \n",
      "  inflating: /data/test/Queen_Rania_31.jpg  \n",
      "  inflating: /data/test/Queen_Rania_50.jpg  \n",
      "  inflating: /data/test/Queen_Rania_51.jpg  \n",
      "  inflating: /data/test/Rachel_Hunter_30.jpg  \n",
      "  inflating: /data/test/Rachel_Hunter_31.jpg  \n",
      "  inflating: /data/test/Rachel_Hunter_40.jpg  \n",
      "  inflating: /data/test/Rachel_Hunter_41.jpg  \n",
      "  inflating: /data/test/Rachel_Hunter_50.jpg  \n",
      "  inflating: /data/test/Rachel_Hunter_51.jpg  \n",
      "  inflating: /data/test/Raja_Zafar-ul-Haq_00.jpg  \n",
      "  inflating: /data/test/Raja_Zafar-ul-Haq_01.jpg  \n",
      "  inflating: /data/test/Raja_Zafar-ul-Haq_10.jpg  \n",
      "  inflating: /data/test/Raja_Zafar-ul-Haq_11.jpg  \n",
      "  inflating: /data/test/Raja_Zafar-ul-Haq_20.jpg  \n",
      "  inflating: /data/test/Raja_Zafar-ul-Haq_21.jpg  \n",
      "  inflating: /data/test/Raja_Zafar-ul-Haq_30.jpg  \n",
      "  inflating: /data/test/Raja_Zafar-ul-Haq_31.jpg  \n",
      "  inflating: /data/test/Ralph_Klein_00.jpg  \n",
      "  inflating: /data/test/Ralph_Klein_01.jpg  \n",
      "  inflating: /data/test/Ralph_Klein_10.jpg  \n",
      "  inflating: /data/test/Ralph_Klein_11.jpg  \n",
      "  inflating: /data/test/Ralph_Klein_30.jpg  \n",
      "  inflating: /data/test/Ralph_Klein_31.jpg  \n",
      "  inflating: /data/test/Raza_Rabbani_20.jpg  \n",
      "  inflating: /data/test/Raza_Rabbani_21.jpg  \n",
      "  inflating: /data/test/Raza_Rabbani_30.jpg  \n",
      "  inflating: /data/test/Raza_Rabbani_31.jpg  \n",
      "  inflating: /data/test/Raza_Rabbani_50.jpg  \n",
      "  inflating: /data/test/Raza_Rabbani_51.jpg  \n",
      "  inflating: /data/test/Recep_Tayyip_Erdogan_00.jpg  \n",
      "  inflating: /data/test/Recep_Tayyip_Erdogan_01.jpg  \n",
      "  inflating: /data/test/Recep_Tayyip_Erdogan_20.jpg  \n",
      "  inflating: /data/test/Recep_Tayyip_Erdogan_21.jpg  \n",
      "  inflating: /data/test/Recep_Tayyip_Erdogan_40.jpg  \n",
      "  inflating: /data/test/Recep_Tayyip_Erdogan_41.jpg  \n",
      "  inflating: /data/test/Reese_Witherspoon_00.jpg  \n",
      "  inflating: /data/test/Reese_Witherspoon_01.jpg  \n",
      "  inflating: /data/test/Reese_Witherspoon_10.jpg  \n",
      "  inflating: /data/test/Reese_Witherspoon_11.jpg  \n",
      "  inflating: /data/test/Reese_Witherspoon_40.jpg  \n",
      "  inflating: /data/test/Reese_Witherspoon_41.jpg  \n",
      "  inflating: /data/test/Ricardo_Lopez_Murphy_10.jpg  \n",
      "  inflating: /data/test/Ricardo_Lopez_Murphy_11.jpg  \n",
      "  inflating: /data/test/Ricardo_Lopez_Murphy_30.jpg  \n",
      "  inflating: /data/test/Ricardo_Lopez_Murphy_31.jpg  \n",
      "  inflating: /data/test/Ricardo_Lopez_Murphy_40.jpg  \n",
      "  inflating: /data/test/Ricardo_Lopez_Murphy_41.jpg  \n",
      "  inflating: /data/test/Ricardo_Sanchez_20.jpg  \n",
      "  inflating: /data/test/Ricardo_Sanchez_21.jpg  \n",
      "  inflating: /data/test/Ricardo_Sanchez_30.jpg  \n",
      "  inflating: /data/test/Ricardo_Sanchez_31.jpg  \n",
      "  inflating: /data/test/Ricardo_Sanchez_40.jpg  \n",
      "  inflating: /data/test/Ricardo_Sanchez_41.jpg  \n",
      "  inflating: /data/test/Richard_Branson_00.jpg  \n",
      "  inflating: /data/test/Richard_Branson_01.jpg  \n",
      "  inflating: /data/test/Richard_Branson_10.jpg  \n",
      "  inflating: /data/test/Richard_Branson_11.jpg  \n",
      "  inflating: /data/test/Richard_Branson_50.jpg  \n",
      "  inflating: /data/test/Richard_Branson_51.jpg  \n",
      "  inflating: /data/test/Richard_Lennon_00.jpg  \n",
      "  inflating: /data/test/Richard_Lennon_01.jpg  \n",
      "  inflating: /data/test/Richard_Lennon_30.jpg  \n",
      "  inflating: /data/test/Richard_Lennon_31.jpg  \n",
      "  inflating: /data/test/Richard_Lennon_40.jpg  \n",
      "  inflating: /data/test/Richard_Lennon_41.jpg  \n",
      "  inflating: /data/test/Richard_Lugar_00.jpg  \n",
      "  inflating: /data/test/Richard_Lugar_01.jpg  \n",
      "  inflating: /data/test/Richard_Lugar_10.jpg  \n",
      "  inflating: /data/test/Richard_Lugar_11.jpg  \n",
      "  inflating: /data/test/Richard_Lugar_20.jpg  \n",
      "  inflating: /data/test/Richard_Lugar_21.jpg  \n",
      "  inflating: /data/test/Richard_Lugar_50.jpg  \n",
      "  inflating: /data/test/Richard_Lugar_51.jpg  \n",
      "  inflating: /data/test/Richard_Paul_Evans_00.jpg  \n",
      "  inflating: /data/test/Richard_Paul_Evans_01.jpg  \n",
      "  inflating: /data/test/Richard_Paul_Evans_20.jpg  \n",
      "  inflating: /data/test/Richard_Paul_Evans_21.jpg  \n",
      "  inflating: /data/test/Richard_Paul_Evans_40.jpg  \n",
      "  inflating: /data/test/Richard_Paul_Evans_41.jpg  \n",
      "  inflating: /data/test/Richard_Paul_Evans_50.jpg  \n",
      "  inflating: /data/test/Richard_Paul_Evans_51.jpg  \n",
      "  inflating: /data/test/Rick_Bragg_20.jpg  \n",
      "  inflating: /data/test/Rick_Bragg_21.jpg  \n",
      "  inflating: /data/test/Rick_Bragg_30.jpg  \n",
      "  inflating: /data/test/Rick_Bragg_31.jpg  \n",
      "  inflating: /data/test/Rick_Bragg_50.jpg  \n",
      "  inflating: /data/test/Rick_Bragg_51.jpg  \n",
      "  inflating: /data/test/Ridley_Scott_10.jpg  \n",
      "  inflating: /data/test/Ridley_Scott_11.jpg  \n",
      "  inflating: /data/test/Ridley_Scott_20.jpg  \n",
      "  inflating: /data/test/Ridley_Scott_21.jpg  \n",
      "  inflating: /data/test/Ridley_Scott_30.jpg  \n",
      "  inflating: /data/test/Ridley_Scott_31.jpg  \n",
      "  inflating: /data/test/Robbie_Coltrane_00.jpg  \n",
      "  inflating: /data/test/Robbie_Coltrane_01.jpg  \n",
      "  inflating: /data/test/Robbie_Coltrane_10.jpg  \n",
      "  inflating: /data/test/Robbie_Coltrane_11.jpg  \n",
      "  inflating: /data/test/Robbie_Coltrane_20.jpg  \n",
      "  inflating: /data/test/Robbie_Coltrane_21.jpg  \n",
      "  inflating: /data/test/Robbie_Coltrane_50.jpg  \n",
      "  inflating: /data/test/Robbie_Coltrane_51.jpg  \n",
      "  inflating: /data/test/Robert_Altman_10.jpg  \n",
      "  inflating: /data/test/Robert_Altman_11.jpg  \n",
      "  inflating: /data/test/Robert_Altman_20.jpg  \n",
      "  inflating: /data/test/Robert_Altman_21.jpg  \n",
      "  inflating: /data/test/Robert_Altman_50.jpg  \n",
      "  inflating: /data/test/Robert_Altman_51.jpg  \n",
      "  inflating: /data/test/Roberto_Benigni_00.jpg  \n",
      "  inflating: /data/test/Roberto_Benigni_01.jpg  \n",
      "  inflating: /data/test/Roberto_Benigni_10.jpg  \n",
      "  inflating: /data/test/Roberto_Benigni_11.jpg  \n",
      "  inflating: /data/test/Roberto_Benigni_50.jpg  \n",
      "  inflating: /data/test/Roberto_Benigni_51.jpg  \n",
      "  inflating: /data/test/Rocco_Buttiglione_00.jpg  \n",
      "  inflating: /data/test/Rocco_Buttiglione_01.jpg  \n",
      "  inflating: /data/test/Rocco_Buttiglione_10.jpg  \n",
      "  inflating: /data/test/Rocco_Buttiglione_11.jpg  \n",
      "  inflating: /data/test/Rocco_Buttiglione_30.jpg  \n",
      "  inflating: /data/test/Rocco_Buttiglione_31.jpg  \n",
      "  inflating: /data/test/Rocco_Buttiglione_40.jpg  \n",
      "  inflating: /data/test/Rocco_Buttiglione_41.jpg  \n",
      "  inflating: /data/test/Rodrigo_Borja_00.jpg  \n",
      "  inflating: /data/test/Rodrigo_Borja_01.jpg  \n",
      "  inflating: /data/test/Rodrigo_Borja_40.jpg  \n",
      "  inflating: /data/test/Rodrigo_Borja_41.jpg  \n",
      "  inflating: /data/test/Rodrigo_Borja_50.jpg  \n",
      "  inflating: /data/test/Rodrigo_Borja_51.jpg  \n",
      "  inflating: /data/test/Saeed_Mortazavi_10.jpg  \n",
      "  inflating: /data/test/Saeed_Mortazavi_11.jpg  \n",
      "  inflating: /data/test/Saeed_Mortazavi_20.jpg  \n",
      "  inflating: /data/test/Saeed_Mortazavi_21.jpg  \n",
      "  inflating: /data/test/Saeed_Mortazavi_50.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/test/Saeed_Mortazavi_51.jpg  \n",
      "  inflating: /data/test/Sally_Ride_00.jpg  \n",
      "  inflating: /data/test/Sally_Ride_01.jpg  \n",
      "  inflating: /data/test/Sally_Ride_40.jpg  \n",
      "  inflating: /data/test/Sally_Ride_41.jpg  \n",
      "  inflating: /data/test/Sally_Ride_50.jpg  \n",
      "  inflating: /data/test/Sally_Ride_51.jpg  \n",
      "  inflating: /data/test/Sanjay_Gupta_10.jpg  \n",
      "  inflating: /data/test/Sanjay_Gupta_11.jpg  \n",
      "  inflating: /data/test/Sanjay_Gupta_20.jpg  \n",
      "  inflating: /data/test/Sanjay_Gupta_21.jpg  \n",
      "  inflating: /data/test/Sanjay_Gupta_40.jpg  \n",
      "  inflating: /data/test/Sanjay_Gupta_41.jpg  \n",
      "  inflating: /data/test/Sara_Silverman_10.jpg  \n",
      "  inflating: /data/test/Sara_Silverman_11.jpg  \n",
      "  inflating: /data/test/Sara_Silverman_20.jpg  \n",
      "  inflating: /data/test/Sara_Silverman_21.jpg  \n",
      "  inflating: /data/test/Sara_Silverman_40.jpg  \n",
      "  inflating: /data/test/Sara_Silverman_41.jpg  \n",
      "  inflating: /data/test/Sara_Silverman_50.jpg  \n",
      "  inflating: /data/test/Sara_Silverman_51.jpg  \n",
      "  inflating: /data/test/Sarah_Wynter_00.jpg  \n",
      "  inflating: /data/test/Sarah_Wynter_01.jpg  \n",
      "  inflating: /data/test/Sarah_Wynter_40.jpg  \n",
      "  inflating: /data/test/Sarah_Wynter_41.jpg  \n",
      "  inflating: /data/test/Sarah_Wynter_50.jpg  \n",
      "  inflating: /data/test/Sarah_Wynter_51.jpg  \n",
      "  inflating: /data/test/Sasha_Cohen_20.jpg  \n",
      "  inflating: /data/test/Sasha_Cohen_21.jpg  \n",
      "  inflating: /data/test/Sasha_Cohen_40.jpg  \n",
      "  inflating: /data/test/Sasha_Cohen_41.jpg  \n",
      "  inflating: /data/test/Sasha_Cohen_50.jpg  \n",
      "  inflating: /data/test/Sasha_Cohen_51.jpg  \n",
      "  inflating: /data/test/T_Boone_Pickens_10.jpg  \n",
      "  inflating: /data/test/T_Boone_Pickens_11.jpg  \n",
      "  inflating: /data/test/T_Boone_Pickens_20.jpg  \n",
      "  inflating: /data/test/T_Boone_Pickens_21.jpg  \n",
      "  inflating: /data/test/T_Boone_Pickens_30.jpg  \n",
      "  inflating: /data/test/T_Boone_Pickens_31.jpg  \n",
      "  inflating: /data/test/T_Boone_Pickens_50.jpg  \n",
      "  inflating: /data/test/T_Boone_Pickens_51.jpg  \n",
      "  inflating: /data/test/Takeo_Hiranuma_00.jpg  \n",
      "  inflating: /data/test/Takeo_Hiranuma_01.jpg  \n",
      "  inflating: /data/test/Takeo_Hiranuma_10.jpg  \n",
      "  inflating: /data/test/Takeo_Hiranuma_11.jpg  \n",
      "  inflating: /data/test/Takeo_Hiranuma_30.jpg  \n",
      "  inflating: /data/test/Takeo_Hiranuma_31.jpg  \n",
      "  inflating: /data/test/Ted_Turner_20.jpg  \n",
      "  inflating: /data/test/Ted_Turner_21.jpg  \n",
      "  inflating: /data/test/Ted_Turner_30.jpg  \n",
      "  inflating: /data/test/Ted_Turner_31.jpg  \n",
      "  inflating: /data/test/Ted_Turner_50.jpg  \n",
      "  inflating: /data/test/Ted_Turner_51.jpg  \n",
      "  inflating: /data/test/Teresa_Heinz_Kerry_00.jpg  \n",
      "  inflating: /data/test/Teresa_Heinz_Kerry_01.jpg  \n",
      "  inflating: /data/test/Teresa_Heinz_Kerry_10.jpg  \n",
      "  inflating: /data/test/Teresa_Heinz_Kerry_11.jpg  \n",
      "  inflating: /data/test/Teresa_Heinz_Kerry_20.jpg  \n",
      "  inflating: /data/test/Teresa_Heinz_Kerry_21.jpg  \n",
      "  inflating: /data/test/Terje_Roed-Larsen_00.jpg  \n",
      "  inflating: /data/test/Terje_Roed-Larsen_01.jpg  \n",
      "  inflating: /data/test/Terje_Roed-Larsen_20.jpg  \n",
      "  inflating: /data/test/Terje_Roed-Larsen_21.jpg  \n",
      "  inflating: /data/test/Terje_Roed-Larsen_30.jpg  \n",
      "  inflating: /data/test/Terje_Roed-Larsen_31.jpg  \n",
      "  inflating: /data/test/Tessa_Jowell_00.jpg  \n",
      "  inflating: /data/test/Tessa_Jowell_01.jpg  \n",
      "  inflating: /data/test/Tessa_Jowell_20.jpg  \n",
      "  inflating: /data/test/Tessa_Jowell_21.jpg  \n",
      "  inflating: /data/test/Tessa_Jowell_30.jpg  \n",
      "  inflating: /data/test/Tessa_Jowell_31.jpg  \n",
      "  inflating: /data/test/Tessa_Jowell_50.jpg  \n",
      "  inflating: /data/test/Tessa_Jowell_51.jpg  \n",
      "  inflating: /data/test/Thomas_Ferguson_00.jpg  \n",
      "  inflating: /data/test/Thomas_Ferguson_01.jpg  \n",
      "  inflating: /data/test/Thomas_Ferguson_10.jpg  \n",
      "  inflating: /data/test/Thomas_Ferguson_11.jpg  \n",
      "  inflating: /data/test/Thomas_Ferguson_50.jpg  \n",
      "  inflating: /data/test/Thomas_Ferguson_51.jpg  \n",
      "  inflating: /data/test/Tim_Howard_00.jpg  \n",
      "  inflating: /data/test/Tim_Howard_01.jpg  \n",
      "  inflating: /data/test/Tim_Howard_10.jpg  \n",
      "  inflating: /data/test/Tim_Howard_11.jpg  \n",
      "  inflating: /data/test/Tim_Howard_30.jpg  \n",
      "  inflating: /data/test/Tim_Howard_31.jpg  \n",
      "  inflating: /data/test/Tim_Pawlenty_00.jpg  \n",
      "  inflating: /data/test/Tim_Pawlenty_01.jpg  \n",
      "  inflating: /data/test/Tim_Pawlenty_30.jpg  \n",
      "  inflating: /data/test/Tim_Pawlenty_31.jpg  \n",
      "  inflating: /data/test/Tim_Pawlenty_40.jpg  \n",
      "  inflating: /data/test/Tim_Pawlenty_41.jpg  \n",
      "  inflating: /data/test/Tim_Pawlenty_50.jpg  \n",
      "  inflating: /data/test/Tim_Pawlenty_51.jpg  \n",
      "  inflating: /data/test/Timothy_Goebel_00.jpg  \n",
      "  inflating: /data/test/Timothy_Goebel_01.jpg  \n",
      "  inflating: /data/test/Timothy_Goebel_30.jpg  \n",
      "  inflating: /data/test/Timothy_Goebel_31.jpg  \n",
      "  inflating: /data/test/Timothy_Goebel_40.jpg  \n",
      "  inflating: /data/test/Timothy_Goebel_41.jpg  \n",
      "  inflating: /data/test/Timothy_Goebel_50.jpg  \n",
      "  inflating: /data/test/Timothy_Goebel_51.jpg  \n",
      "  inflating: /data/test/Tina_Brown_20.jpg  \n",
      "  inflating: /data/test/Tina_Brown_21.jpg  \n",
      "  inflating: /data/test/Tina_Brown_40.jpg  \n",
      "  inflating: /data/test/Tina_Brown_41.jpg  \n",
      "  inflating: /data/test/Tina_Brown_50.jpg  \n",
      "  inflating: /data/test/Tina_Brown_51.jpg  \n",
      "  inflating: /data/test/Tom_Coughlin_20.jpg  \n",
      "  inflating: /data/test/Tom_Coughlin_21.jpg  \n",
      "  inflating: /data/test/Tom_Coughlin_30.jpg  \n",
      "  inflating: /data/test/Tom_Coughlin_31.jpg  \n",
      "  inflating: /data/test/Tom_Coughlin_50.jpg  \n",
      "  inflating: /data/test/Tom_Coughlin_51.jpg  \n",
      "  inflating: /data/test/Tom_Hanks_30.jpg  \n",
      "  inflating: /data/test/Tom_Hanks_31.jpg  \n",
      "  inflating: /data/test/Tom_Hanks_40.jpg  \n",
      "  inflating: /data/test/Tom_Hanks_41.jpg  \n",
      "  inflating: /data/test/Tom_Hanks_50.jpg  \n",
      "  inflating: /data/test/Tom_Hanks_51.jpg  \n",
      "  inflating: /data/test/Tom_Harkin_00.jpg  \n",
      "  inflating: /data/test/Tom_Harkin_01.jpg  \n",
      "  inflating: /data/test/Tom_Harkin_30.jpg  \n",
      "  inflating: /data/test/Tom_Harkin_31.jpg  \n",
      "  inflating: /data/test/Tom_Harkin_40.jpg  \n",
      "  inflating: /data/test/Tom_Harkin_41.jpg  \n",
      "  inflating: /data/test/Tom_Osborne_20.jpg  \n",
      "  inflating: /data/test/Tom_Osborne_21.jpg  \n",
      "  inflating: /data/test/Tom_Osborne_30.jpg  \n",
      "  inflating: /data/test/Tom_Osborne_31.jpg  \n",
      "  inflating: /data/test/Tom_Osborne_50.jpg  \n",
      "  inflating: /data/test/Tom_Osborne_51.jpg  \n",
      "  inflating: /data/test/Tom_Ridge_20.jpg  \n",
      "  inflating: /data/test/Tom_Ridge_21.jpg  \n",
      "  inflating: /data/test/Tom_Ridge_30.jpg  \n",
      "  inflating: /data/test/Tom_Ridge_31.jpg  \n",
      "  inflating: /data/test/Tom_Ridge_50.jpg  \n",
      "  inflating: /data/test/Tom_Ridge_51.jpg  \n",
      "  inflating: /data/test/Tom_Sizemore_00.jpg  \n",
      "  inflating: /data/test/Tom_Sizemore_01.jpg  \n",
      "  inflating: /data/test/Tom_Sizemore_10.jpg  \n",
      "  inflating: /data/test/Tom_Sizemore_11.jpg  \n",
      "  inflating: /data/test/Tom_Sizemore_20.jpg  \n",
      "  inflating: /data/test/Tom_Sizemore_21.jpg  \n",
      "  inflating: /data/test/Valerie_Harper_00.jpg  \n",
      "  inflating: /data/test/Valerie_Harper_01.jpg  \n",
      "  inflating: /data/test/Valerie_Harper_30.jpg  \n",
      "  inflating: /data/test/Valerie_Harper_31.jpg  \n",
      "  inflating: /data/test/Valerie_Harper_40.jpg  \n",
      "  inflating: /data/test/Valerie_Harper_41.jpg  \n",
      "  inflating: /data/test/Valerie_Harper_50.jpg  \n",
      "  inflating: /data/test/Valerie_Harper_51.jpg  \n",
      "  inflating: /data/test/Vicente_Fox_10.jpg  \n",
      "  inflating: /data/test/Vicente_Fox_11.jpg  \n",
      "  inflating: /data/test/Vicente_Fox_20.jpg  \n",
      "  inflating: /data/test/Vicente_Fox_21.jpg  \n",
      "  inflating: /data/test/Vicente_Fox_30.jpg  \n",
      "  inflating: /data/test/Vicente_Fox_31.jpg  \n",
      "  inflating: /data/test/Vojislav_Seselj_00.jpg  \n",
      "  inflating: /data/test/Vojislav_Seselj_01.jpg  \n",
      "  inflating: /data/test/Vojislav_Seselj_20.jpg  \n",
      "  inflating: /data/test/Vojislav_Seselj_21.jpg  \n",
      "  inflating: /data/test/Vojislav_Seselj_40.jpg  \n",
      "  inflating: /data/test/Vojislav_Seselj_41.jpg  \n",
      "  inflating: /data/test/Vojislav_Seselj_50.jpg  \n",
      "  inflating: /data/test/Vojislav_Seselj_51.jpg  \n",
      "  inflating: /data/test/Warren_Beatty_10.jpg  \n",
      "  inflating: /data/test/Warren_Beatty_11.jpg  \n",
      "  inflating: /data/test/Warren_Beatty_30.jpg  \n",
      "  inflating: /data/test/Warren_Beatty_31.jpg  \n",
      "  inflating: /data/test/Warren_Beatty_50.jpg  \n",
      "  inflating: /data/test/Warren_Beatty_51.jpg  \n",
      "  inflating: /data/test/Warren_Buffett_00.jpg  \n",
      "  inflating: /data/test/Warren_Buffett_01.jpg  \n",
      "  inflating: /data/test/Warren_Buffett_30.jpg  \n",
      "  inflating: /data/test/Warren_Buffett_31.jpg  \n",
      "  inflating: /data/test/Warren_Buffett_40.jpg  \n",
      "  inflating: /data/test/Warren_Buffett_41.jpg  \n",
      "  inflating: /data/test/Warren_Buffett_50.jpg  \n",
      "  inflating: /data/test/Warren_Buffett_51.jpg  \n",
      "  inflating: /data/test/Wayne_Allard_00.jpg  \n",
      "  inflating: /data/test/Wayne_Allard_01.jpg  \n",
      "  inflating: /data/test/Wayne_Allard_20.jpg  \n",
      "  inflating: /data/test/Wayne_Allard_21.jpg  \n",
      "  inflating: /data/test/Wayne_Allard_50.jpg  \n",
      "  inflating: /data/test/Wayne_Allard_51.jpg  \n",
      "  inflating: /data/test/Wayne_Gretzky_20.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/test/Wayne_Gretzky_21.jpg  \n",
      "  inflating: /data/test/Wayne_Gretzky_30.jpg  \n",
      "  inflating: /data/test/Wayne_Gretzky_31.jpg  \n",
      "  inflating: /data/test/Wayne_Gretzky_40.jpg  \n",
      "  inflating: /data/test/Wayne_Gretzky_41.jpg  \n",
      "  inflating: /data/test/Wayne_Newton_10.jpg  \n",
      "  inflating: /data/test/Wayne_Newton_11.jpg  \n",
      "  inflating: /data/test/Wayne_Newton_20.jpg  \n",
      "  inflating: /data/test/Wayne_Newton_21.jpg  \n",
      "  inflating: /data/test/Wayne_Newton_40.jpg  \n",
      "  inflating: /data/test/Wayne_Newton_41.jpg  \n",
      "  inflating: /data/test/Wes_Craven_00.jpg  \n",
      "  inflating: /data/test/Wes_Craven_01.jpg  \n",
      "  inflating: /data/test/Wes_Craven_20.jpg  \n",
      "  inflating: /data/test/Wes_Craven_21.jpg  \n",
      "  inflating: /data/test/Wes_Craven_30.jpg  \n",
      "  inflating: /data/test/Wes_Craven_31.jpg  \n",
      "  inflating: /data/test/Wes_Craven_50.jpg  \n",
      "  inflating: /data/test/Wes_Craven_51.jpg  \n",
      "  inflating: /data/test/Wesley_Clark_00.jpg  \n",
      "  inflating: /data/test/Wesley_Clark_01.jpg  \n",
      "  inflating: /data/test/Wesley_Clark_20.jpg  \n",
      "  inflating: /data/test/Wesley_Clark_21.jpg  \n",
      "  inflating: /data/test/Wesley_Clark_30.jpg  \n",
      "  inflating: /data/test/Wesley_Clark_31.jpg  \n",
      "  inflating: /data/test/Wesley_Clark_40.jpg  \n",
      "  inflating: /data/test/Wesley_Clark_41.jpg  \n",
      "  inflating: /data/test/Whoopi_Goldberg_00.jpg  \n",
      "  inflating: /data/test/Whoopi_Goldberg_01.jpg  \n",
      "  inflating: /data/test/Whoopi_Goldberg_40.jpg  \n",
      "  inflating: /data/test/Whoopi_Goldberg_41.jpg  \n",
      "  inflating: /data/test/Whoopi_Goldberg_50.jpg  \n",
      "  inflating: /data/test/Whoopi_Goldberg_51.jpg  \n",
      "  inflating: /data/test/William_Delahunt_00.jpg  \n",
      "  inflating: /data/test/William_Delahunt_01.jpg  \n",
      "  inflating: /data/test/William_Delahunt_10.jpg  \n",
      "  inflating: /data/test/William_Delahunt_11.jpg  \n",
      "  inflating: /data/test/William_Delahunt_20.jpg  \n",
      "  inflating: /data/test/William_Delahunt_21.jpg  \n",
      "  inflating: /data/test/William_Donaldson_00.jpg  \n",
      "  inflating: /data/test/William_Donaldson_01.jpg  \n",
      "  inflating: /data/test/William_Donaldson_10.jpg  \n",
      "  inflating: /data/test/William_Donaldson_11.jpg  \n",
      "  inflating: /data/test/William_Donaldson_50.jpg  \n",
      "  inflating: /data/test/William_Donaldson_51.jpg  \n",
      "  inflating: /data/test/William_McDonough_00.jpg  \n",
      "  inflating: /data/test/William_McDonough_01.jpg  \n",
      "  inflating: /data/test/William_McDonough_20.jpg  \n",
      "  inflating: /data/test/William_McDonough_21.jpg  \n",
      "  inflating: /data/test/William_McDonough_30.jpg  \n",
      "  inflating: /data/test/William_McDonough_31.jpg  \n",
      "  inflating: /data/test/William_McDonough_40.jpg  \n",
      "  inflating: /data/test/William_McDonough_41.jpg  \n",
      "  inflating: /data/test/Yang_Jianli_00.jpg  \n",
      "  inflating: /data/test/Yang_Jianli_01.jpg  \n",
      "  inflating: /data/test/Yang_Jianli_10.jpg  \n",
      "  inflating: /data/test/Yang_Jianli_11.jpg  \n",
      "  inflating: /data/test/Yang_Jianli_30.jpg  \n",
      "  inflating: /data/test/Yang_Jianli_31.jpg  \n",
      "  inflating: /data/test/Yuri_Fedotov_20.jpg  \n",
      "  inflating: /data/test/Yuri_Fedotov_21.jpg  \n",
      "  inflating: /data/test/Yuri_Fedotov_30.jpg  \n",
      "  inflating: /data/test/Yuri_Fedotov_31.jpg  \n",
      "  inflating: /data/test/Yuri_Fedotov_40.jpg  \n",
      "  inflating: /data/test/Yuri_Fedotov_41.jpg  \n",
      "  inflating: /data/test/Zhang_Ziyi_10.jpg  \n",
      "  inflating: /data/test/Zhang_Ziyi_11.jpg  \n",
      "  inflating: /data/test/Zhang_Ziyi_20.jpg  \n",
      "  inflating: /data/test/Zhang_Ziyi_21.jpg  \n",
      "  inflating: /data/test/Zhang_Ziyi_40.jpg  \n",
      "  inflating: /data/test/Zhang_Ziyi_41.jpg  \n",
      "  inflating: /data/test/Zhong_Nanshan_00.jpg  \n",
      "  inflating: /data/test/Zhong_Nanshan_01.jpg  \n",
      "  inflating: /data/test/Zhong_Nanshan_10.jpg  \n",
      "  inflating: /data/test/Zhong_Nanshan_11.jpg  \n",
      "  inflating: /data/test/Zhong_Nanshan_50.jpg  \n",
      "  inflating: /data/test/Zhong_Nanshan_51.jpg  \n",
      "  inflating: /data/test_frames_keypoints.csv  \n",
      "   creating: /data/training/\n",
      "  inflating: /data/training/Abdel_Aziz_Al-Hakim_00.jpg  \n",
      "  inflating: /data/training/Abdel_Aziz_Al-Hakim_01.jpg  \n",
      "  inflating: /data/training/Abdel_Aziz_Al-Hakim_02.jpg  \n",
      "  inflating: /data/training/Abdel_Aziz_Al-Hakim_10.jpg  \n",
      "  inflating: /data/training/Abdel_Aziz_Al-Hakim_11.jpg  \n",
      "  inflating: /data/training/Abdel_Aziz_Al-Hakim_12.jpg  \n",
      "  inflating: /data/training/Abdel_Aziz_Al-Hakim_40.jpg  \n",
      "  inflating: /data/training/Abdel_Aziz_Al-Hakim_41.jpg  \n",
      "  inflating: /data/training/Abdel_Aziz_Al-Hakim_42.jpg  \n",
      "  inflating: /data/training/Abdullah_Gul_10.jpg  \n",
      "  inflating: /data/training/Abdullah_Gul_11.jpg  \n",
      "  inflating: /data/training/Abdullah_Gul_12.jpg  \n",
      "  inflating: /data/training/Abdullah_Gul_30.jpg  \n",
      "  inflating: /data/training/Abdullah_Gul_31.jpg  \n",
      "  inflating: /data/training/Abdullah_Gul_32.jpg  \n",
      "  inflating: /data/training/Abdullah_Gul_50.jpg  \n",
      "  inflating: /data/training/Abdullah_Gul_51.jpg  \n",
      "  inflating: /data/training/Abdullah_Gul_52.jpg  \n",
      "  inflating: /data/training/Adam_Sandler_00.jpg  \n",
      "  inflating: /data/training/Adam_Sandler_01.jpg  \n",
      "  inflating: /data/training/Adam_Sandler_02.jpg  \n",
      "  inflating: /data/training/Adam_Sandler_10.jpg  \n",
      "  inflating: /data/training/Adam_Sandler_11.jpg  \n",
      "  inflating: /data/training/Adam_Sandler_12.jpg  \n",
      "  inflating: /data/training/Adam_Sandler_40.jpg  \n",
      "  inflating: /data/training/Adam_Sandler_41.jpg  \n",
      "  inflating: /data/training/Adam_Sandler_42.jpg  \n",
      "  inflating: /data/training/Adrian_Nastase_10.jpg  \n",
      "  inflating: /data/training/Adrian_Nastase_11.jpg  \n",
      "  inflating: /data/training/Adrian_Nastase_12.jpg  \n",
      "  inflating: /data/training/Adrian_Nastase_40.jpg  \n",
      "  inflating: /data/training/Adrian_Nastase_41.jpg  \n",
      "  inflating: /data/training/Adrian_Nastase_42.jpg  \n",
      "  inflating: /data/training/Adrian_Nastase_50.jpg  \n",
      "  inflating: /data/training/Adrian_Nastase_51.jpg  \n",
      "  inflating: /data/training/Adrian_Nastase_52.jpg  \n",
      "  inflating: /data/training/Agbani_Darego_00.jpg  \n",
      "  inflating: /data/training/Agbani_Darego_01.jpg  \n",
      "  inflating: /data/training/Agbani_Darego_02.jpg  \n",
      "  inflating: /data/training/Agbani_Darego_20.jpg  \n",
      "  inflating: /data/training/Agbani_Darego_21.jpg  \n",
      "  inflating: /data/training/Agbani_Darego_22.jpg  \n",
      "  inflating: /data/training/Agbani_Darego_40.jpg  \n",
      "  inflating: /data/training/Agbani_Darego_41.jpg  \n",
      "  inflating: /data/training/Agbani_Darego_42.jpg  \n",
      "  inflating: /data/training/Agbani_Darego_50.jpg  \n",
      "  inflating: /data/training/Agbani_Darego_51.jpg  \n",
      "  inflating: /data/training/Agbani_Darego_52.jpg  \n",
      "  inflating: /data/training/Agnes_Bruckner_00.jpg  \n",
      "  inflating: /data/training/Agnes_Bruckner_01.jpg  \n",
      "  inflating: /data/training/Agnes_Bruckner_02.jpg  \n",
      "  inflating: /data/training/Agnes_Bruckner_10.jpg  \n",
      "  inflating: /data/training/Agnes_Bruckner_11.jpg  \n",
      "  inflating: /data/training/Agnes_Bruckner_12.jpg  \n",
      "  inflating: /data/training/Agnes_Bruckner_20.jpg  \n",
      "  inflating: /data/training/Agnes_Bruckner_21.jpg  \n",
      "  inflating: /data/training/Agnes_Bruckner_22.jpg  \n",
      "  inflating: /data/training/Agnes_Bruckner_40.jpg  \n",
      "  inflating: /data/training/Agnes_Bruckner_41.jpg  \n",
      "  inflating: /data/training/Agnes_Bruckner_42.jpg  \n",
      "  inflating: /data/training/Ahmad_Masood_00.jpg  \n",
      "  inflating: /data/training/Ahmad_Masood_01.jpg  \n",
      "  inflating: /data/training/Ahmad_Masood_02.jpg  \n",
      "  inflating: /data/training/Ahmad_Masood_30.jpg  \n",
      "  inflating: /data/training/Ahmad_Masood_31.jpg  \n",
      "  inflating: /data/training/Ahmad_Masood_32.jpg  \n",
      "  inflating: /data/training/Ahmad_Masood_40.jpg  \n",
      "  inflating: /data/training/Ahmad_Masood_41.jpg  \n",
      "  inflating: /data/training/Ahmad_Masood_42.jpg  \n",
      "  inflating: /data/training/Ahmed_Ahmed_00.jpg  \n",
      "  inflating: /data/training/Ahmed_Ahmed_01.jpg  \n",
      "  inflating: /data/training/Ahmed_Ahmed_02.jpg  \n",
      "  inflating: /data/training/Ahmed_Ahmed_10.jpg  \n",
      "  inflating: /data/training/Ahmed_Ahmed_11.jpg  \n",
      "  inflating: /data/training/Ahmed_Ahmed_12.jpg  \n",
      "  inflating: /data/training/Ahmed_Ahmed_40.jpg  \n",
      "  inflating: /data/training/Ahmed_Ahmed_41.jpg  \n",
      "  inflating: /data/training/Ahmed_Ahmed_42.jpg  \n",
      "  inflating: /data/training/Ahmed_Ahmed_50.jpg  \n",
      "  inflating: /data/training/Ahmed_Ahmed_51.jpg  \n",
      "  inflating: /data/training/Ahmed_Ahmed_52.jpg  \n",
      "  inflating: /data/training/Aidan_Quinn_00.jpg  \n",
      "  inflating: /data/training/Aidan_Quinn_01.jpg  \n",
      "  inflating: /data/training/Aidan_Quinn_02.jpg  \n",
      "  inflating: /data/training/Aidan_Quinn_10.jpg  \n",
      "  inflating: /data/training/Aidan_Quinn_11.jpg  \n",
      "  inflating: /data/training/Aidan_Quinn_12.jpg  \n",
      "  inflating: /data/training/Aidan_Quinn_20.jpg  \n",
      "  inflating: /data/training/Aidan_Quinn_21.jpg  \n",
      "  inflating: /data/training/Aidan_Quinn_22.jpg  \n",
      "  inflating: /data/training/Aidan_Quinn_30.jpg  \n",
      "  inflating: /data/training/Aidan_Quinn_31.jpg  \n",
      "  inflating: /data/training/Aidan_Quinn_32.jpg  \n",
      "  inflating: /data/training/Aishwarya_Rai_00.jpg  \n",
      "  inflating: /data/training/Aishwarya_Rai_01.jpg  \n",
      "  inflating: /data/training/Aishwarya_Rai_02.jpg  \n",
      "  inflating: /data/training/Aishwarya_Rai_10.jpg  \n",
      "  inflating: /data/training/Aishwarya_Rai_11.jpg  \n",
      "  inflating: /data/training/Aishwarya_Rai_12.jpg  \n",
      "  inflating: /data/training/Aishwarya_Rai_40.jpg  \n",
      "  inflating: /data/training/Aishwarya_Rai_41.jpg  \n",
      "  inflating: /data/training/Aishwarya_Rai_42.jpg  \n",
      "  inflating: /data/training/Aishwarya_Rai_50.jpg  \n",
      "  inflating: /data/training/Aishwarya_Rai_51.jpg  \n",
      "  inflating: /data/training/Aishwarya_Rai_52.jpg  \n",
      "  inflating: /data/training/Albert_Brooks_00.jpg  \n",
      "  inflating: /data/training/Albert_Brooks_01.jpg  \n",
      "  inflating: /data/training/Albert_Brooks_02.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Albert_Brooks_10.jpg  \n",
      "  inflating: /data/training/Albert_Brooks_11.jpg  \n",
      "  inflating: /data/training/Albert_Brooks_12.jpg  \n",
      "  inflating: /data/training/Albert_Brooks_30.jpg  \n",
      "  inflating: /data/training/Albert_Brooks_31.jpg  \n",
      "  inflating: /data/training/Albert_Brooks_32.jpg  \n",
      "  inflating: /data/training/Alejandro_Toledo_10.jpg  \n",
      "  inflating: /data/training/Alejandro_Toledo_11.jpg  \n",
      "  inflating: /data/training/Alejandro_Toledo_12.jpg  \n",
      "  inflating: /data/training/Alejandro_Toledo_30.jpg  \n",
      "  inflating: /data/training/Alejandro_Toledo_31.jpg  \n",
      "  inflating: /data/training/Alejandro_Toledo_32.jpg  \n",
      "  inflating: /data/training/Alejandro_Toledo_50.jpg  \n",
      "  inflating: /data/training/Alejandro_Toledo_51.jpg  \n",
      "  inflating: /data/training/Alejandro_Toledo_52.jpg  \n",
      "  inflating: /data/training/Aleksander_Kwasniewski_00.jpg  \n",
      "  inflating: /data/training/Aleksander_Kwasniewski_01.jpg  \n",
      "  inflating: /data/training/Aleksander_Kwasniewski_02.jpg  \n",
      "  inflating: /data/training/Aleksander_Kwasniewski_10.jpg  \n",
      "  inflating: /data/training/Aleksander_Kwasniewski_11.jpg  \n",
      "  inflating: /data/training/Aleksander_Kwasniewski_12.jpg  \n",
      "  inflating: /data/training/Aleksander_Kwasniewski_20.jpg  \n",
      "  inflating: /data/training/Aleksander_Kwasniewski_21.jpg  \n",
      "  inflating: /data/training/Aleksander_Kwasniewski_22.jpg  \n",
      "  inflating: /data/training/Aleksander_Kwasniewski_30.jpg  \n",
      "  inflating: /data/training/Aleksander_Kwasniewski_31.jpg  \n",
      "  inflating: /data/training/Aleksander_Kwasniewski_32.jpg  \n",
      "  inflating: /data/training/Alex_Ferguson_00.jpg  \n",
      "  inflating: /data/training/Alex_Ferguson_01.jpg  \n",
      "  inflating: /data/training/Alex_Ferguson_02.jpg  \n",
      "  inflating: /data/training/Alex_Ferguson_10.jpg  \n",
      "  inflating: /data/training/Alex_Ferguson_11.jpg  \n",
      "  inflating: /data/training/Alex_Ferguson_12.jpg  \n",
      "  inflating: /data/training/Alex_Ferguson_50.jpg  \n",
      "  inflating: /data/training/Alex_Ferguson_51.jpg  \n",
      "  inflating: /data/training/Alex_Ferguson_52.jpg  \n",
      "  inflating: /data/training/Alexandra_Pelosi_00.jpg  \n",
      "  inflating: /data/training/Alexandra_Pelosi_01.jpg  \n",
      "  inflating: /data/training/Alexandra_Pelosi_02.jpg  \n",
      "  inflating: /data/training/Alexandra_Pelosi_10.jpg  \n",
      "  inflating: /data/training/Alexandra_Pelosi_11.jpg  \n",
      "  inflating: /data/training/Alexandra_Pelosi_12.jpg  \n",
      "  inflating: /data/training/Alexandra_Pelosi_30.jpg  \n",
      "  inflating: /data/training/Alexandra_Pelosi_31.jpg  \n",
      "  inflating: /data/training/Alexandra_Pelosi_32.jpg  \n",
      "  inflating: /data/training/Alfredo_di_Stefano_00.jpg  \n",
      "  inflating: /data/training/Alfredo_di_Stefano_01.jpg  \n",
      "  inflating: /data/training/Alfredo_di_Stefano_02.jpg  \n",
      "  inflating: /data/training/Alfredo_di_Stefano_20.jpg  \n",
      "  inflating: /data/training/Alfredo_di_Stefano_21.jpg  \n",
      "  inflating: /data/training/Alfredo_di_Stefano_22.jpg  \n",
      "  inflating: /data/training/Alfredo_di_Stefano_50.jpg  \n",
      "  inflating: /data/training/Alfredo_di_Stefano_51.jpg  \n",
      "  inflating: /data/training/Alfredo_di_Stefano_52.jpg  \n",
      "  inflating: /data/training/Ali_Abbas_20.jpg  \n",
      "  inflating: /data/training/Ali_Abbas_21.jpg  \n",
      "  inflating: /data/training/Ali_Abbas_22.jpg  \n",
      "  inflating: /data/training/Ali_Abbas_30.jpg  \n",
      "  inflating: /data/training/Ali_Abbas_31.jpg  \n",
      "  inflating: /data/training/Ali_Abbas_32.jpg  \n",
      "  inflating: /data/training/Ali_Abbas_40.jpg  \n",
      "  inflating: /data/training/Ali_Abbas_41.jpg  \n",
      "  inflating: /data/training/Ali_Abbas_42.jpg  \n",
      "  inflating: /data/training/Ali_Abbas_50.jpg  \n",
      "  inflating: /data/training/Ali_Abbas_51.jpg  \n",
      "  inflating: /data/training/Ali_Abbas_52.jpg  \n",
      "  inflating: /data/training/Alicia_Silverstone_00.jpg  \n",
      "  inflating: /data/training/Alicia_Silverstone_01.jpg  \n",
      "  inflating: /data/training/Alicia_Silverstone_02.jpg  \n",
      "  inflating: /data/training/Alicia_Silverstone_10.jpg  \n",
      "  inflating: /data/training/Alicia_Silverstone_11.jpg  \n",
      "  inflating: /data/training/Alicia_Silverstone_12.jpg  \n",
      "  inflating: /data/training/Alicia_Silverstone_20.jpg  \n",
      "  inflating: /data/training/Alicia_Silverstone_21.jpg  \n",
      "  inflating: /data/training/Alicia_Silverstone_22.jpg  \n",
      "  inflating: /data/training/Alicia_Silverstone_50.jpg  \n",
      "  inflating: /data/training/Alicia_Silverstone_51.jpg  \n",
      "  inflating: /data/training/Alicia_Silverstone_52.jpg  \n",
      "  inflating: /data/training/Alma_Powell_00.jpg  \n",
      "  inflating: /data/training/Alma_Powell_01.jpg  \n",
      "  inflating: /data/training/Alma_Powell_02.jpg  \n",
      "  inflating: /data/training/Alma_Powell_10.jpg  \n",
      "  inflating: /data/training/Alma_Powell_11.jpg  \n",
      "  inflating: /data/training/Alma_Powell_12.jpg  \n",
      "  inflating: /data/training/Alma_Powell_40.jpg  \n",
      "  inflating: /data/training/Alma_Powell_41.jpg  \n",
      "  inflating: /data/training/Alma_Powell_42.jpg  \n",
      "  inflating: /data/training/Alma_Powell_50.jpg  \n",
      "  inflating: /data/training/Alma_Powell_51.jpg  \n",
      "  inflating: /data/training/Alma_Powell_52.jpg  \n",
      "  inflating: /data/training/Alvaro_Silva_Calderon_00.jpg  \n",
      "  inflating: /data/training/Alvaro_Silva_Calderon_01.jpg  \n",
      "  inflating: /data/training/Alvaro_Silva_Calderon_02.jpg  \n",
      "  inflating: /data/training/Alvaro_Silva_Calderon_10.jpg  \n",
      "  inflating: /data/training/Alvaro_Silva_Calderon_11.jpg  \n",
      "  inflating: /data/training/Alvaro_Silva_Calderon_12.jpg  \n",
      "  inflating: /data/training/Alvaro_Silva_Calderon_20.jpg  \n",
      "  inflating: /data/training/Alvaro_Silva_Calderon_21.jpg  \n",
      "  inflating: /data/training/Alvaro_Silva_Calderon_22.jpg  \n",
      "  inflating: /data/training/Alvaro_Silva_Calderon_30.jpg  \n",
      "  inflating: /data/training/Alvaro_Silva_Calderon_31.jpg  \n",
      "  inflating: /data/training/Alvaro_Silva_Calderon_32.jpg  \n",
      "  inflating: /data/training/Amelia_Vega_10.jpg  \n",
      "  inflating: /data/training/Amelia_Vega_11.jpg  \n",
      "  inflating: /data/training/Amelia_Vega_12.jpg  \n",
      "  inflating: /data/training/Amelia_Vega_20.jpg  \n",
      "  inflating: /data/training/Amelia_Vega_21.jpg  \n",
      "  inflating: /data/training/Amelia_Vega_22.jpg  \n",
      "  inflating: /data/training/Amelia_Vega_30.jpg  \n",
      "  inflating: /data/training/Amelia_Vega_31.jpg  \n",
      "  inflating: /data/training/Amelia_Vega_32.jpg  \n",
      "  inflating: /data/training/Amelia_Vega_40.jpg  \n",
      "  inflating: /data/training/Amelia_Vega_41.jpg  \n",
      "  inflating: /data/training/Amelia_Vega_42.jpg  \n",
      "  inflating: /data/training/Amy_Brenneman_10.jpg  \n",
      "  inflating: /data/training/Amy_Brenneman_11.jpg  \n",
      "  inflating: /data/training/Amy_Brenneman_12.jpg  \n",
      "  inflating: /data/training/Amy_Brenneman_30.jpg  \n",
      "  inflating: /data/training/Amy_Brenneman_31.jpg  \n",
      "  inflating: /data/training/Amy_Brenneman_32.jpg  \n",
      "  inflating: /data/training/Amy_Brenneman_50.jpg  \n",
      "  inflating: /data/training/Amy_Brenneman_51.jpg  \n",
      "  inflating: /data/training/Amy_Brenneman_52.jpg  \n",
      "  inflating: /data/training/Andrea_Bocelli_10.jpg  \n",
      "  inflating: /data/training/Andrea_Bocelli_11.jpg  \n",
      "  inflating: /data/training/Andrea_Bocelli_12.jpg  \n",
      "  inflating: /data/training/Andrea_Bocelli_20.jpg  \n",
      "  inflating: /data/training/Andrea_Bocelli_21.jpg  \n",
      "  inflating: /data/training/Andrea_Bocelli_22.jpg  \n",
      "  inflating: /data/training/Andrea_Bocelli_30.jpg  \n",
      "  inflating: /data/training/Andrea_Bocelli_31.jpg  \n",
      "  inflating: /data/training/Andrea_Bocelli_32.jpg  \n",
      "  inflating: /data/training/Andy_Roddick_20.jpg  \n",
      "  inflating: /data/training/Andy_Roddick_21.jpg  \n",
      "  inflating: /data/training/Andy_Roddick_22.jpg  \n",
      "  inflating: /data/training/Andy_Roddick_40.jpg  \n",
      "  inflating: /data/training/Andy_Roddick_41.jpg  \n",
      "  inflating: /data/training/Andy_Roddick_42.jpg  \n",
      "  inflating: /data/training/Andy_Roddick_50.jpg  \n",
      "  inflating: /data/training/Andy_Roddick_51.jpg  \n",
      "  inflating: /data/training/Andy_Roddick_52.jpg  \n",
      "  inflating: /data/training/Andy_Rooney_10.jpg  \n",
      "  inflating: /data/training/Andy_Rooney_11.jpg  \n",
      "  inflating: /data/training/Andy_Rooney_12.jpg  \n",
      "  inflating: /data/training/Andy_Rooney_20.jpg  \n",
      "  inflating: /data/training/Andy_Rooney_21.jpg  \n",
      "  inflating: /data/training/Andy_Rooney_22.jpg  \n",
      "  inflating: /data/training/Andy_Rooney_50.jpg  \n",
      "  inflating: /data/training/Andy_Rooney_51.jpg  \n",
      "  inflating: /data/training/Andy_Rooney_52.jpg  \n",
      "  inflating: /data/training/Angel_Lockward_30.jpg  \n",
      "  inflating: /data/training/Angel_Lockward_31.jpg  \n",
      "  inflating: /data/training/Angel_Lockward_32.jpg  \n",
      "  inflating: /data/training/Angel_Lockward_40.jpg  \n",
      "  inflating: /data/training/Angel_Lockward_41.jpg  \n",
      "  inflating: /data/training/Angel_Lockward_42.jpg  \n",
      "  inflating: /data/training/Angel_Lockward_50.jpg  \n",
      "  inflating: /data/training/Angel_Lockward_51.jpg  \n",
      "  inflating: /data/training/Angel_Lockward_52.jpg  \n",
      "  inflating: /data/training/Angela_Bassett_20.jpg  \n",
      "  inflating: /data/training/Angela_Bassett_21.jpg  \n",
      "  inflating: /data/training/Angela_Bassett_22.jpg  \n",
      "  inflating: /data/training/Angela_Bassett_30.jpg  \n",
      "  inflating: /data/training/Angela_Bassett_31.jpg  \n",
      "  inflating: /data/training/Angela_Bassett_32.jpg  \n",
      "  inflating: /data/training/Angela_Bassett_40.jpg  \n",
      "  inflating: /data/training/Angela_Bassett_41.jpg  \n",
      "  inflating: /data/training/Angela_Bassett_42.jpg  \n",
      "  inflating: /data/training/Angelo_Reyes_20.jpg  \n",
      "  inflating: /data/training/Angelo_Reyes_21.jpg  \n",
      "  inflating: /data/training/Angelo_Reyes_22.jpg  \n",
      "  inflating: /data/training/Angelo_Reyes_30.jpg  \n",
      "  inflating: /data/training/Angelo_Reyes_31.jpg  \n",
      "  inflating: /data/training/Angelo_Reyes_32.jpg  \n",
      "  inflating: /data/training/Angelo_Reyes_50.jpg  \n",
      "  inflating: /data/training/Angelo_Reyes_51.jpg  \n",
      "  inflating: /data/training/Angelo_Reyes_52.jpg  \n",
      "  inflating: /data/training/Baburam_Bhattari_00.jpg  \n",
      "  inflating: /data/training/Baburam_Bhattari_01.jpg  \n",
      "  inflating: /data/training/Baburam_Bhattari_02.jpg  \n",
      "  inflating: /data/training/Baburam_Bhattari_20.jpg  \n",
      "  inflating: /data/training/Baburam_Bhattari_21.jpg  \n",
      "  inflating: /data/training/Baburam_Bhattari_22.jpg  \n",
      "  inflating: /data/training/Baburam_Bhattari_30.jpg  \n",
      "  inflating: /data/training/Baburam_Bhattari_31.jpg  \n",
      "  inflating: /data/training/Baburam_Bhattari_32.jpg  \n",
      "  inflating: /data/training/Barbara_Bodine_00.jpg  \n",
      "  inflating: /data/training/Barbara_Bodine_01.jpg  \n",
      "  inflating: /data/training/Barbara_Bodine_02.jpg  \n",
      "  inflating: /data/training/Barbara_Bodine_20.jpg  \n",
      "  inflating: /data/training/Barbara_Bodine_21.jpg  \n",
      "  inflating: /data/training/Barbara_Bodine_22.jpg  \n",
      "  inflating: /data/training/Barbara_Bodine_40.jpg  \n",
      "  inflating: /data/training/Barbara_Bodine_41.jpg  \n",
      "  inflating: /data/training/Barbara_Bodine_42.jpg  \n",
      "  inflating: /data/training/Barbara_Bodine_50.jpg  \n",
      "  inflating: /data/training/Barbara_Bodine_51.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Barbara_Bodine_52.jpg  \n",
      "  inflating: /data/training/Barbara_Boxer_10.jpg  \n",
      "  inflating: /data/training/Barbara_Boxer_11.jpg  \n",
      "  inflating: /data/training/Barbara_Boxer_12.jpg  \n",
      "  inflating: /data/training/Barbara_Boxer_40.jpg  \n",
      "  inflating: /data/training/Barbara_Boxer_41.jpg  \n",
      "  inflating: /data/training/Barbara_Boxer_42.jpg  \n",
      "  inflating: /data/training/Barbara_Boxer_50.jpg  \n",
      "  inflating: /data/training/Barbara_Boxer_51.jpg  \n",
      "  inflating: /data/training/Barbara_Boxer_52.jpg  \n",
      "  inflating: /data/training/Barbara_Walters_00.jpg  \n",
      "  inflating: /data/training/Barbara_Walters_01.jpg  \n",
      "  inflating: /data/training/Barbara_Walters_02.jpg  \n",
      "  inflating: /data/training/Barbara_Walters_20.jpg  \n",
      "  inflating: /data/training/Barbara_Walters_21.jpg  \n",
      "  inflating: /data/training/Barbara_Walters_22.jpg  \n",
      "  inflating: /data/training/Barbara_Walters_40.jpg  \n",
      "  inflating: /data/training/Barbara_Walters_41.jpg  \n",
      "  inflating: /data/training/Barbara_Walters_42.jpg  \n",
      "  inflating: /data/training/Barbara_Walters_50.jpg  \n",
      "  inflating: /data/training/Barbara_Walters_51.jpg  \n",
      "  inflating: /data/training/Barbara_Walters_52.jpg  \n",
      "  inflating: /data/training/Barry_Alvarez_00.jpg  \n",
      "  inflating: /data/training/Barry_Alvarez_01.jpg  \n",
      "  inflating: /data/training/Barry_Alvarez_02.jpg  \n",
      "  inflating: /data/training/Barry_Alvarez_10.jpg  \n",
      "  inflating: /data/training/Barry_Alvarez_11.jpg  \n",
      "  inflating: /data/training/Barry_Alvarez_12.jpg  \n",
      "  inflating: /data/training/Barry_Alvarez_20.jpg  \n",
      "  inflating: /data/training/Barry_Alvarez_21.jpg  \n",
      "  inflating: /data/training/Barry_Alvarez_22.jpg  \n",
      "  inflating: /data/training/Barry_Alvarez_30.jpg  \n",
      "  inflating: /data/training/Barry_Alvarez_31.jpg  \n",
      "  inflating: /data/training/Barry_Alvarez_32.jpg  \n",
      "  inflating: /data/training/Ben_Kingsley_10.jpg  \n",
      "  inflating: /data/training/Ben_Kingsley_11.jpg  \n",
      "  inflating: /data/training/Ben_Kingsley_12.jpg  \n",
      "  inflating: /data/training/Ben_Kingsley_20.jpg  \n",
      "  inflating: /data/training/Ben_Kingsley_21.jpg  \n",
      "  inflating: /data/training/Ben_Kingsley_22.jpg  \n",
      "  inflating: /data/training/Ben_Kingsley_50.jpg  \n",
      "  inflating: /data/training/Ben_Kingsley_51.jpg  \n",
      "  inflating: /data/training/Ben_Kingsley_52.jpg  \n",
      "  inflating: /data/training/Ben_Stein_10.jpg  \n",
      "  inflating: /data/training/Ben_Stein_11.jpg  \n",
      "  inflating: /data/training/Ben_Stein_12.jpg  \n",
      "  inflating: /data/training/Ben_Stein_30.jpg  \n",
      "  inflating: /data/training/Ben_Stein_31.jpg  \n",
      "  inflating: /data/training/Ben_Stein_32.jpg  \n",
      "  inflating: /data/training/Ben_Stein_40.jpg  \n",
      "  inflating: /data/training/Ben_Stein_41.jpg  \n",
      "  inflating: /data/training/Ben_Stein_42.jpg  \n",
      "  inflating: /data/training/Ben_Stein_50.jpg  \n",
      "  inflating: /data/training/Ben_Stein_51.jpg  \n",
      "  inflating: /data/training/Ben_Stein_52.jpg  \n",
      "  inflating: /data/training/Benedita_da_Silva_10.jpg  \n",
      "  inflating: /data/training/Benedita_da_Silva_11.jpg  \n",
      "  inflating: /data/training/Benedita_da_Silva_12.jpg  \n",
      "  inflating: /data/training/Benedita_da_Silva_20.jpg  \n",
      "  inflating: /data/training/Benedita_da_Silva_21.jpg  \n",
      "  inflating: /data/training/Benedita_da_Silva_22.jpg  \n",
      "  inflating: /data/training/Benedita_da_Silva_50.jpg  \n",
      "  inflating: /data/training/Benedita_da_Silva_51.jpg  \n",
      "  inflating: /data/training/Benedita_da_Silva_52.jpg  \n",
      "  inflating: /data/training/Benjamin_McKenzie_30.jpg  \n",
      "  inflating: /data/training/Benjamin_McKenzie_31.jpg  \n",
      "  inflating: /data/training/Benjamin_McKenzie_32.jpg  \n",
      "  inflating: /data/training/Benjamin_McKenzie_40.jpg  \n",
      "  inflating: /data/training/Benjamin_McKenzie_41.jpg  \n",
      "  inflating: /data/training/Benjamin_McKenzie_42.jpg  \n",
      "  inflating: /data/training/Benjamin_McKenzie_50.jpg  \n",
      "  inflating: /data/training/Benjamin_McKenzie_51.jpg  \n",
      "  inflating: /data/training/Benjamin_McKenzie_52.jpg  \n",
      "  inflating: /data/training/Benjamin_Netanyahu_00.jpg  \n",
      "  inflating: /data/training/Benjamin_Netanyahu_01.jpg  \n",
      "  inflating: /data/training/Benjamin_Netanyahu_02.jpg  \n",
      "  inflating: /data/training/Benjamin_Netanyahu_10.jpg  \n",
      "  inflating: /data/training/Benjamin_Netanyahu_11.jpg  \n",
      "  inflating: /data/training/Benjamin_Netanyahu_12.jpg  \n",
      "  inflating: /data/training/Benjamin_Netanyahu_30.jpg  \n",
      "  inflating: /data/training/Benjamin_Netanyahu_31.jpg  \n",
      "  inflating: /data/training/Benjamin_Netanyahu_32.jpg  \n",
      "  inflating: /data/training/Benjamin_Netanyahu_40.jpg  \n",
      "  inflating: /data/training/Benjamin_Netanyahu_41.jpg  \n",
      "  inflating: /data/training/Benjamin_Netanyahu_42.jpg  \n",
      "  inflating: /data/training/Beyonce_Knowles_00.jpg  \n",
      "  inflating: /data/training/Beyonce_Knowles_01.jpg  \n",
      "  inflating: /data/training/Beyonce_Knowles_02.jpg  \n",
      "  inflating: /data/training/Beyonce_Knowles_30.jpg  \n",
      "  inflating: /data/training/Beyonce_Knowles_31.jpg  \n",
      "  inflating: /data/training/Beyonce_Knowles_32.jpg  \n",
      "  inflating: /data/training/Beyonce_Knowles_50.jpg  \n",
      "  inflating: /data/training/Beyonce_Knowles_51.jpg  \n",
      "  inflating: /data/training/Beyonce_Knowles_52.jpg  \n",
      "  inflating: /data/training/Bianca_Jagger_20.jpg  \n",
      "  inflating: /data/training/Bianca_Jagger_21.jpg  \n",
      "  inflating: /data/training/Bianca_Jagger_22.jpg  \n",
      "  inflating: /data/training/Bianca_Jagger_30.jpg  \n",
      "  inflating: /data/training/Bianca_Jagger_31.jpg  \n",
      "  inflating: /data/training/Bianca_Jagger_32.jpg  \n",
      "  inflating: /data/training/Bianca_Jagger_40.jpg  \n",
      "  inflating: /data/training/Bianca_Jagger_41.jpg  \n",
      "  inflating: /data/training/Bianca_Jagger_42.jpg  \n",
      "  inflating: /data/training/Biljana_Plavsic_00.jpg  \n",
      "  inflating: /data/training/Biljana_Plavsic_01.jpg  \n",
      "  inflating: /data/training/Biljana_Plavsic_02.jpg  \n",
      "  inflating: /data/training/Biljana_Plavsic_10.jpg  \n",
      "  inflating: /data/training/Biljana_Plavsic_11.jpg  \n",
      "  inflating: /data/training/Biljana_Plavsic_12.jpg  \n",
      "  inflating: /data/training/Biljana_Plavsic_30.jpg  \n",
      "  inflating: /data/training/Biljana_Plavsic_31.jpg  \n",
      "  inflating: /data/training/Biljana_Plavsic_32.jpg  \n",
      "  inflating: /data/training/Bill_Bradley_10.jpg  \n",
      "  inflating: /data/training/Bill_Bradley_11.jpg  \n",
      "  inflating: /data/training/Bill_Bradley_12.jpg  \n",
      "  inflating: /data/training/Bill_Bradley_30.jpg  \n",
      "  inflating: /data/training/Bill_Bradley_31.jpg  \n",
      "  inflating: /data/training/Bill_Bradley_32.jpg  \n",
      "  inflating: /data/training/Bill_Bradley_50.jpg  \n",
      "  inflating: /data/training/Bill_Bradley_51.jpg  \n",
      "  inflating: /data/training/Bill_Bradley_52.jpg  \n",
      "  inflating: /data/training/Bill_Clinton_00.jpg  \n",
      "  inflating: /data/training/Bill_Clinton_01.jpg  \n",
      "  inflating: /data/training/Bill_Clinton_02.jpg  \n",
      "  inflating: /data/training/Bill_Clinton_10.jpg  \n",
      "  inflating: /data/training/Bill_Clinton_11.jpg  \n",
      "  inflating: /data/training/Bill_Clinton_12.jpg  \n",
      "  inflating: /data/training/Bill_Clinton_50.jpg  \n",
      "  inflating: /data/training/Bill_Clinton_51.jpg  \n",
      "  inflating: /data/training/Bill_Clinton_52.jpg  \n",
      "  inflating: /data/training/Bill_Frist_00.jpg  \n",
      "  inflating: /data/training/Bill_Frist_01.jpg  \n",
      "  inflating: /data/training/Bill_Frist_02.jpg  \n",
      "  inflating: /data/training/Bill_Frist_10.jpg  \n",
      "  inflating: /data/training/Bill_Frist_11.jpg  \n",
      "  inflating: /data/training/Bill_Frist_12.jpg  \n",
      "  inflating: /data/training/Bill_Frist_20.jpg  \n",
      "  inflating: /data/training/Bill_Frist_21.jpg  \n",
      "  inflating: /data/training/Bill_Frist_22.jpg  \n",
      "  inflating: /data/training/Cameron_Diaz_20.jpg  \n",
      "  inflating: /data/training/Cameron_Diaz_21.jpg  \n",
      "  inflating: /data/training/Cameron_Diaz_22.jpg  \n",
      "  inflating: /data/training/Cameron_Diaz_40.jpg  \n",
      "  inflating: /data/training/Cameron_Diaz_41.jpg  \n",
      "  inflating: /data/training/Cameron_Diaz_42.jpg  \n",
      "  inflating: /data/training/Cameron_Diaz_50.jpg  \n",
      "  inflating: /data/training/Cameron_Diaz_51.jpg  \n",
      "  inflating: /data/training/Cameron_Diaz_52.jpg  \n",
      "  inflating: /data/training/Carey_Lowell_00.jpg  \n",
      "  inflating: /data/training/Carey_Lowell_01.jpg  \n",
      "  inflating: /data/training/Carey_Lowell_02.jpg  \n",
      "  inflating: /data/training/Carey_Lowell_20.jpg  \n",
      "  inflating: /data/training/Carey_Lowell_21.jpg  \n",
      "  inflating: /data/training/Carey_Lowell_22.jpg  \n",
      "  inflating: /data/training/Carey_Lowell_30.jpg  \n",
      "  inflating: /data/training/Carey_Lowell_31.jpg  \n",
      "  inflating: /data/training/Carey_Lowell_32.jpg  \n",
      "  inflating: /data/training/Carla_Gugino_10.jpg  \n",
      "  inflating: /data/training/Carla_Gugino_11.jpg  \n",
      "  inflating: /data/training/Carla_Gugino_12.jpg  \n",
      "  inflating: /data/training/Carla_Gugino_30.jpg  \n",
      "  inflating: /data/training/Carla_Gugino_31.jpg  \n",
      "  inflating: /data/training/Carla_Gugino_32.jpg  \n",
      "  inflating: /data/training/Carla_Gugino_50.jpg  \n",
      "  inflating: /data/training/Carla_Gugino_51.jpg  \n",
      "  inflating: /data/training/Carla_Gugino_52.jpg  \n",
      "  inflating: /data/training/Carlo_Azeglio_Ciampi_00.jpg  \n",
      "  inflating: /data/training/Carlo_Azeglio_Ciampi_01.jpg  \n",
      "  inflating: /data/training/Carlo_Azeglio_Ciampi_02.jpg  \n",
      "  inflating: /data/training/Carlo_Azeglio_Ciampi_10.jpg  \n",
      "  inflating: /data/training/Carlo_Azeglio_Ciampi_11.jpg  \n",
      "  inflating: /data/training/Carlo_Azeglio_Ciampi_12.jpg  \n",
      "  inflating: /data/training/Carlo_Azeglio_Ciampi_20.jpg  \n",
      "  inflating: /data/training/Carlo_Azeglio_Ciampi_21.jpg  \n",
      "  inflating: /data/training/Carlo_Azeglio_Ciampi_22.jpg  \n",
      "  inflating: /data/training/Carlo_Azeglio_Ciampi_50.jpg  \n",
      "  inflating: /data/training/Carlo_Azeglio_Ciampi_51.jpg  \n",
      "  inflating: /data/training/Carlo_Azeglio_Ciampi_52.jpg  \n",
      "  inflating: /data/training/Carlos_Ghosn_10.jpg  \n",
      "  inflating: /data/training/Carlos_Ghosn_11.jpg  \n",
      "  inflating: /data/training/Carlos_Ghosn_12.jpg  \n",
      "  inflating: /data/training/Carlos_Ghosn_20.jpg  \n",
      "  inflating: /data/training/Carlos_Ghosn_21.jpg  \n",
      "  inflating: /data/training/Carlos_Ghosn_22.jpg  \n",
      "  inflating: /data/training/Carlos_Ghosn_40.jpg  \n",
      "  inflating: /data/training/Carlos_Ghosn_41.jpg  \n",
      "  inflating: /data/training/Carlos_Ghosn_42.jpg  \n",
      "  inflating: /data/training/Carlos_Iturgaitz_10.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Carlos_Iturgaitz_11.jpg  \n",
      "  inflating: /data/training/Carlos_Iturgaitz_12.jpg  \n",
      "  inflating: /data/training/Carlos_Iturgaitz_20.jpg  \n",
      "  inflating: /data/training/Carlos_Iturgaitz_21.jpg  \n",
      "  inflating: /data/training/Carlos_Iturgaitz_22.jpg  \n",
      "  inflating: /data/training/Carlos_Iturgaitz_30.jpg  \n",
      "  inflating: /data/training/Carlos_Iturgaitz_31.jpg  \n",
      "  inflating: /data/training/Carlos_Iturgaitz_32.jpg  \n",
      "  inflating: /data/training/Carlos_Iturgaitz_50.jpg  \n",
      "  inflating: /data/training/Carlos_Iturgaitz_51.jpg  \n",
      "  inflating: /data/training/Carlos_Iturgaitz_52.jpg  \n",
      "  inflating: /data/training/Carlos_Menem_00.jpg  \n",
      "  inflating: /data/training/Carlos_Menem_01.jpg  \n",
      "  inflating: /data/training/Carlos_Menem_02.jpg  \n",
      "  inflating: /data/training/Carlos_Menem_20.jpg  \n",
      "  inflating: /data/training/Carlos_Menem_21.jpg  \n",
      "  inflating: /data/training/Carlos_Menem_22.jpg  \n",
      "  inflating: /data/training/Carlos_Menem_30.jpg  \n",
      "  inflating: /data/training/Carlos_Menem_31.jpg  \n",
      "  inflating: /data/training/Carlos_Menem_32.jpg  \n",
      "  inflating: /data/training/Carlos_Queiroz_00.jpg  \n",
      "  inflating: /data/training/Carlos_Queiroz_01.jpg  \n",
      "  inflating: /data/training/Carlos_Queiroz_02.jpg  \n",
      "  inflating: /data/training/Carlos_Queiroz_10.jpg  \n",
      "  inflating: /data/training/Carlos_Queiroz_11.jpg  \n",
      "  inflating: /data/training/Carlos_Queiroz_12.jpg  \n",
      "  inflating: /data/training/Carlos_Queiroz_50.jpg  \n",
      "  inflating: /data/training/Carlos_Queiroz_51.jpg  \n",
      "  inflating: /data/training/Carlos_Queiroz_52.jpg  \n",
      "  inflating: /data/training/Carrie-Anne_Moss_00.jpg  \n",
      "  inflating: /data/training/Carrie-Anne_Moss_01.jpg  \n",
      "  inflating: /data/training/Carrie-Anne_Moss_02.jpg  \n",
      "  inflating: /data/training/Carrie-Anne_Moss_10.jpg  \n",
      "  inflating: /data/training/Carrie-Anne_Moss_11.jpg  \n",
      "  inflating: /data/training/Carrie-Anne_Moss_12.jpg  \n",
      "  inflating: /data/training/Carrie-Anne_Moss_50.jpg  \n",
      "  inflating: /data/training/Carrie-Anne_Moss_51.jpg  \n",
      "  inflating: /data/training/Carrie-Anne_Moss_52.jpg  \n",
      "  inflating: /data/training/Catriona_Le_May_Doan_10.jpg  \n",
      "  inflating: /data/training/Catriona_Le_May_Doan_11.jpg  \n",
      "  inflating: /data/training/Catriona_Le_May_Doan_12.jpg  \n",
      "  inflating: /data/training/Catriona_Le_May_Doan_30.jpg  \n",
      "  inflating: /data/training/Catriona_Le_May_Doan_31.jpg  \n",
      "  inflating: /data/training/Catriona_Le_May_Doan_32.jpg  \n",
      "  inflating: /data/training/Catriona_Le_May_Doan_40.jpg  \n",
      "  inflating: /data/training/Catriona_Le_May_Doan_41.jpg  \n",
      "  inflating: /data/training/Catriona_Le_May_Doan_42.jpg  \n",
      "  inflating: /data/training/Cecilia_Cheung_00.jpg  \n",
      "  inflating: /data/training/Cecilia_Cheung_01.jpg  \n",
      "  inflating: /data/training/Cecilia_Cheung_02.jpg  \n",
      "  inflating: /data/training/Cecilia_Cheung_10.jpg  \n",
      "  inflating: /data/training/Cecilia_Cheung_11.jpg  \n",
      "  inflating: /data/training/Cecilia_Cheung_12.jpg  \n",
      "  inflating: /data/training/Cecilia_Cheung_20.jpg  \n",
      "  inflating: /data/training/Cecilia_Cheung_21.jpg  \n",
      "  inflating: /data/training/Cecilia_Cheung_22.jpg  \n",
      "  inflating: /data/training/Cecilia_Cheung_50.jpg  \n",
      "  inflating: /data/training/Cecilia_Cheung_51.jpg  \n",
      "  inflating: /data/training/Cecilia_Cheung_52.jpg  \n",
      "  inflating: /data/training/Celso_Amorim_10.jpg  \n",
      "  inflating: /data/training/Celso_Amorim_11.jpg  \n",
      "  inflating: /data/training/Celso_Amorim_12.jpg  \n",
      "  inflating: /data/training/Celso_Amorim_40.jpg  \n",
      "  inflating: /data/training/Celso_Amorim_41.jpg  \n",
      "  inflating: /data/training/Celso_Amorim_42.jpg  \n",
      "  inflating: /data/training/Celso_Amorim_50.jpg  \n",
      "  inflating: /data/training/Celso_Amorim_51.jpg  \n",
      "  inflating: /data/training/Celso_Amorim_52.jpg  \n",
      "  inflating: /data/training/Celso_Lafer_00.jpg  \n",
      "  inflating: /data/training/Celso_Lafer_01.jpg  \n",
      "  inflating: /data/training/Celso_Lafer_02.jpg  \n",
      "  inflating: /data/training/Celso_Lafer_10.jpg  \n",
      "  inflating: /data/training/Celso_Lafer_11.jpg  \n",
      "  inflating: /data/training/Celso_Lafer_12.jpg  \n",
      "  inflating: /data/training/Celso_Lafer_20.jpg  \n",
      "  inflating: /data/training/Celso_Lafer_21.jpg  \n",
      "  inflating: /data/training/Celso_Lafer_22.jpg  \n",
      "  inflating: /data/training/Chadha_Gurinder_10.jpg  \n",
      "  inflating: /data/training/Chadha_Gurinder_11.jpg  \n",
      "  inflating: /data/training/Chadha_Gurinder_12.jpg  \n",
      "  inflating: /data/training/Chadha_Gurinder_20.jpg  \n",
      "  inflating: /data/training/Chadha_Gurinder_21.jpg  \n",
      "  inflating: /data/training/Chadha_Gurinder_22.jpg  \n",
      "  inflating: /data/training/Chadha_Gurinder_50.jpg  \n",
      "  inflating: /data/training/Chadha_Gurinder_51.jpg  \n",
      "  inflating: /data/training/Chadha_Gurinder_52.jpg  \n",
      "  inflating: /data/training/Charles_Bronson_00.jpg  \n",
      "  inflating: /data/training/Charles_Bronson_01.jpg  \n",
      "  inflating: /data/training/Charles_Bronson_02.jpg  \n",
      "  inflating: /data/training/Charles_Bronson_10.jpg  \n",
      "  inflating: /data/training/Charles_Bronson_11.jpg  \n",
      "  inflating: /data/training/Charles_Bronson_12.jpg  \n",
      "  inflating: /data/training/Charles_Bronson_50.jpg  \n",
      "  inflating: /data/training/Charles_Bronson_51.jpg  \n",
      "  inflating: /data/training/Charles_Bronson_52.jpg  \n",
      "  inflating: /data/training/Charlie_Coles_00.jpg  \n",
      "  inflating: /data/training/Charlie_Coles_01.jpg  \n",
      "  inflating: /data/training/Charlie_Coles_02.jpg  \n",
      "  inflating: /data/training/Charlie_Coles_10.jpg  \n",
      "  inflating: /data/training/Charlie_Coles_11.jpg  \n",
      "  inflating: /data/training/Charlie_Coles_12.jpg  \n",
      "  inflating: /data/training/Charlie_Coles_20.jpg  \n",
      "  inflating: /data/training/Charlie_Coles_21.jpg  \n",
      "  inflating: /data/training/Charlie_Coles_22.jpg  \n",
      "  inflating: /data/training/Charlize_Theron_10.jpg  \n",
      "  inflating: /data/training/Charlize_Theron_11.jpg  \n",
      "  inflating: /data/training/Charlize_Theron_12.jpg  \n",
      "  inflating: /data/training/Charlize_Theron_30.jpg  \n",
      "  inflating: /data/training/Charlize_Theron_31.jpg  \n",
      "  inflating: /data/training/Charlize_Theron_32.jpg  \n",
      "  inflating: /data/training/Charlize_Theron_50.jpg  \n",
      "  inflating: /data/training/Charlize_Theron_51.jpg  \n",
      "  inflating: /data/training/Charlize_Theron_52.jpg  \n",
      "  inflating: /data/training/Charlotte_Casiraghi_00.jpg  \n",
      "  inflating: /data/training/Charlotte_Casiraghi_01.jpg  \n",
      "  inflating: /data/training/Charlotte_Casiraghi_02.jpg  \n",
      "  inflating: /data/training/Charlotte_Casiraghi_10.jpg  \n",
      "  inflating: /data/training/Charlotte_Casiraghi_11.jpg  \n",
      "  inflating: /data/training/Charlotte_Casiraghi_12.jpg  \n",
      "  inflating: /data/training/Charlotte_Casiraghi_20.jpg  \n",
      "  inflating: /data/training/Charlotte_Casiraghi_21.jpg  \n",
      "  inflating: /data/training/Charlotte_Casiraghi_22.jpg  \n",
      "  inflating: /data/training/Charlotte_Rampling_00.jpg  \n",
      "  inflating: /data/training/Charlotte_Rampling_01.jpg  \n",
      "  inflating: /data/training/Charlotte_Rampling_02.jpg  \n",
      "  inflating: /data/training/Charlotte_Rampling_30.jpg  \n",
      "  inflating: /data/training/Charlotte_Rampling_31.jpg  \n",
      "  inflating: /data/training/Charlotte_Rampling_32.jpg  \n",
      "  inflating: /data/training/Charlotte_Rampling_40.jpg  \n",
      "  inflating: /data/training/Charlotte_Rampling_41.jpg  \n",
      "  inflating: /data/training/Charlotte_Rampling_42.jpg  \n",
      "  inflating: /data/training/Charlotte_Rampling_50.jpg  \n",
      "  inflating: /data/training/Charlotte_Rampling_51.jpg  \n",
      "  inflating: /data/training/Charlotte_Rampling_52.jpg  \n",
      "  inflating: /data/training/Cherie_Blair_00.jpg  \n",
      "  inflating: /data/training/Cherie_Blair_01.jpg  \n",
      "  inflating: /data/training/Cherie_Blair_02.jpg  \n",
      "  inflating: /data/training/Cherie_Blair_20.jpg  \n",
      "  inflating: /data/training/Cherie_Blair_21.jpg  \n",
      "  inflating: /data/training/Cherie_Blair_22.jpg  \n",
      "  inflating: /data/training/Cherie_Blair_30.jpg  \n",
      "  inflating: /data/training/Cherie_Blair_31.jpg  \n",
      "  inflating: /data/training/Cherie_Blair_32.jpg  \n",
      "  inflating: /data/training/Cherie_Blair_40.jpg  \n",
      "  inflating: /data/training/Cherie_Blair_41.jpg  \n",
      "  inflating: /data/training/Cherie_Blair_42.jpg  \n",
      "  inflating: /data/training/Chita_Rivera_00.jpg  \n",
      "  inflating: /data/training/Chita_Rivera_01.jpg  \n",
      "  inflating: /data/training/Chita_Rivera_02.jpg  \n",
      "  inflating: /data/training/Chita_Rivera_10.jpg  \n",
      "  inflating: /data/training/Chita_Rivera_11.jpg  \n",
      "  inflating: /data/training/Chita_Rivera_12.jpg  \n",
      "  inflating: /data/training/Chita_Rivera_30.jpg  \n",
      "  inflating: /data/training/Chita_Rivera_31.jpg  \n",
      "  inflating: /data/training/Chita_Rivera_32.jpg  \n",
      "  inflating: /data/training/Chris_Cirino_20.jpg  \n",
      "  inflating: /data/training/Chris_Cirino_21.jpg  \n",
      "  inflating: /data/training/Chris_Cirino_22.jpg  \n",
      "  inflating: /data/training/Chris_Cirino_30.jpg  \n",
      "  inflating: /data/training/Chris_Cirino_31.jpg  \n",
      "  inflating: /data/training/Chris_Cirino_32.jpg  \n",
      "  inflating: /data/training/Chris_Cirino_50.jpg  \n",
      "  inflating: /data/training/Chris_Cirino_51.jpg  \n",
      "  inflating: /data/training/Chris_Cirino_52.jpg  \n",
      "  inflating: /data/training/Chris_Cooper_00.jpg  \n",
      "  inflating: /data/training/Chris_Cooper_01.jpg  \n",
      "  inflating: /data/training/Chris_Cooper_02.jpg  \n",
      "  inflating: /data/training/Chris_Cooper_30.jpg  \n",
      "  inflating: /data/training/Chris_Cooper_31.jpg  \n",
      "  inflating: /data/training/Chris_Cooper_32.jpg  \n",
      "  inflating: /data/training/Chris_Cooper_40.jpg  \n",
      "  inflating: /data/training/Chris_Cooper_41.jpg  \n",
      "  inflating: /data/training/Chris_Cooper_42.jpg  \n",
      "  inflating: /data/training/Chris_Matthews_00.jpg  \n",
      "  inflating: /data/training/Chris_Matthews_01.jpg  \n",
      "  inflating: /data/training/Chris_Matthews_02.jpg  \n",
      "  inflating: /data/training/Chris_Matthews_10.jpg  \n",
      "  inflating: /data/training/Chris_Matthews_11.jpg  \n",
      "  inflating: /data/training/Chris_Matthews_12.jpg  \n",
      "  inflating: /data/training/Chris_Matthews_30.jpg  \n",
      "  inflating: /data/training/Chris_Matthews_31.jpg  \n",
      "  inflating: /data/training/Chris_Matthews_32.jpg  \n",
      "  inflating: /data/training/Chris_Matthews_50.jpg  \n",
      "  inflating: /data/training/Chris_Matthews_51.jpg  \n",
      "  inflating: /data/training/Chris_Matthews_52.jpg  \n",
      "  inflating: /data/training/Chris_Noth_00.jpg  \n",
      "  inflating: /data/training/Chris_Noth_01.jpg  \n",
      "  inflating: /data/training/Chris_Noth_02.jpg  \n",
      "  inflating: /data/training/Chris_Noth_10.jpg  \n",
      "  inflating: /data/training/Chris_Noth_11.jpg  \n",
      "  inflating: /data/training/Chris_Noth_12.jpg  \n",
      "  inflating: /data/training/Chris_Noth_30.jpg  \n",
      "  inflating: /data/training/Chris_Noth_31.jpg  \n",
      "  inflating: /data/training/Chris_Noth_32.jpg  \n",
      "  inflating: /data/training/Chris_Rock_00.jpg  \n",
      "  inflating: /data/training/Chris_Rock_01.jpg  \n",
      "  inflating: /data/training/Chris_Rock_02.jpg  \n",
      "  inflating: /data/training/Chris_Rock_10.jpg  \n",
      "  inflating: /data/training/Chris_Rock_11.jpg  \n",
      "  inflating: /data/training/Chris_Rock_12.jpg  \n",
      "  inflating: /data/training/Chris_Rock_20.jpg  \n",
      "  inflating: /data/training/Chris_Rock_21.jpg  \n",
      "  inflating: /data/training/Chris_Rock_22.jpg  \n",
      "  inflating: /data/training/Christine_Ebersole_00.jpg  \n",
      "  inflating: /data/training/Christine_Ebersole_01.jpg  \n",
      "  inflating: /data/training/Christine_Ebersole_02.jpg  \n",
      "  inflating: /data/training/Christine_Ebersole_20.jpg  \n",
      "  inflating: /data/training/Christine_Ebersole_21.jpg  \n",
      "  inflating: /data/training/Christine_Ebersole_22.jpg  \n",
      "  inflating: /data/training/Christine_Ebersole_50.jpg  \n",
      "  inflating: /data/training/Christine_Ebersole_51.jpg  \n",
      "  inflating: /data/training/Christine_Ebersole_52.jpg  \n",
      "  inflating: /data/training/Christopher_Amolsch_20.jpg  \n",
      "  inflating: /data/training/Christopher_Amolsch_21.jpg  \n",
      "  inflating: /data/training/Christopher_Amolsch_22.jpg  \n",
      "  inflating: /data/training/Christopher_Amolsch_40.jpg  \n",
      "  inflating: /data/training/Christopher_Amolsch_41.jpg  \n",
      "  inflating: /data/training/Christopher_Amolsch_42.jpg  \n",
      "  inflating: /data/training/Christopher_Amolsch_50.jpg  \n",
      "  inflating: /data/training/Christopher_Amolsch_51.jpg  \n",
      "  inflating: /data/training/Christopher_Amolsch_52.jpg  \n",
      "  inflating: /data/training/Christopher_Reeve_10.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Christopher_Reeve_11.jpg  \n",
      "  inflating: /data/training/Christopher_Reeve_12.jpg  \n",
      "  inflating: /data/training/Christopher_Reeve_20.jpg  \n",
      "  inflating: /data/training/Christopher_Reeve_21.jpg  \n",
      "  inflating: /data/training/Christopher_Reeve_22.jpg  \n",
      "  inflating: /data/training/Christopher_Reeve_40.jpg  \n",
      "  inflating: /data/training/Christopher_Reeve_41.jpg  \n",
      "  inflating: /data/training/Christopher_Reeve_42.jpg  \n",
      "  inflating: /data/training/Christopher_Walken_00.jpg  \n",
      "  inflating: /data/training/Christopher_Walken_01.jpg  \n",
      "  inflating: /data/training/Christopher_Walken_02.jpg  \n",
      "  inflating: /data/training/Christopher_Walken_20.jpg  \n",
      "  inflating: /data/training/Christopher_Walken_21.jpg  \n",
      "  inflating: /data/training/Christopher_Walken_22.jpg  \n",
      "  inflating: /data/training/Christopher_Walken_40.jpg  \n",
      "  inflating: /data/training/Christopher_Walken_41.jpg  \n",
      "  inflating: /data/training/Christopher_Walken_42.jpg  \n",
      "  inflating: /data/training/Christopher_Walken_50.jpg  \n",
      "  inflating: /data/training/Christopher_Walken_51.jpg  \n",
      "  inflating: /data/training/Christopher_Walken_52.jpg  \n",
      "  inflating: /data/training/Chuck_Hagel_20.jpg  \n",
      "  inflating: /data/training/Chuck_Hagel_21.jpg  \n",
      "  inflating: /data/training/Chuck_Hagel_22.jpg  \n",
      "  inflating: /data/training/Chuck_Hagel_30.jpg  \n",
      "  inflating: /data/training/Chuck_Hagel_31.jpg  \n",
      "  inflating: /data/training/Chuck_Hagel_32.jpg  \n",
      "  inflating: /data/training/Chuck_Hagel_40.jpg  \n",
      "  inflating: /data/training/Chuck_Hagel_41.jpg  \n",
      "  inflating: /data/training/Chuck_Hagel_42.jpg  \n",
      "  inflating: /data/training/Chuck_Hagel_50.jpg  \n",
      "  inflating: /data/training/Chuck_Hagel_51.jpg  \n",
      "  inflating: /data/training/Chuck_Hagel_52.jpg  \n",
      "  inflating: /data/training/Chuck_Woolery_10.jpg  \n",
      "  inflating: /data/training/Chuck_Woolery_11.jpg  \n",
      "  inflating: /data/training/Chuck_Woolery_12.jpg  \n",
      "  inflating: /data/training/Chuck_Woolery_20.jpg  \n",
      "  inflating: /data/training/Chuck_Woolery_21.jpg  \n",
      "  inflating: /data/training/Chuck_Woolery_22.jpg  \n",
      "  inflating: /data/training/Chuck_Woolery_40.jpg  \n",
      "  inflating: /data/training/Chuck_Woolery_41.jpg  \n",
      "  inflating: /data/training/Chuck_Woolery_42.jpg  \n",
      "  inflating: /data/training/Cindy_Crawford_00.jpg  \n",
      "  inflating: /data/training/Cindy_Crawford_01.jpg  \n",
      "  inflating: /data/training/Cindy_Crawford_02.jpg  \n",
      "  inflating: /data/training/Cindy_Crawford_30.jpg  \n",
      "  inflating: /data/training/Cindy_Crawford_31.jpg  \n",
      "  inflating: /data/training/Cindy_Crawford_32.jpg  \n",
      "  inflating: /data/training/Cindy_Crawford_50.jpg  \n",
      "  inflating: /data/training/Cindy_Crawford_51.jpg  \n",
      "  inflating: /data/training/Cindy_Crawford_52.jpg  \n",
      "  inflating: /data/training/Cindy_Klassen_00.jpg  \n",
      "  inflating: /data/training/Cindy_Klassen_01.jpg  \n",
      "  inflating: /data/training/Cindy_Klassen_02.jpg  \n",
      "  inflating: /data/training/Cindy_Klassen_30.jpg  \n",
      "  inflating: /data/training/Cindy_Klassen_31.jpg  \n",
      "  inflating: /data/training/Cindy_Klassen_32.jpg  \n",
      "  inflating: /data/training/Cindy_Klassen_40.jpg  \n",
      "  inflating: /data/training/Cindy_Klassen_41.jpg  \n",
      "  inflating: /data/training/Cindy_Klassen_42.jpg  \n",
      "  inflating: /data/training/Claire_Danes_30.jpg  \n",
      "  inflating: /data/training/Claire_Danes_31.jpg  \n",
      "  inflating: /data/training/Claire_Danes_32.jpg  \n",
      "  inflating: /data/training/Claire_Danes_40.jpg  \n",
      "  inflating: /data/training/Claire_Danes_41.jpg  \n",
      "  inflating: /data/training/Claire_Danes_42.jpg  \n",
      "  inflating: /data/training/Claire_Danes_50.jpg  \n",
      "  inflating: /data/training/Claire_Danes_51.jpg  \n",
      "  inflating: /data/training/Claire_Danes_52.jpg  \n",
      "  inflating: /data/training/Clark_Randt_10.jpg  \n",
      "  inflating: /data/training/Clark_Randt_11.jpg  \n",
      "  inflating: /data/training/Clark_Randt_12.jpg  \n",
      "  inflating: /data/training/Clark_Randt_20.jpg  \n",
      "  inflating: /data/training/Clark_Randt_21.jpg  \n",
      "  inflating: /data/training/Clark_Randt_22.jpg  \n",
      "  inflating: /data/training/Clark_Randt_40.jpg  \n",
      "  inflating: /data/training/Clark_Randt_41.jpg  \n",
      "  inflating: /data/training/Clark_Randt_42.jpg  \n",
      "  inflating: /data/training/Clark_Randt_50.jpg  \n",
      "  inflating: /data/training/Clark_Randt_51.jpg  \n",
      "  inflating: /data/training/Clark_Randt_52.jpg  \n",
      "  inflating: /data/training/Clay_Aiken_00.jpg  \n",
      "  inflating: /data/training/Clay_Aiken_01.jpg  \n",
      "  inflating: /data/training/Clay_Aiken_02.jpg  \n",
      "  inflating: /data/training/Clay_Aiken_30.jpg  \n",
      "  inflating: /data/training/Clay_Aiken_31.jpg  \n",
      "  inflating: /data/training/Clay_Aiken_32.jpg  \n",
      "  inflating: /data/training/Clay_Aiken_40.jpg  \n",
      "  inflating: /data/training/Clay_Aiken_41.jpg  \n",
      "  inflating: /data/training/Clay_Aiken_42.jpg  \n",
      "  inflating: /data/training/Clay_Aiken_50.jpg  \n",
      "  inflating: /data/training/Clay_Aiken_51.jpg  \n",
      "  inflating: /data/training/Clay_Aiken_52.jpg  \n",
      "  inflating: /data/training/Clint_Howard_00.jpg  \n",
      "  inflating: /data/training/Clint_Howard_01.jpg  \n",
      "  inflating: /data/training/Clint_Howard_02.jpg  \n",
      "  inflating: /data/training/Clint_Howard_10.jpg  \n",
      "  inflating: /data/training/Clint_Howard_11.jpg  \n",
      "  inflating: /data/training/Clint_Howard_12.jpg  \n",
      "  inflating: /data/training/Clint_Howard_20.jpg  \n",
      "  inflating: /data/training/Clint_Howard_21.jpg  \n",
      "  inflating: /data/training/Clint_Howard_22.jpg  \n",
      "  inflating: /data/training/Clint_Howard_30.jpg  \n",
      "  inflating: /data/training/Clint_Howard_31.jpg  \n",
      "  inflating: /data/training/Clint_Howard_32.jpg  \n",
      "  inflating: /data/training/Clive_Lloyd_30.jpg  \n",
      "  inflating: /data/training/Clive_Lloyd_31.jpg  \n",
      "  inflating: /data/training/Clive_Lloyd_32.jpg  \n",
      "  inflating: /data/training/Clive_Lloyd_40.jpg  \n",
      "  inflating: /data/training/Clive_Lloyd_41.jpg  \n",
      "  inflating: /data/training/Clive_Lloyd_42.jpg  \n",
      "  inflating: /data/training/Clive_Lloyd_50.jpg  \n",
      "  inflating: /data/training/Clive_Lloyd_51.jpg  \n",
      "  inflating: /data/training/Clive_Lloyd_52.jpg  \n",
      "  inflating: /data/training/Colin_Powell_10.jpg  \n",
      "  inflating: /data/training/Colin_Powell_11.jpg  \n",
      "  inflating: /data/training/Colin_Powell_12.jpg  \n",
      "  inflating: /data/training/Colin_Powell_40.jpg  \n",
      "  inflating: /data/training/Colin_Powell_41.jpg  \n",
      "  inflating: /data/training/Colin_Powell_42.jpg  \n",
      "  inflating: /data/training/Colin_Powell_50.jpg  \n",
      "  inflating: /data/training/Colin_Powell_51.jpg  \n",
      "  inflating: /data/training/Colin_Powell_52.jpg  \n",
      "  inflating: /data/training/Conan_OBrien_00.jpg  \n",
      "  inflating: /data/training/Conan_OBrien_01.jpg  \n",
      "  inflating: /data/training/Conan_OBrien_02.jpg  \n",
      "  inflating: /data/training/Conan_OBrien_10.jpg  \n",
      "  inflating: /data/training/Conan_OBrien_11.jpg  \n",
      "  inflating: /data/training/Conan_OBrien_12.jpg  \n",
      "  inflating: /data/training/Conan_OBrien_50.jpg  \n",
      "  inflating: /data/training/Conan_OBrien_51.jpg  \n",
      "  inflating: /data/training/Conan_OBrien_52.jpg  \n",
      "  inflating: /data/training/Condoleezza_Rice_10.jpg  \n",
      "  inflating: /data/training/Condoleezza_Rice_11.jpg  \n",
      "  inflating: /data/training/Condoleezza_Rice_12.jpg  \n",
      "  inflating: /data/training/Condoleezza_Rice_20.jpg  \n",
      "  inflating: /data/training/Condoleezza_Rice_21.jpg  \n",
      "  inflating: /data/training/Condoleezza_Rice_22.jpg  \n",
      "  inflating: /data/training/Condoleezza_Rice_30.jpg  \n",
      "  inflating: /data/training/Condoleezza_Rice_31.jpg  \n",
      "  inflating: /data/training/Condoleezza_Rice_32.jpg  \n",
      "  inflating: /data/training/Condoleezza_Rice_40.jpg  \n",
      "  inflating: /data/training/Condoleezza_Rice_41.jpg  \n",
      "  inflating: /data/training/Condoleezza_Rice_42.jpg  \n",
      "  inflating: /data/training/Connie_Chung_20.jpg  \n",
      "  inflating: /data/training/Connie_Chung_21.jpg  \n",
      "  inflating: /data/training/Connie_Chung_22.jpg  \n",
      "  inflating: /data/training/Connie_Chung_30.jpg  \n",
      "  inflating: /data/training/Connie_Chung_31.jpg  \n",
      "  inflating: /data/training/Connie_Chung_32.jpg  \n",
      "  inflating: /data/training/Connie_Chung_40.jpg  \n",
      "  inflating: /data/training/Connie_Chung_41.jpg  \n",
      "  inflating: /data/training/Connie_Chung_42.jpg  \n",
      "  inflating: /data/training/Connie_Chung_50.jpg  \n",
      "  inflating: /data/training/Connie_Chung_51.jpg  \n",
      "  inflating: /data/training/Connie_Chung_52.jpg  \n",
      "  inflating: /data/training/Craig_David_10.jpg  \n",
      "  inflating: /data/training/Craig_David_11.jpg  \n",
      "  inflating: /data/training/Craig_David_12.jpg  \n",
      "  inflating: /data/training/Craig_David_20.jpg  \n",
      "  inflating: /data/training/Craig_David_21.jpg  \n",
      "  inflating: /data/training/Craig_David_22.jpg  \n",
      "  inflating: /data/training/Craig_David_30.jpg  \n",
      "  inflating: /data/training/Craig_David_31.jpg  \n",
      "  inflating: /data/training/Craig_David_32.jpg  \n",
      "  inflating: /data/training/Craig_David_50.jpg  \n",
      "  inflating: /data/training/Craig_David_51.jpg  \n",
      "  inflating: /data/training/Craig_David_52.jpg  \n",
      "  inflating: /data/training/Cristina_Fernandez_30.jpg  \n",
      "  inflating: /data/training/Cristina_Fernandez_31.jpg  \n",
      "  inflating: /data/training/Cristina_Fernandez_32.jpg  \n",
      "  inflating: /data/training/Cristina_Fernandez_40.jpg  \n",
      "  inflating: /data/training/Cristina_Fernandez_41.jpg  \n",
      "  inflating: /data/training/Cristina_Fernandez_42.jpg  \n",
      "  inflating: /data/training/Cristina_Fernandez_50.jpg  \n",
      "  inflating: /data/training/Cristina_Fernandez_51.jpg  \n",
      "  inflating: /data/training/Cristina_Fernandez_52.jpg  \n",
      "  inflating: /data/training/Cristina_Saralegui_00.jpg  \n",
      "  inflating: /data/training/Cristina_Saralegui_01.jpg  \n",
      "  inflating: /data/training/Cristina_Saralegui_02.jpg  \n",
      "  inflating: /data/training/Cristina_Saralegui_30.jpg  \n",
      "  inflating: /data/training/Cristina_Saralegui_31.jpg  \n",
      "  inflating: /data/training/Cristina_Saralegui_32.jpg  \n",
      "  inflating: /data/training/Cristina_Saralegui_50.jpg  \n",
      "  inflating: /data/training/Cristina_Saralegui_51.jpg  \n",
      "  inflating: /data/training/Cristina_Saralegui_52.jpg  \n",
      "  inflating: /data/training/Dai_Bachtiar_00.jpg  \n",
      "  inflating: /data/training/Dai_Bachtiar_01.jpg  \n",
      "  inflating: /data/training/Dai_Bachtiar_02.jpg  \n",
      "  inflating: /data/training/Dai_Bachtiar_10.jpg  \n",
      "  inflating: /data/training/Dai_Bachtiar_11.jpg  \n",
      "  inflating: /data/training/Dai_Bachtiar_12.jpg  \n",
      "  inflating: /data/training/Dai_Bachtiar_20.jpg  \n",
      "  inflating: /data/training/Dai_Bachtiar_21.jpg  \n",
      "  inflating: /data/training/Dai_Bachtiar_22.jpg  \n",
      "  inflating: /data/training/Dai_Bachtiar_50.jpg  \n",
      "  inflating: /data/training/Dai_Bachtiar_51.jpg  \n",
      "  inflating: /data/training/Dai_Bachtiar_52.jpg  \n",
      "  inflating: /data/training/Daisy_Fuentes_20.jpg  \n",
      "  inflating: /data/training/Daisy_Fuentes_21.jpg  \n",
      "  inflating: /data/training/Daisy_Fuentes_22.jpg  \n",
      "  inflating: /data/training/Daisy_Fuentes_30.jpg  \n",
      "  inflating: /data/training/Daisy_Fuentes_31.jpg  \n",
      "  inflating: /data/training/Daisy_Fuentes_32.jpg  \n",
      "  inflating: /data/training/Daisy_Fuentes_40.jpg  \n",
      "  inflating: /data/training/Daisy_Fuentes_41.jpg  \n",
      "  inflating: /data/training/Daisy_Fuentes_42.jpg  \n",
      "  inflating: /data/training/Dan_Ackroyd_00.jpg  \n",
      "  inflating: /data/training/Dan_Ackroyd_01.jpg  \n",
      "  inflating: /data/training/Dan_Ackroyd_02.jpg  \n",
      "  inflating: /data/training/Dan_Ackroyd_20.jpg  \n",
      "  inflating: /data/training/Dan_Ackroyd_21.jpg  \n",
      "  inflating: /data/training/Dan_Ackroyd_22.jpg  \n",
      "  inflating: /data/training/Dan_Ackroyd_30.jpg  \n",
      "  inflating: /data/training/Dan_Ackroyd_31.jpg  \n",
      "  inflating: /data/training/Dan_Ackroyd_32.jpg  \n",
      "  inflating: /data/training/Daniel_Radcliffe_00.jpg  \n",
      "  inflating: /data/training/Daniel_Radcliffe_01.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Daniel_Radcliffe_02.jpg  \n",
      "  inflating: /data/training/Daniel_Radcliffe_20.jpg  \n",
      "  inflating: /data/training/Daniel_Radcliffe_21.jpg  \n",
      "  inflating: /data/training/Daniel_Radcliffe_22.jpg  \n",
      "  inflating: /data/training/Daniel_Radcliffe_50.jpg  \n",
      "  inflating: /data/training/Daniel_Radcliffe_51.jpg  \n",
      "  inflating: /data/training/Daniel_Radcliffe_52.jpg  \n",
      "  inflating: /data/training/Daniel_Rouse_00.jpg  \n",
      "  inflating: /data/training/Daniel_Rouse_01.jpg  \n",
      "  inflating: /data/training/Daniel_Rouse_02.jpg  \n",
      "  inflating: /data/training/Daniel_Rouse_10.jpg  \n",
      "  inflating: /data/training/Daniel_Rouse_11.jpg  \n",
      "  inflating: /data/training/Daniel_Rouse_12.jpg  \n",
      "  inflating: /data/training/Daniel_Rouse_20.jpg  \n",
      "  inflating: /data/training/Daniel_Rouse_21.jpg  \n",
      "  inflating: /data/training/Daniel_Rouse_22.jpg  \n",
      "  inflating: /data/training/Daniel_Rouse_30.jpg  \n",
      "  inflating: /data/training/Daniel_Rouse_31.jpg  \n",
      "  inflating: /data/training/Daniel_Rouse_32.jpg  \n",
      "  inflating: /data/training/Daniell_Sunjata_10.jpg  \n",
      "  inflating: /data/training/Daniell_Sunjata_11.jpg  \n",
      "  inflating: /data/training/Daniell_Sunjata_12.jpg  \n",
      "  inflating: /data/training/Daniell_Sunjata_20.jpg  \n",
      "  inflating: /data/training/Daniell_Sunjata_21.jpg  \n",
      "  inflating: /data/training/Daniell_Sunjata_22.jpg  \n",
      "  inflating: /data/training/Daniell_Sunjata_40.jpg  \n",
      "  inflating: /data/training/Daniell_Sunjata_41.jpg  \n",
      "  inflating: /data/training/Daniell_Sunjata_42.jpg  \n",
      "  inflating: /data/training/Danny_Glover_10.jpg  \n",
      "  inflating: /data/training/Danny_Glover_11.jpg  \n",
      "  inflating: /data/training/Danny_Glover_12.jpg  \n",
      "  inflating: /data/training/Danny_Glover_30.jpg  \n",
      "  inflating: /data/training/Danny_Glover_31.jpg  \n",
      "  inflating: /data/training/Danny_Glover_32.jpg  \n",
      "  inflating: /data/training/Danny_Glover_50.jpg  \n",
      "  inflating: /data/training/Danny_Glover_51.jpg  \n",
      "  inflating: /data/training/Danny_Glover_52.jpg  \n",
      "  inflating: /data/training/Darrell_Issa_00.jpg  \n",
      "  inflating: /data/training/Darrell_Issa_01.jpg  \n",
      "  inflating: /data/training/Darrell_Issa_02.jpg  \n",
      "  inflating: /data/training/Darrell_Issa_20.jpg  \n",
      "  inflating: /data/training/Darrell_Issa_21.jpg  \n",
      "  inflating: /data/training/Darrell_Issa_22.jpg  \n",
      "  inflating: /data/training/Darrell_Issa_30.jpg  \n",
      "  inflating: /data/training/Darrell_Issa_31.jpg  \n",
      "  inflating: /data/training/Darrell_Issa_32.jpg  \n",
      "  inflating: /data/training/Darrell_Issa_40.jpg  \n",
      "  inflating: /data/training/Darrell_Issa_41.jpg  \n",
      "  inflating: /data/training/Darrell_Issa_42.jpg  \n",
      "  inflating: /data/training/Dave_Campo_10.jpg  \n",
      "  inflating: /data/training/Dave_Campo_11.jpg  \n",
      "  inflating: /data/training/Dave_Campo_12.jpg  \n",
      "  inflating: /data/training/Dave_Campo_20.jpg  \n",
      "  inflating: /data/training/Dave_Campo_21.jpg  \n",
      "  inflating: /data/training/Dave_Campo_22.jpg  \n",
      "  inflating: /data/training/Dave_Campo_30.jpg  \n",
      "  inflating: /data/training/Dave_Campo_31.jpg  \n",
      "  inflating: /data/training/Dave_Campo_32.jpg  \n",
      "  inflating: /data/training/David_Brent_00.jpg  \n",
      "  inflating: /data/training/David_Brent_01.jpg  \n",
      "  inflating: /data/training/David_Brent_02.jpg  \n",
      "  inflating: /data/training/David_Brent_10.jpg  \n",
      "  inflating: /data/training/David_Brent_11.jpg  \n",
      "  inflating: /data/training/David_Brent_12.jpg  \n",
      "  inflating: /data/training/David_Brent_20.jpg  \n",
      "  inflating: /data/training/David_Brent_21.jpg  \n",
      "  inflating: /data/training/David_Brent_22.jpg  \n",
      "  inflating: /data/training/David_Brent_30.jpg  \n",
      "  inflating: /data/training/David_Brent_31.jpg  \n",
      "  inflating: /data/training/David_Brent_32.jpg  \n",
      "  inflating: /data/training/David_Caruso_00.jpg  \n",
      "  inflating: /data/training/David_Caruso_01.jpg  \n",
      "  inflating: /data/training/David_Caruso_02.jpg  \n",
      "  inflating: /data/training/David_Caruso_10.jpg  \n",
      "  inflating: /data/training/David_Caruso_11.jpg  \n",
      "  inflating: /data/training/David_Caruso_12.jpg  \n",
      "  inflating: /data/training/David_Caruso_30.jpg  \n",
      "  inflating: /data/training/David_Caruso_31.jpg  \n",
      "  inflating: /data/training/David_Caruso_32.jpg  \n",
      "  inflating: /data/training/David_Caruso_40.jpg  \n",
      "  inflating: /data/training/David_Caruso_41.jpg  \n",
      "  inflating: /data/training/David_Caruso_42.jpg  \n",
      "  inflating: /data/training/Ed_Rendell_00.jpg  \n",
      "  inflating: /data/training/Ed_Rendell_01.jpg  \n",
      "  inflating: /data/training/Ed_Rendell_02.jpg  \n",
      "  inflating: /data/training/Ed_Rendell_20.jpg  \n",
      "  inflating: /data/training/Ed_Rendell_21.jpg  \n",
      "  inflating: /data/training/Ed_Rendell_22.jpg  \n",
      "  inflating: /data/training/Ed_Rendell_50.jpg  \n",
      "  inflating: /data/training/Ed_Rendell_51.jpg  \n",
      "  inflating: /data/training/Ed_Rendell_52.jpg  \n",
      "  inflating: /data/training/Ed_Smart_10.jpg  \n",
      "  inflating: /data/training/Ed_Smart_11.jpg  \n",
      "  inflating: /data/training/Ed_Smart_12.jpg  \n",
      "  inflating: /data/training/Ed_Smart_30.jpg  \n",
      "  inflating: /data/training/Ed_Smart_31.jpg  \n",
      "  inflating: /data/training/Ed_Smart_32.jpg  \n",
      "  inflating: /data/training/Ed_Smart_50.jpg  \n",
      "  inflating: /data/training/Ed_Smart_51.jpg  \n",
      "  inflating: /data/training/Ed_Smart_52.jpg  \n",
      "  inflating: /data/training/Edie_Falco_20.jpg  \n",
      "  inflating: /data/training/Edie_Falco_21.jpg  \n",
      "  inflating: /data/training/Edie_Falco_22.jpg  \n",
      "  inflating: /data/training/Edie_Falco_30.jpg  \n",
      "  inflating: /data/training/Edie_Falco_31.jpg  \n",
      "  inflating: /data/training/Edie_Falco_32.jpg  \n",
      "  inflating: /data/training/Edie_Falco_40.jpg  \n",
      "  inflating: /data/training/Edie_Falco_41.jpg  \n",
      "  inflating: /data/training/Edie_Falco_42.jpg  \n",
      "  inflating: /data/training/Edie_Falco_50.jpg  \n",
      "  inflating: /data/training/Edie_Falco_51.jpg  \n",
      "  inflating: /data/training/Edie_Falco_52.jpg  \n",
      "  inflating: /data/training/Eduardo_Duhalde_00.jpg  \n",
      "  inflating: /data/training/Eduardo_Duhalde_01.jpg  \n",
      "  inflating: /data/training/Eduardo_Duhalde_02.jpg  \n",
      "  inflating: /data/training/Eduardo_Duhalde_10.jpg  \n",
      "  inflating: /data/training/Eduardo_Duhalde_11.jpg  \n",
      "  inflating: /data/training/Eduardo_Duhalde_12.jpg  \n",
      "  inflating: /data/training/Eduardo_Duhalde_30.jpg  \n",
      "  inflating: /data/training/Eduardo_Duhalde_31.jpg  \n",
      "  inflating: /data/training/Eduardo_Duhalde_32.jpg  \n",
      "  inflating: /data/training/Edward_Burns_10.jpg  \n",
      "  inflating: /data/training/Edward_Burns_11.jpg  \n",
      "  inflating: /data/training/Edward_Burns_12.jpg  \n",
      "  inflating: /data/training/Edward_Burns_20.jpg  \n",
      "  inflating: /data/training/Edward_Burns_21.jpg  \n",
      "  inflating: /data/training/Edward_Burns_22.jpg  \n",
      "  inflating: /data/training/Edward_Burns_30.jpg  \n",
      "  inflating: /data/training/Edward_Burns_31.jpg  \n",
      "  inflating: /data/training/Edward_Burns_32.jpg  \n",
      "  inflating: /data/training/Edward_Burns_50.jpg  \n",
      "  inflating: /data/training/Edward_Burns_51.jpg  \n",
      "  inflating: /data/training/Edward_Burns_52.jpg  \n",
      "  inflating: /data/training/Edward_Norton_10.jpg  \n",
      "  inflating: /data/training/Edward_Norton_11.jpg  \n",
      "  inflating: /data/training/Edward_Norton_12.jpg  \n",
      "  inflating: /data/training/Edward_Norton_30.jpg  \n",
      "  inflating: /data/training/Edward_Norton_31.jpg  \n",
      "  inflating: /data/training/Edward_Norton_32.jpg  \n",
      "  inflating: /data/training/Edward_Norton_40.jpg  \n",
      "  inflating: /data/training/Edward_Norton_41.jpg  \n",
      "  inflating: /data/training/Edward_Norton_42.jpg  \n",
      "  inflating: /data/training/Edward_Norton_50.jpg  \n",
      "  inflating: /data/training/Edward_Norton_51.jpg  \n",
      "  inflating: /data/training/Edward_Norton_52.jpg  \n",
      "  inflating: /data/training/Elaine_Chao_00.jpg  \n",
      "  inflating: /data/training/Elaine_Chao_01.jpg  \n",
      "  inflating: /data/training/Elaine_Chao_02.jpg  \n",
      "  inflating: /data/training/Elaine_Chao_20.jpg  \n",
      "  inflating: /data/training/Elaine_Chao_21.jpg  \n",
      "  inflating: /data/training/Elaine_Chao_22.jpg  \n",
      "  inflating: /data/training/Elaine_Chao_50.jpg  \n",
      "  inflating: /data/training/Elaine_Chao_51.jpg  \n",
      "  inflating: /data/training/Elaine_Chao_52.jpg  \n",
      "  inflating: /data/training/Elaine_Stritch_10.jpg  \n",
      "  inflating: /data/training/Elaine_Stritch_11.jpg  \n",
      "  inflating: /data/training/Elaine_Stritch_12.jpg  \n",
      "  inflating: /data/training/Elaine_Stritch_40.jpg  \n",
      "  inflating: /data/training/Elaine_Stritch_41.jpg  \n",
      "  inflating: /data/training/Elaine_Stritch_42.jpg  \n",
      "  inflating: /data/training/Elaine_Stritch_50.jpg  \n",
      "  inflating: /data/training/Elaine_Stritch_51.jpg  \n",
      "  inflating: /data/training/Elaine_Stritch_52.jpg  \n",
      "  inflating: /data/training/Eliane_Karp_00.jpg  \n",
      "  inflating: /data/training/Eliane_Karp_01.jpg  \n",
      "  inflating: /data/training/Eliane_Karp_02.jpg  \n",
      "  inflating: /data/training/Eliane_Karp_10.jpg  \n",
      "  inflating: /data/training/Eliane_Karp_11.jpg  \n",
      "  inflating: /data/training/Eliane_Karp_12.jpg  \n",
      "  inflating: /data/training/Eliane_Karp_30.jpg  \n",
      "  inflating: /data/training/Eliane_Karp_31.jpg  \n",
      "  inflating: /data/training/Eliane_Karp_32.jpg  \n",
      "  inflating: /data/training/Eliane_Karp_40.jpg  \n",
      "  inflating: /data/training/Eliane_Karp_41.jpg  \n",
      "  inflating: /data/training/Eliane_Karp_42.jpg  \n",
      "  inflating: /data/training/Elijah_Wood_00.jpg  \n",
      "  inflating: /data/training/Elijah_Wood_01.jpg  \n",
      "  inflating: /data/training/Elijah_Wood_02.jpg  \n",
      "  inflating: /data/training/Elijah_Wood_10.jpg  \n",
      "  inflating: /data/training/Elijah_Wood_11.jpg  \n",
      "  inflating: /data/training/Elijah_Wood_12.jpg  \n",
      "  inflating: /data/training/Elijah_Wood_30.jpg  \n",
      "  inflating: /data/training/Elijah_Wood_31.jpg  \n",
      "  inflating: /data/training/Elijah_Wood_32.jpg  \n",
      "  inflating: /data/training/Eliza_Dushku_00.jpg  \n",
      "  inflating: /data/training/Eliza_Dushku_01.jpg  \n",
      "  inflating: /data/training/Eliza_Dushku_02.jpg  \n",
      "  inflating: /data/training/Eliza_Dushku_10.jpg  \n",
      "  inflating: /data/training/Eliza_Dushku_11.jpg  \n",
      "  inflating: /data/training/Eliza_Dushku_12.jpg  \n",
      "  inflating: /data/training/Eliza_Dushku_20.jpg  \n",
      "  inflating: /data/training/Eliza_Dushku_21.jpg  \n",
      "  inflating: /data/training/Eliza_Dushku_22.jpg  \n",
      "  inflating: /data/training/Eliza_Dushku_30.jpg  \n",
      "  inflating: /data/training/Eliza_Dushku_31.jpg  \n",
      "  inflating: /data/training/Eliza_Dushku_32.jpg  \n",
      "  inflating: /data/training/Elizabeth_Dole_00.jpg  \n",
      "  inflating: /data/training/Elizabeth_Dole_01.jpg  \n",
      "  inflating: /data/training/Elizabeth_Dole_02.jpg  \n",
      "  inflating: /data/training/Elizabeth_Dole_10.jpg  \n",
      "  inflating: /data/training/Elizabeth_Dole_11.jpg  \n",
      "  inflating: /data/training/Elizabeth_Dole_12.jpg  \n",
      "  inflating: /data/training/Elizabeth_Dole_30.jpg  \n",
      "  inflating: /data/training/Elizabeth_Dole_31.jpg  \n",
      "  inflating: /data/training/Elizabeth_Dole_32.jpg  \n",
      "  inflating: /data/training/Elizabeth_Shue_00.jpg  \n",
      "  inflating: /data/training/Elizabeth_Shue_01.jpg  \n",
      "  inflating: /data/training/Elizabeth_Shue_02.jpg  \n",
      "  inflating: /data/training/Elizabeth_Shue_20.jpg  \n",
      "  inflating: /data/training/Elizabeth_Shue_21.jpg  \n",
      "  inflating: /data/training/Elizabeth_Shue_22.jpg  \n",
      "  inflating: /data/training/Elizabeth_Shue_40.jpg  \n",
      "  inflating: /data/training/Elizabeth_Shue_41.jpg  \n",
      "  inflating: /data/training/Elizabeth_Shue_42.jpg  \n",
      "  inflating: /data/training/Ellen_DeGeneres_10.jpg  \n",
      "  inflating: /data/training/Ellen_DeGeneres_11.jpg  \n",
      "  inflating: /data/training/Ellen_DeGeneres_12.jpg  \n",
      "  inflating: /data/training/Ellen_DeGeneres_40.jpg  \n",
      "  inflating: /data/training/Ellen_DeGeneres_41.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Ellen_DeGeneres_42.jpg  \n",
      "  inflating: /data/training/Ellen_DeGeneres_50.jpg  \n",
      "  inflating: /data/training/Ellen_DeGeneres_51.jpg  \n",
      "  inflating: /data/training/Ellen_DeGeneres_52.jpg  \n",
      "  inflating: /data/training/Elmar_Brok_00.jpg  \n",
      "  inflating: /data/training/Elmar_Brok_01.jpg  \n",
      "  inflating: /data/training/Elmar_Brok_02.jpg  \n",
      "  inflating: /data/training/Elmar_Brok_20.jpg  \n",
      "  inflating: /data/training/Elmar_Brok_21.jpg  \n",
      "  inflating: /data/training/Elmar_Brok_22.jpg  \n",
      "  inflating: /data/training/Elmar_Brok_30.jpg  \n",
      "  inflating: /data/training/Elmar_Brok_31.jpg  \n",
      "  inflating: /data/training/Elmar_Brok_32.jpg  \n",
      "  inflating: /data/training/Elsa_Zylberstein_00.jpg  \n",
      "  inflating: /data/training/Elsa_Zylberstein_01.jpg  \n",
      "  inflating: /data/training/Elsa_Zylberstein_02.jpg  \n",
      "  inflating: /data/training/Elsa_Zylberstein_10.jpg  \n",
      "  inflating: /data/training/Elsa_Zylberstein_11.jpg  \n",
      "  inflating: /data/training/Elsa_Zylberstein_12.jpg  \n",
      "  inflating: /data/training/Elsa_Zylberstein_40.jpg  \n",
      "  inflating: /data/training/Elsa_Zylberstein_41.jpg  \n",
      "  inflating: /data/training/Elsa_Zylberstein_42.jpg  \n",
      "  inflating: /data/training/Elton_John_10.jpg  \n",
      "  inflating: /data/training/Elton_John_11.jpg  \n",
      "  inflating: /data/training/Elton_John_12.jpg  \n",
      "  inflating: /data/training/Elton_John_20.jpg  \n",
      "  inflating: /data/training/Elton_John_21.jpg  \n",
      "  inflating: /data/training/Elton_John_22.jpg  \n",
      "  inflating: /data/training/Elton_John_30.jpg  \n",
      "  inflating: /data/training/Elton_John_31.jpg  \n",
      "  inflating: /data/training/Elton_John_32.jpg  \n",
      "  inflating: /data/training/Elton_John_40.jpg  \n",
      "  inflating: /data/training/Elton_John_41.jpg  \n",
      "  inflating: /data/training/Elton_John_42.jpg  \n",
      "  inflating: /data/training/Emile_Lahoud_00.jpg  \n",
      "  inflating: /data/training/Emile_Lahoud_01.jpg  \n",
      "  inflating: /data/training/Emile_Lahoud_02.jpg  \n",
      "  inflating: /data/training/Emile_Lahoud_30.jpg  \n",
      "  inflating: /data/training/Emile_Lahoud_31.jpg  \n",
      "  inflating: /data/training/Emile_Lahoud_32.jpg  \n",
      "  inflating: /data/training/Emile_Lahoud_40.jpg  \n",
      "  inflating: /data/training/Emile_Lahoud_41.jpg  \n",
      "  inflating: /data/training/Emile_Lahoud_42.jpg  \n",
      "  inflating: /data/training/Emilio_Botin_00.jpg  \n",
      "  inflating: /data/training/Emilio_Botin_01.jpg  \n",
      "  inflating: /data/training/Emilio_Botin_02.jpg  \n",
      "  inflating: /data/training/Emilio_Botin_10.jpg  \n",
      "  inflating: /data/training/Emilio_Botin_11.jpg  \n",
      "  inflating: /data/training/Emilio_Botin_12.jpg  \n",
      "  inflating: /data/training/Emilio_Botin_20.jpg  \n",
      "  inflating: /data/training/Emilio_Botin_21.jpg  \n",
      "  inflating: /data/training/Emilio_Botin_22.jpg  \n",
      "  inflating: /data/training/Emilio_Botin_40.jpg  \n",
      "  inflating: /data/training/Emilio_Botin_41.jpg  \n",
      "  inflating: /data/training/Emilio_Botin_42.jpg  \n",
      "  inflating: /data/training/Emma_Nicholson_10.jpg  \n",
      "  inflating: /data/training/Emma_Nicholson_11.jpg  \n",
      "  inflating: /data/training/Emma_Nicholson_12.jpg  \n",
      "  inflating: /data/training/Emma_Nicholson_20.jpg  \n",
      "  inflating: /data/training/Emma_Nicholson_21.jpg  \n",
      "  inflating: /data/training/Emma_Nicholson_22.jpg  \n",
      "  inflating: /data/training/Emma_Nicholson_30.jpg  \n",
      "  inflating: /data/training/Emma_Nicholson_31.jpg  \n",
      "  inflating: /data/training/Emma_Nicholson_32.jpg  \n",
      "  inflating: /data/training/Emma_Thompson_20.jpg  \n",
      "  inflating: /data/training/Emma_Thompson_21.jpg  \n",
      "  inflating: /data/training/Emma_Thompson_22.jpg  \n",
      "  inflating: /data/training/Emma_Thompson_30.jpg  \n",
      "  inflating: /data/training/Emma_Thompson_31.jpg  \n",
      "  inflating: /data/training/Emma_Thompson_32.jpg  \n",
      "  inflating: /data/training/Emma_Thompson_40.jpg  \n",
      "  inflating: /data/training/Emma_Thompson_41.jpg  \n",
      "  inflating: /data/training/Emma_Thompson_42.jpg  \n",
      "  inflating: /data/training/Emma_Thompson_50.jpg  \n",
      "  inflating: /data/training/Emma_Thompson_51.jpg  \n",
      "  inflating: /data/training/Emma_Thompson_52.jpg  \n",
      "  inflating: /data/training/Emmy_Rossum_20.jpg  \n",
      "  inflating: /data/training/Emmy_Rossum_21.jpg  \n",
      "  inflating: /data/training/Emmy_Rossum_22.jpg  \n",
      "  inflating: /data/training/Emmy_Rossum_30.jpg  \n",
      "  inflating: /data/training/Emmy_Rossum_31.jpg  \n",
      "  inflating: /data/training/Emmy_Rossum_32.jpg  \n",
      "  inflating: /data/training/Emmy_Rossum_40.jpg  \n",
      "  inflating: /data/training/Emmy_Rossum_41.jpg  \n",
      "  inflating: /data/training/Emmy_Rossum_42.jpg  \n",
      "  inflating: /data/training/Emmy_Rossum_50.jpg  \n",
      "  inflating: /data/training/Emmy_Rossum_51.jpg  \n",
      "  inflating: /data/training/Emmy_Rossum_52.jpg  \n",
      "  inflating: /data/training/Eric_Benet_00.jpg  \n",
      "  inflating: /data/training/Eric_Benet_01.jpg  \n",
      "  inflating: /data/training/Eric_Benet_02.jpg  \n",
      "  inflating: /data/training/Eric_Benet_10.jpg  \n",
      "  inflating: /data/training/Eric_Benet_11.jpg  \n",
      "  inflating: /data/training/Eric_Benet_12.jpg  \n",
      "  inflating: /data/training/Eric_Benet_30.jpg  \n",
      "  inflating: /data/training/Eric_Benet_31.jpg  \n",
      "  inflating: /data/training/Eric_Benet_32.jpg  \n",
      "  inflating: /data/training/Erin_Hershey_Presley_10.jpg  \n",
      "  inflating: /data/training/Erin_Hershey_Presley_11.jpg  \n",
      "  inflating: /data/training/Erin_Hershey_Presley_12.jpg  \n",
      "  inflating: /data/training/Erin_Hershey_Presley_30.jpg  \n",
      "  inflating: /data/training/Erin_Hershey_Presley_31.jpg  \n",
      "  inflating: /data/training/Erin_Hershey_Presley_32.jpg  \n",
      "  inflating: /data/training/Erin_Hershey_Presley_40.jpg  \n",
      "  inflating: /data/training/Erin_Hershey_Presley_41.jpg  \n",
      "  inflating: /data/training/Erin_Hershey_Presley_42.jpg  \n",
      "  inflating: /data/training/Ernest_Hollings_00.jpg  \n",
      "  inflating: /data/training/Ernest_Hollings_01.jpg  \n",
      "  inflating: /data/training/Ernest_Hollings_02.jpg  \n",
      "  inflating: /data/training/Ernest_Hollings_10.jpg  \n",
      "  inflating: /data/training/Ernest_Hollings_11.jpg  \n",
      "  inflating: /data/training/Ernest_Hollings_12.jpg  \n",
      "  inflating: /data/training/Ernest_Hollings_20.jpg  \n",
      "  inflating: /data/training/Ernest_Hollings_21.jpg  \n",
      "  inflating: /data/training/Ernest_Hollings_22.jpg  \n",
      "  inflating: /data/training/Ernesto_Zedillo_10.jpg  \n",
      "  inflating: /data/training/Ernesto_Zedillo_11.jpg  \n",
      "  inflating: /data/training/Ernesto_Zedillo_12.jpg  \n",
      "  inflating: /data/training/Ernesto_Zedillo_20.jpg  \n",
      "  inflating: /data/training/Ernesto_Zedillo_21.jpg  \n",
      "  inflating: /data/training/Ernesto_Zedillo_22.jpg  \n",
      "  inflating: /data/training/Ernesto_Zedillo_30.jpg  \n",
      "  inflating: /data/training/Ernesto_Zedillo_31.jpg  \n",
      "  inflating: /data/training/Ernesto_Zedillo_32.jpg  \n",
      "  inflating: /data/training/Ernesto_Zedillo_40.jpg  \n",
      "  inflating: /data/training/Ernesto_Zedillo_41.jpg  \n",
      "  inflating: /data/training/Ernesto_Zedillo_42.jpg  \n",
      "  inflating: /data/training/Ernie_Grunfeld_20.jpg  \n",
      "  inflating: /data/training/Ernie_Grunfeld_21.jpg  \n",
      "  inflating: /data/training/Ernie_Grunfeld_22.jpg  \n",
      "  inflating: /data/training/Ernie_Grunfeld_30.jpg  \n",
      "  inflating: /data/training/Ernie_Grunfeld_31.jpg  \n",
      "  inflating: /data/training/Ernie_Grunfeld_32.jpg  \n",
      "  inflating: /data/training/Ernie_Grunfeld_40.jpg  \n",
      "  inflating: /data/training/Ernie_Grunfeld_41.jpg  \n",
      "  inflating: /data/training/Ernie_Grunfeld_42.jpg  \n",
      "  inflating: /data/training/Ernie_Grunfeld_50.jpg  \n",
      "  inflating: /data/training/Ernie_Grunfeld_51.jpg  \n",
      "  inflating: /data/training/Ernie_Grunfeld_52.jpg  \n",
      "  inflating: /data/training/Estelle_Morris_10.jpg  \n",
      "  inflating: /data/training/Estelle_Morris_11.jpg  \n",
      "  inflating: /data/training/Estelle_Morris_12.jpg  \n",
      "  inflating: /data/training/Estelle_Morris_20.jpg  \n",
      "  inflating: /data/training/Estelle_Morris_21.jpg  \n",
      "  inflating: /data/training/Estelle_Morris_22.jpg  \n",
      "  inflating: /data/training/Estelle_Morris_30.jpg  \n",
      "  inflating: /data/training/Estelle_Morris_31.jpg  \n",
      "  inflating: /data/training/Estelle_Morris_32.jpg  \n",
      "  inflating: /data/training/Ethan_Hawke_00.jpg  \n",
      "  inflating: /data/training/Ethan_Hawke_01.jpg  \n",
      "  inflating: /data/training/Ethan_Hawke_02.jpg  \n",
      "  inflating: /data/training/Ethan_Hawke_10.jpg  \n",
      "  inflating: /data/training/Ethan_Hawke_11.jpg  \n",
      "  inflating: /data/training/Ethan_Hawke_12.jpg  \n",
      "  inflating: /data/training/Ethan_Hawke_30.jpg  \n",
      "  inflating: /data/training/Ethan_Hawke_31.jpg  \n",
      "  inflating: /data/training/Ethan_Hawke_32.jpg  \n",
      "  inflating: /data/training/Ethan_Hawke_40.jpg  \n",
      "  inflating: /data/training/Ethan_Hawke_41.jpg  \n",
      "  inflating: /data/training/Ethan_Hawke_42.jpg  \n",
      "  inflating: /data/training/Eunice_Barber_00.jpg  \n",
      "  inflating: /data/training/Eunice_Barber_01.jpg  \n",
      "  inflating: /data/training/Eunice_Barber_02.jpg  \n",
      "  inflating: /data/training/Eunice_Barber_10.jpg  \n",
      "  inflating: /data/training/Eunice_Barber_11.jpg  \n",
      "  inflating: /data/training/Eunice_Barber_12.jpg  \n",
      "  inflating: /data/training/Eunice_Barber_50.jpg  \n",
      "  inflating: /data/training/Eunice_Barber_51.jpg  \n",
      "  inflating: /data/training/Eunice_Barber_52.jpg  \n",
      "  inflating: /data/training/Fernando_Henrique_Cardoso_00.jpg  \n",
      "  inflating: /data/training/Fernando_Henrique_Cardoso_01.jpg  \n",
      "  inflating: /data/training/Fernando_Henrique_Cardoso_02.jpg  \n",
      "  inflating: /data/training/Fernando_Henrique_Cardoso_20.jpg  \n",
      "  inflating: /data/training/Fernando_Henrique_Cardoso_21.jpg  \n",
      "  inflating: /data/training/Fernando_Henrique_Cardoso_22.jpg  \n",
      "  inflating: /data/training/Fernando_Henrique_Cardoso_30.jpg  \n",
      "  inflating: /data/training/Fernando_Henrique_Cardoso_31.jpg  \n",
      "  inflating: /data/training/Fernando_Henrique_Cardoso_32.jpg  \n",
      "  inflating: /data/training/Fernando_Sanz_30.jpg  \n",
      "  inflating: /data/training/Fernando_Sanz_31.jpg  \n",
      "  inflating: /data/training/Fernando_Sanz_32.jpg  \n",
      "  inflating: /data/training/Fernando_Sanz_40.jpg  \n",
      "  inflating: /data/training/Fernando_Sanz_41.jpg  \n",
      "  inflating: /data/training/Fernando_Sanz_42.jpg  \n",
      "  inflating: /data/training/Fernando_Sanz_50.jpg  \n",
      "  inflating: /data/training/Fernando_Sanz_51.jpg  \n",
      "  inflating: /data/training/Fernando_Sanz_52.jpg  \n",
      "  inflating: /data/training/Fidel_Castro_Daiz-Balart_10.jpg  \n",
      "  inflating: /data/training/Fidel_Castro_Daiz-Balart_11.jpg  \n",
      "  inflating: /data/training/Fidel_Castro_Daiz-Balart_12.jpg  \n",
      "  inflating: /data/training/Fidel_Castro_Daiz-Balart_30.jpg  \n",
      "  inflating: /data/training/Fidel_Castro_Daiz-Balart_31.jpg  \n",
      "  inflating: /data/training/Fidel_Castro_Daiz-Balart_32.jpg  \n",
      "  inflating: /data/training/Fidel_Castro_Daiz-Balart_40.jpg  \n",
      "  inflating: /data/training/Fidel_Castro_Daiz-Balart_41.jpg  \n",
      "  inflating: /data/training/Fidel_Castro_Daiz-Balart_42.jpg  \n",
      "  inflating: /data/training/Flavia_Pennetta_30.jpg  \n",
      "  inflating: /data/training/Flavia_Pennetta_31.jpg  \n",
      "  inflating: /data/training/Flavia_Pennetta_32.jpg  \n",
      "  inflating: /data/training/Flavia_Pennetta_40.jpg  \n",
      "  inflating: /data/training/Flavia_Pennetta_41.jpg  \n",
      "  inflating: /data/training/Flavia_Pennetta_42.jpg  \n",
      "  inflating: /data/training/Flavia_Pennetta_50.jpg  \n",
      "  inflating: /data/training/Flavia_Pennetta_51.jpg  \n",
      "  inflating: /data/training/Flavia_Pennetta_52.jpg  \n",
      "  inflating: /data/training/Florecita_Cobian_00.jpg  \n",
      "  inflating: /data/training/Florecita_Cobian_01.jpg  \n",
      "  inflating: /data/training/Florecita_Cobian_02.jpg  \n",
      "  inflating: /data/training/Florecita_Cobian_10.jpg  \n",
      "  inflating: /data/training/Florecita_Cobian_11.jpg  \n",
      "  inflating: /data/training/Florecita_Cobian_12.jpg  \n",
      "  inflating: /data/training/Florecita_Cobian_20.jpg  \n",
      "  inflating: /data/training/Florecita_Cobian_21.jpg  \n",
      "  inflating: /data/training/Florecita_Cobian_22.jpg  \n",
      "  inflating: /data/training/Frances_Fisher_20.jpg  \n",
      "  inflating: /data/training/Frances_Fisher_21.jpg  \n",
      "  inflating: /data/training/Frances_Fisher_22.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Frances_Fisher_30.jpg  \n",
      "  inflating: /data/training/Frances_Fisher_31.jpg  \n",
      "  inflating: /data/training/Frances_Fisher_32.jpg  \n",
      "  inflating: /data/training/Frances_Fisher_40.jpg  \n",
      "  inflating: /data/training/Frances_Fisher_41.jpg  \n",
      "  inflating: /data/training/Frances_Fisher_42.jpg  \n",
      "  inflating: /data/training/Francis_Collins_00.jpg  \n",
      "  inflating: /data/training/Francis_Collins_01.jpg  \n",
      "  inflating: /data/training/Francis_Collins_02.jpg  \n",
      "  inflating: /data/training/Francis_Collins_10.jpg  \n",
      "  inflating: /data/training/Francis_Collins_11.jpg  \n",
      "  inflating: /data/training/Francis_Collins_12.jpg  \n",
      "  inflating: /data/training/Francis_Collins_20.jpg  \n",
      "  inflating: /data/training/Francis_Collins_21.jpg  \n",
      "  inflating: /data/training/Francis_Collins_22.jpg  \n",
      "  inflating: /data/training/Francis_Collins_40.jpg  \n",
      "  inflating: /data/training/Francis_Collins_41.jpg  \n",
      "  inflating: /data/training/Francis_Collins_42.jpg  \n",
      "  inflating: /data/training/Frank_Beamer_00.jpg  \n",
      "  inflating: /data/training/Frank_Beamer_01.jpg  \n",
      "  inflating: /data/training/Frank_Beamer_02.jpg  \n",
      "  inflating: /data/training/Frank_Beamer_20.jpg  \n",
      "  inflating: /data/training/Frank_Beamer_21.jpg  \n",
      "  inflating: /data/training/Frank_Beamer_22.jpg  \n",
      "  inflating: /data/training/Frank_Beamer_30.jpg  \n",
      "  inflating: /data/training/Frank_Beamer_31.jpg  \n",
      "  inflating: /data/training/Frank_Beamer_32.jpg  \n",
      "  inflating: /data/training/Frank_Caliendo_10.jpg  \n",
      "  inflating: /data/training/Frank_Caliendo_11.jpg  \n",
      "  inflating: /data/training/Frank_Caliendo_12.jpg  \n",
      "  inflating: /data/training/Frank_Caliendo_30.jpg  \n",
      "  inflating: /data/training/Frank_Caliendo_31.jpg  \n",
      "  inflating: /data/training/Frank_Caliendo_32.jpg  \n",
      "  inflating: /data/training/Frank_Caliendo_40.jpg  \n",
      "  inflating: /data/training/Frank_Caliendo_41.jpg  \n",
      "  inflating: /data/training/Frank_Caliendo_42.jpg  \n",
      "  inflating: /data/training/Frank_Caliendo_50.jpg  \n",
      "  inflating: /data/training/Frank_Caliendo_51.jpg  \n",
      "  inflating: /data/training/Frank_Caliendo_52.jpg  \n",
      "  inflating: /data/training/Frank_Keating_30.jpg  \n",
      "  inflating: /data/training/Frank_Keating_31.jpg  \n",
      "  inflating: /data/training/Frank_Keating_32.jpg  \n",
      "  inflating: /data/training/Frank_Keating_40.jpg  \n",
      "  inflating: /data/training/Frank_Keating_41.jpg  \n",
      "  inflating: /data/training/Frank_Keating_42.jpg  \n",
      "  inflating: /data/training/Frank_Keating_50.jpg  \n",
      "  inflating: /data/training/Frank_Keating_51.jpg  \n",
      "  inflating: /data/training/Frank_Keating_52.jpg  \n",
      "  inflating: /data/training/Frank_Solich_10.jpg  \n",
      "  inflating: /data/training/Frank_Solich_11.jpg  \n",
      "  inflating: /data/training/Frank_Solich_12.jpg  \n",
      "  inflating: /data/training/Frank_Solich_20.jpg  \n",
      "  inflating: /data/training/Frank_Solich_21.jpg  \n",
      "  inflating: /data/training/Frank_Solich_22.jpg  \n",
      "  inflating: /data/training/Frank_Solich_30.jpg  \n",
      "  inflating: /data/training/Frank_Solich_31.jpg  \n",
      "  inflating: /data/training/Frank_Solich_32.jpg  \n",
      "  inflating: /data/training/Franz_Fischler_00.jpg  \n",
      "  inflating: /data/training/Franz_Fischler_01.jpg  \n",
      "  inflating: /data/training/Franz_Fischler_02.jpg  \n",
      "  inflating: /data/training/Franz_Fischler_30.jpg  \n",
      "  inflating: /data/training/Franz_Fischler_31.jpg  \n",
      "  inflating: /data/training/Franz_Fischler_32.jpg  \n",
      "  inflating: /data/training/Franz_Fischler_40.jpg  \n",
      "  inflating: /data/training/Franz_Fischler_41.jpg  \n",
      "  inflating: /data/training/Franz_Fischler_42.jpg  \n",
      "  inflating: /data/training/Franz_Fischler_50.jpg  \n",
      "  inflating: /data/training/Franz_Fischler_51.jpg  \n",
      "  inflating: /data/training/Franz_Fischler_52.jpg  \n",
      "  inflating: /data/training/Gabi_Zimmer_00.jpg  \n",
      "  inflating: /data/training/Gabi_Zimmer_01.jpg  \n",
      "  inflating: /data/training/Gabi_Zimmer_02.jpg  \n",
      "  inflating: /data/training/Gabi_Zimmer_10.jpg  \n",
      "  inflating: /data/training/Gabi_Zimmer_11.jpg  \n",
      "  inflating: /data/training/Gabi_Zimmer_12.jpg  \n",
      "  inflating: /data/training/Gabi_Zimmer_20.jpg  \n",
      "  inflating: /data/training/Gabi_Zimmer_21.jpg  \n",
      "  inflating: /data/training/Gabi_Zimmer_22.jpg  \n",
      "  inflating: /data/training/Gabi_Zimmer_50.jpg  \n",
      "  inflating: /data/training/Gabi_Zimmer_51.jpg  \n",
      "  inflating: /data/training/Gabi_Zimmer_52.jpg  \n",
      "  inflating: /data/training/Gary_Bettman_10.jpg  \n",
      "  inflating: /data/training/Gary_Bettman_11.jpg  \n",
      "  inflating: /data/training/Gary_Bettman_12.jpg  \n",
      "  inflating: /data/training/Gary_Bettman_30.jpg  \n",
      "  inflating: /data/training/Gary_Bettman_31.jpg  \n",
      "  inflating: /data/training/Gary_Bettman_32.jpg  \n",
      "  inflating: /data/training/Gary_Bettman_40.jpg  \n",
      "  inflating: /data/training/Gary_Bettman_41.jpg  \n",
      "  inflating: /data/training/Gary_Bettman_42.jpg  \n",
      "  inflating: /data/training/Gary_Coleman_30.jpg  \n",
      "  inflating: /data/training/Gary_Coleman_31.jpg  \n",
      "  inflating: /data/training/Gary_Coleman_32.jpg  \n",
      "  inflating: /data/training/Gary_Coleman_40.jpg  \n",
      "  inflating: /data/training/Gary_Coleman_41.jpg  \n",
      "  inflating: /data/training/Gary_Coleman_42.jpg  \n",
      "  inflating: /data/training/Gary_Coleman_50.jpg  \n",
      "  inflating: /data/training/Gary_Coleman_51.jpg  \n",
      "  inflating: /data/training/Gary_Coleman_52.jpg  \n",
      "  inflating: /data/training/Gary_Condit_00.jpg  \n",
      "  inflating: /data/training/Gary_Condit_01.jpg  \n",
      "  inflating: /data/training/Gary_Condit_02.jpg  \n",
      "  inflating: /data/training/Gary_Condit_10.jpg  \n",
      "  inflating: /data/training/Gary_Condit_11.jpg  \n",
      "  inflating: /data/training/Gary_Condit_12.jpg  \n",
      "  inflating: /data/training/Gary_Condit_30.jpg  \n",
      "  inflating: /data/training/Gary_Condit_31.jpg  \n",
      "  inflating: /data/training/Gary_Condit_32.jpg  \n",
      "  inflating: /data/training/Gene_Hackman_20.jpg  \n",
      "  inflating: /data/training/Gene_Hackman_21.jpg  \n",
      "  inflating: /data/training/Gene_Hackman_22.jpg  \n",
      "  inflating: /data/training/Gene_Hackman_30.jpg  \n",
      "  inflating: /data/training/Gene_Hackman_31.jpg  \n",
      "  inflating: /data/training/Gene_Hackman_32.jpg  \n",
      "  inflating: /data/training/Gene_Hackman_40.jpg  \n",
      "  inflating: /data/training/Gene_Hackman_41.jpg  \n",
      "  inflating: /data/training/Gene_Hackman_42.jpg  \n",
      "  inflating: /data/training/Geoffrey_Rush_00.jpg  \n",
      "  inflating: /data/training/Geoffrey_Rush_01.jpg  \n",
      "  inflating: /data/training/Geoffrey_Rush_02.jpg  \n",
      "  inflating: /data/training/Geoffrey_Rush_10.jpg  \n",
      "  inflating: /data/training/Geoffrey_Rush_11.jpg  \n",
      "  inflating: /data/training/Geoffrey_Rush_12.jpg  \n",
      "  inflating: /data/training/Geoffrey_Rush_20.jpg  \n",
      "  inflating: /data/training/Geoffrey_Rush_21.jpg  \n",
      "  inflating: /data/training/Geoffrey_Rush_22.jpg  \n",
      "  inflating: /data/training/George_Galloway_00.jpg  \n",
      "  inflating: /data/training/George_Galloway_01.jpg  \n",
      "  inflating: /data/training/George_Galloway_02.jpg  \n",
      "  inflating: /data/training/George_Galloway_20.jpg  \n",
      "  inflating: /data/training/George_Galloway_21.jpg  \n",
      "  inflating: /data/training/George_Galloway_22.jpg  \n",
      "  inflating: /data/training/George_Galloway_40.jpg  \n",
      "  inflating: /data/training/George_Galloway_41.jpg  \n",
      "  inflating: /data/training/George_Galloway_42.jpg  \n",
      "  inflating: /data/training/George_Galloway_50.jpg  \n",
      "  inflating: /data/training/George_Galloway_51.jpg  \n",
      "  inflating: /data/training/George_Galloway_52.jpg  \n",
      "  inflating: /data/training/George_Karl_10.jpg  \n",
      "  inflating: /data/training/George_Karl_11.jpg  \n",
      "  inflating: /data/training/George_Karl_12.jpg  \n",
      "  inflating: /data/training/George_Karl_20.jpg  \n",
      "  inflating: /data/training/George_Karl_21.jpg  \n",
      "  inflating: /data/training/George_Karl_22.jpg  \n",
      "  inflating: /data/training/George_Karl_50.jpg  \n",
      "  inflating: /data/training/George_Karl_51.jpg  \n",
      "  inflating: /data/training/George_Karl_52.jpg  \n",
      "  inflating: /data/training/GL_Peiris_00.jpg  \n",
      "  inflating: /data/training/GL_Peiris_01.jpg  \n",
      "  inflating: /data/training/GL_Peiris_02.jpg  \n",
      "  inflating: /data/training/GL_Peiris_10.jpg  \n",
      "  inflating: /data/training/GL_Peiris_11.jpg  \n",
      "  inflating: /data/training/GL_Peiris_12.jpg  \n",
      "  inflating: /data/training/GL_Peiris_30.jpg  \n",
      "  inflating: /data/training/GL_Peiris_31.jpg  \n",
      "  inflating: /data/training/GL_Peiris_32.jpg  \n",
      "  inflating: /data/training/Hanan_Ashrawi_10.jpg  \n",
      "  inflating: /data/training/Hanan_Ashrawi_11.jpg  \n",
      "  inflating: /data/training/Hanan_Ashrawi_12.jpg  \n",
      "  inflating: /data/training/Hanan_Ashrawi_20.jpg  \n",
      "  inflating: /data/training/Hanan_Ashrawi_21.jpg  \n",
      "  inflating: /data/training/Hanan_Ashrawi_22.jpg  \n",
      "  inflating: /data/training/Hanan_Ashrawi_40.jpg  \n",
      "  inflating: /data/training/Hanan_Ashrawi_41.jpg  \n",
      "  inflating: /data/training/Hanan_Ashrawi_42.jpg  \n",
      "  inflating: /data/training/Harrison_Ford_10.jpg  \n",
      "  inflating: /data/training/Harrison_Ford_11.jpg  \n",
      "  inflating: /data/training/Harrison_Ford_12.jpg  \n",
      "  inflating: /data/training/Harrison_Ford_20.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Harrison_Ford_21.jpg  \n",
      "  inflating: /data/training/Harrison_Ford_22.jpg  \n",
      "  inflating: /data/training/Harrison_Ford_50.jpg  \n",
      "  inflating: /data/training/Harrison_Ford_51.jpg  \n",
      "  inflating: /data/training/Harrison_Ford_52.jpg  \n",
      "  inflating: /data/training/Hassan_Nasrallah_30.jpg  \n",
      "  inflating: /data/training/Hassan_Nasrallah_31.jpg  \n",
      "  inflating: /data/training/Hassan_Nasrallah_32.jpg  \n",
      "  inflating: /data/training/Hassan_Nasrallah_40.jpg  \n",
      "  inflating: /data/training/Hassan_Nasrallah_41.jpg  \n",
      "  inflating: /data/training/Hassan_Nasrallah_42.jpg  \n",
      "  inflating: /data/training/Hassan_Nasrallah_50.jpg  \n",
      "  inflating: /data/training/Hassan_Nasrallah_51.jpg  \n",
      "  inflating: /data/training/Hassan_Nasrallah_52.jpg  \n",
      "  inflating: /data/training/Irene_Kahn_00.jpg  \n",
      "  inflating: /data/training/Irene_Kahn_01.jpg  \n",
      "  inflating: /data/training/Irene_Kahn_02.jpg  \n",
      "  inflating: /data/training/Irene_Kahn_30.jpg  \n",
      "  inflating: /data/training/Irene_Kahn_31.jpg  \n",
      "  inflating: /data/training/Irene_Kahn_32.jpg  \n",
      "  inflating: /data/training/Irene_Kahn_40.jpg  \n",
      "  inflating: /data/training/Irene_Kahn_41.jpg  \n",
      "  inflating: /data/training/Irene_Kahn_42.jpg  \n",
      "  inflating: /data/training/Isabella_Rossellini_00.jpg  \n",
      "  inflating: /data/training/Isabella_Rossellini_01.jpg  \n",
      "  inflating: /data/training/Isabella_Rossellini_02.jpg  \n",
      "  inflating: /data/training/Isabella_Rossellini_10.jpg  \n",
      "  inflating: /data/training/Isabella_Rossellini_11.jpg  \n",
      "  inflating: /data/training/Isabella_Rossellini_12.jpg  \n",
      "  inflating: /data/training/Isabella_Rossellini_20.jpg  \n",
      "  inflating: /data/training/Isabella_Rossellini_21.jpg  \n",
      "  inflating: /data/training/Isabella_Rossellini_22.jpg  \n",
      "  inflating: /data/training/Isabelle_Huppert_20.jpg  \n",
      "  inflating: /data/training/Isabelle_Huppert_21.jpg  \n",
      "  inflating: /data/training/Isabelle_Huppert_22.jpg  \n",
      "  inflating: /data/training/Isabelle_Huppert_30.jpg  \n",
      "  inflating: /data/training/Isabelle_Huppert_31.jpg  \n",
      "  inflating: /data/training/Isabelle_Huppert_32.jpg  \n",
      "  inflating: /data/training/Isabelle_Huppert_40.jpg  \n",
      "  inflating: /data/training/Isabelle_Huppert_41.jpg  \n",
      "  inflating: /data/training/Isabelle_Huppert_42.jpg  \n",
      "  inflating: /data/training/Itzhak_Perlman_10.jpg  \n",
      "  inflating: /data/training/Itzhak_Perlman_11.jpg  \n",
      "  inflating: /data/training/Itzhak_Perlman_12.jpg  \n",
      "  inflating: /data/training/Itzhak_Perlman_30.jpg  \n",
      "  inflating: /data/training/Itzhak_Perlman_31.jpg  \n",
      "  inflating: /data/training/Itzhak_Perlman_32.jpg  \n",
      "  inflating: /data/training/Itzhak_Perlman_40.jpg  \n",
      "  inflating: /data/training/Itzhak_Perlman_41.jpg  \n",
      "  inflating: /data/training/Itzhak_Perlman_42.jpg  \n",
      "  inflating: /data/training/Jack_Welch_10.jpg  \n",
      "  inflating: /data/training/Jack_Welch_11.jpg  \n",
      "  inflating: /data/training/Jack_Welch_12.jpg  \n",
      "  inflating: /data/training/Jack_Welch_30.jpg  \n",
      "  inflating: /data/training/Jack_Welch_31.jpg  \n",
      "  inflating: /data/training/Jack_Welch_32.jpg  \n",
      "  inflating: /data/training/Jack_Welch_40.jpg  \n",
      "  inflating: /data/training/Jack_Welch_41.jpg  \n",
      "  inflating: /data/training/Jack_Welch_42.jpg  \n",
      "  inflating: /data/training/Jack_Welch_50.jpg  \n",
      "  inflating: /data/training/Jack_Welch_51.jpg  \n",
      "  inflating: /data/training/Jack_Welch_52.jpg  \n",
      "  inflating: /data/training/Jackie_Sherrill_20.jpg  \n",
      "  inflating: /data/training/Jackie_Sherrill_21.jpg  \n",
      "  inflating: /data/training/Jackie_Sherrill_22.jpg  \n",
      "  inflating: /data/training/Jackie_Sherrill_40.jpg  \n",
      "  inflating: /data/training/Jackie_Sherrill_41.jpg  \n",
      "  inflating: /data/training/Jackie_Sherrill_42.jpg  \n",
      "  inflating: /data/training/Jackie_Sherrill_50.jpg  \n",
      "  inflating: /data/training/Jackie_Sherrill_51.jpg  \n",
      "  inflating: /data/training/Jackie_Sherrill_52.jpg  \n",
      "  inflating: /data/training/Jacqueline_Gold_00.jpg  \n",
      "  inflating: /data/training/Jacqueline_Gold_01.jpg  \n",
      "  inflating: /data/training/Jacqueline_Gold_02.jpg  \n",
      "  inflating: /data/training/Jacqueline_Gold_20.jpg  \n",
      "  inflating: /data/training/Jacqueline_Gold_21.jpg  \n",
      "  inflating: /data/training/Jacqueline_Gold_22.jpg  \n",
      "  inflating: /data/training/Jacqueline_Gold_30.jpg  \n",
      "  inflating: /data/training/Jacqueline_Gold_31.jpg  \n",
      "  inflating: /data/training/Jacqueline_Gold_32.jpg  \n",
      "  inflating: /data/training/Jafar_Umar_Thalib_00.jpg  \n",
      "  inflating: /data/training/Jafar_Umar_Thalib_01.jpg  \n",
      "  inflating: /data/training/Jafar_Umar_Thalib_02.jpg  \n",
      "  inflating: /data/training/Jafar_Umar_Thalib_20.jpg  \n",
      "  inflating: /data/training/Jafar_Umar_Thalib_21.jpg  \n",
      "  inflating: /data/training/Jafar_Umar_Thalib_22.jpg  \n",
      "  inflating: /data/training/Jafar_Umar_Thalib_30.jpg  \n",
      "  inflating: /data/training/Jafar_Umar_Thalib_31.jpg  \n",
      "  inflating: /data/training/Jafar_Umar_Thalib_32.jpg  \n",
      "  inflating: /data/training/Jafar_Umar_Thalib_50.jpg  \n",
      "  inflating: /data/training/Jafar_Umar_Thalib_51.jpg  \n",
      "  inflating: /data/training/Jafar_Umar_Thalib_52.jpg  \n",
      "  inflating: /data/training/Jaime_Pressly_00.jpg  \n",
      "  inflating: /data/training/Jaime_Pressly_01.jpg  \n",
      "  inflating: /data/training/Jaime_Pressly_02.jpg  \n",
      "  inflating: /data/training/Jaime_Pressly_10.jpg  \n",
      "  inflating: /data/training/Jaime_Pressly_11.jpg  \n",
      "  inflating: /data/training/Jaime_Pressly_12.jpg  \n",
      "  inflating: /data/training/Jaime_Pressly_40.jpg  \n",
      "  inflating: /data/training/Jaime_Pressly_41.jpg  \n",
      "  inflating: /data/training/Jaime_Pressly_42.jpg  \n",
      "  inflating: /data/training/Jake_Gyllenhaal_00.jpg  \n",
      "  inflating: /data/training/Jake_Gyllenhaal_01.jpg  \n",
      "  inflating: /data/training/Jake_Gyllenhaal_02.jpg  \n",
      "  inflating: /data/training/Jake_Gyllenhaal_40.jpg  \n",
      "  inflating: /data/training/Jake_Gyllenhaal_41.jpg  \n",
      "  inflating: /data/training/Jake_Gyllenhaal_42.jpg  \n",
      "  inflating: /data/training/Jake_Gyllenhaal_50.jpg  \n",
      "  inflating: /data/training/Jake_Gyllenhaal_51.jpg  \n",
      "  inflating: /data/training/Jake_Gyllenhaal_52.jpg  \n",
      "  inflating: /data/training/Jake_Plummer_20.jpg  \n",
      "  inflating: /data/training/Jake_Plummer_21.jpg  \n",
      "  inflating: /data/training/Jake_Plummer_22.jpg  \n",
      "  inflating: /data/training/Jake_Plummer_40.jpg  \n",
      "  inflating: /data/training/Jake_Plummer_41.jpg  \n",
      "  inflating: /data/training/Jake_Plummer_42.jpg  \n",
      "  inflating: /data/training/Jake_Plummer_50.jpg  \n",
      "  inflating: /data/training/Jake_Plummer_51.jpg  \n",
      "  inflating: /data/training/Jake_Plummer_52.jpg  \n",
      "  inflating: /data/training/James_Carville_00.jpg  \n",
      "  inflating: /data/training/James_Carville_01.jpg  \n",
      "  inflating: /data/training/James_Carville_02.jpg  \n",
      "  inflating: /data/training/James_Carville_10.jpg  \n",
      "  inflating: /data/training/James_Carville_11.jpg  \n",
      "  inflating: /data/training/James_Carville_12.jpg  \n",
      "  inflating: /data/training/James_Carville_30.jpg  \n",
      "  inflating: /data/training/James_Carville_31.jpg  \n",
      "  inflating: /data/training/James_Carville_32.jpg  \n",
      "  inflating: /data/training/James_Carville_50.jpg  \n",
      "  inflating: /data/training/James_Carville_51.jpg  \n",
      "  inflating: /data/training/James_Carville_52.jpg  \n",
      "  inflating: /data/training/James_Cunningham_00.jpg  \n",
      "  inflating: /data/training/James_Cunningham_01.jpg  \n",
      "  inflating: /data/training/James_Cunningham_02.jpg  \n",
      "  inflating: /data/training/James_Cunningham_20.jpg  \n",
      "  inflating: /data/training/James_Cunningham_21.jpg  \n",
      "  inflating: /data/training/James_Cunningham_22.jpg  \n",
      "  inflating: /data/training/James_Cunningham_30.jpg  \n",
      "  inflating: /data/training/James_Cunningham_31.jpg  \n",
      "  inflating: /data/training/James_Cunningham_32.jpg  \n",
      "  inflating: /data/training/James_Cunningham_40.jpg  \n",
      "  inflating: /data/training/James_Cunningham_41.jpg  \n",
      "  inflating: /data/training/James_Cunningham_42.jpg  \n",
      "  inflating: /data/training/James_Hoffa_10.jpg  \n",
      "  inflating: /data/training/James_Hoffa_11.jpg  \n",
      "  inflating: /data/training/James_Hoffa_12.jpg  \n",
      "  inflating: /data/training/James_Hoffa_20.jpg  \n",
      "  inflating: /data/training/James_Hoffa_21.jpg  \n",
      "  inflating: /data/training/James_Hoffa_22.jpg  \n",
      "  inflating: /data/training/James_Hoffa_40.jpg  \n",
      "  inflating: /data/training/James_Hoffa_41.jpg  \n",
      "  inflating: /data/training/James_Hoffa_42.jpg  \n",
      "  inflating: /data/training/James_Hoffa_50.jpg  \n",
      "  inflating: /data/training/James_Hoffa_51.jpg  \n",
      "  inflating: /data/training/James_Hoffa_52.jpg  \n",
      "  inflating: /data/training/James_Lockhart_00.jpg  \n",
      "  inflating: /data/training/James_Lockhart_01.jpg  \n",
      "  inflating: /data/training/James_Lockhart_02.jpg  \n",
      "  inflating: /data/training/James_Lockhart_10.jpg  \n",
      "  inflating: /data/training/James_Lockhart_11.jpg  \n",
      "  inflating: /data/training/James_Lockhart_12.jpg  \n",
      "  inflating: /data/training/James_Lockhart_50.jpg  \n",
      "  inflating: /data/training/James_Lockhart_51.jpg  \n",
      "  inflating: /data/training/James_Lockhart_52.jpg  \n",
      "  inflating: /data/training/James_McPherson_00.jpg  \n",
      "  inflating: /data/training/James_McPherson_01.jpg  \n",
      "  inflating: /data/training/James_McPherson_02.jpg  \n",
      "  inflating: /data/training/James_McPherson_10.jpg  \n",
      "  inflating: /data/training/James_McPherson_11.jpg  \n",
      "  inflating: /data/training/James_McPherson_12.jpg  \n",
      "  inflating: /data/training/James_McPherson_20.jpg  \n",
      "  inflating: /data/training/James_McPherson_21.jpg  \n",
      "  inflating: /data/training/James_McPherson_22.jpg  \n",
      "  inflating: /data/training/James_Wolfensohn_00.jpg  \n",
      "  inflating: /data/training/James_Wolfensohn_01.jpg  \n",
      "  inflating: /data/training/James_Wolfensohn_02.jpg  \n",
      "  inflating: /data/training/James_Wolfensohn_20.jpg  \n",
      "  inflating: /data/training/James_Wolfensohn_21.jpg  \n",
      "  inflating: /data/training/James_Wolfensohn_22.jpg  \n",
      "  inflating: /data/training/James_Wolfensohn_30.jpg  \n",
      "  inflating: /data/training/James_Wolfensohn_31.jpg  \n",
      "  inflating: /data/training/James_Wolfensohn_32.jpg  \n",
      "  inflating: /data/training/James_Wolfensohn_50.jpg  \n",
      "  inflating: /data/training/James_Wolfensohn_51.jpg  \n",
      "  inflating: /data/training/James_Wolfensohn_52.jpg  \n",
      "  inflating: /data/training/Jan_Peter_Balkenende_00.jpg  \n",
      "  inflating: /data/training/Jan_Peter_Balkenende_01.jpg  \n",
      "  inflating: /data/training/Jan_Peter_Balkenende_02.jpg  \n",
      "  inflating: /data/training/Jan_Peter_Balkenende_10.jpg  \n",
      "  inflating: /data/training/Jan_Peter_Balkenende_11.jpg  \n",
      "  inflating: /data/training/Jan_Peter_Balkenende_12.jpg  \n",
      "  inflating: /data/training/Jan_Peter_Balkenende_30.jpg  \n",
      "  inflating: /data/training/Jan_Peter_Balkenende_31.jpg  \n",
      "  inflating: /data/training/Jan_Peter_Balkenende_32.jpg  \n",
      "  inflating: /data/training/Jan_Peter_Balkenende_50.jpg  \n",
      "  inflating: /data/training/Jan_Peter_Balkenende_51.jpg  \n",
      "  inflating: /data/training/Jan_Peter_Balkenende_52.jpg  \n",
      "  inflating: /data/training/Jane_Krakowski_00.jpg  \n",
      "  inflating: /data/training/Jane_Krakowski_01.jpg  \n",
      "  inflating: /data/training/Jane_Krakowski_02.jpg  \n",
      "  inflating: /data/training/Jane_Krakowski_10.jpg  \n",
      "  inflating: /data/training/Jane_Krakowski_11.jpg  \n",
      "  inflating: /data/training/Jane_Krakowski_12.jpg  \n",
      "  inflating: /data/training/Jane_Krakowski_40.jpg  \n",
      "  inflating: /data/training/Jane_Krakowski_41.jpg  \n",
      "  inflating: /data/training/Jane_Krakowski_42.jpg  \n",
      "  inflating: /data/training/Jane_Krakowski_50.jpg  \n",
      "  inflating: /data/training/Jane_Krakowski_51.jpg  \n",
      "  inflating: /data/training/Jane_Krakowski_52.jpg  \n",
      "  inflating: /data/training/Jane_Pauley_10.jpg  \n",
      "  inflating: /data/training/Jane_Pauley_11.jpg  \n",
      "  inflating: /data/training/Jane_Pauley_12.jpg  \n",
      "  inflating: /data/training/Jane_Pauley_30.jpg  \n",
      "  inflating: /data/training/Jane_Pauley_31.jpg  \n",
      "  inflating: /data/training/Jane_Pauley_32.jpg  \n",
      "  inflating: /data/training/Jane_Pauley_40.jpg  \n",
      "  inflating: /data/training/Jane_Pauley_41.jpg  \n",
      "  inflating: /data/training/Jane_Pauley_42.jpg  \n",
      "  inflating: /data/training/Jane_Rooney_00.jpg  \n",
      "  inflating: /data/training/Jane_Rooney_01.jpg  \n",
      "  inflating: /data/training/Jane_Rooney_02.jpg  \n",
      "  inflating: /data/training/Jane_Rooney_10.jpg  \n",
      "  inflating: /data/training/Jane_Rooney_11.jpg  \n",
      "  inflating: /data/training/Jane_Rooney_12.jpg  \n",
      "  inflating: /data/training/Jane_Rooney_20.jpg  \n",
      "  inflating: /data/training/Jane_Rooney_21.jpg  \n",
      "  inflating: /data/training/Jane_Rooney_22.jpg  \n",
      "  inflating: /data/training/Janis_Ruth_Coulter_00.jpg  \n",
      "  inflating: /data/training/Janis_Ruth_Coulter_01.jpg  \n",
      "  inflating: /data/training/Janis_Ruth_Coulter_02.jpg  \n",
      "  inflating: /data/training/Janis_Ruth_Coulter_20.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Janis_Ruth_Coulter_21.jpg  \n",
      "  inflating: /data/training/Janis_Ruth_Coulter_22.jpg  \n",
      "  inflating: /data/training/Janis_Ruth_Coulter_40.jpg  \n",
      "  inflating: /data/training/Janis_Ruth_Coulter_41.jpg  \n",
      "  inflating: /data/training/Janis_Ruth_Coulter_42.jpg  \n",
      "  inflating: /data/training/Janis_Ruth_Coulter_50.jpg  \n",
      "  inflating: /data/training/Janis_Ruth_Coulter_51.jpg  \n",
      "  inflating: /data/training/Janis_Ruth_Coulter_52.jpg  \n",
      "  inflating: /data/training/JK_Rowling_20.jpg  \n",
      "  inflating: /data/training/JK_Rowling_21.jpg  \n",
      "  inflating: /data/training/JK_Rowling_22.jpg  \n",
      "  inflating: /data/training/JK_Rowling_30.jpg  \n",
      "  inflating: /data/training/JK_Rowling_31.jpg  \n",
      "  inflating: /data/training/JK_Rowling_32.jpg  \n",
      "  inflating: /data/training/JK_Rowling_40.jpg  \n",
      "  inflating: /data/training/JK_Rowling_41.jpg  \n",
      "  inflating: /data/training/JK_Rowling_42.jpg  \n",
      "  inflating: /data/training/JK_Rowling_50.jpg  \n",
      "  inflating: /data/training/JK_Rowling_51.jpg  \n",
      "  inflating: /data/training/JK_Rowling_52.jpg  \n",
      "  inflating: /data/training/Kate_Capshaw_10.jpg  \n",
      "  inflating: /data/training/Kate_Capshaw_11.jpg  \n",
      "  inflating: /data/training/Kate_Capshaw_12.jpg  \n",
      "  inflating: /data/training/Kate_Capshaw_20.jpg  \n",
      "  inflating: /data/training/Kate_Capshaw_21.jpg  \n",
      "  inflating: /data/training/Kate_Capshaw_22.jpg  \n",
      "  inflating: /data/training/Kate_Capshaw_40.jpg  \n",
      "  inflating: /data/training/Kate_Capshaw_41.jpg  \n",
      "  inflating: /data/training/Kate_Capshaw_42.jpg  \n",
      "  inflating: /data/training/Kate_Winslet_00.jpg  \n",
      "  inflating: /data/training/Kate_Winslet_01.jpg  \n",
      "  inflating: /data/training/Kate_Winslet_02.jpg  \n",
      "  inflating: /data/training/Kate_Winslet_10.jpg  \n",
      "  inflating: /data/training/Kate_Winslet_11.jpg  \n",
      "  inflating: /data/training/Kate_Winslet_12.jpg  \n",
      "  inflating: /data/training/Kate_Winslet_50.jpg  \n",
      "  inflating: /data/training/Kate_Winslet_51.jpg  \n",
      "  inflating: /data/training/Kate_Winslet_52.jpg  \n",
      "  inflating: /data/training/Katharine_Hepburn_10.jpg  \n",
      "  inflating: /data/training/Katharine_Hepburn_11.jpg  \n",
      "  inflating: /data/training/Katharine_Hepburn_12.jpg  \n",
      "  inflating: /data/training/Katharine_Hepburn_30.jpg  \n",
      "  inflating: /data/training/Katharine_Hepburn_31.jpg  \n",
      "  inflating: /data/training/Katharine_Hepburn_32.jpg  \n",
      "  inflating: /data/training/Katharine_Hepburn_40.jpg  \n",
      "  inflating: /data/training/Katharine_Hepburn_41.jpg  \n",
      "  inflating: /data/training/Katharine_Hepburn_42.jpg  \n",
      "  inflating: /data/training/Kathryn_Morris_10.jpg  \n",
      "  inflating: /data/training/Kathryn_Morris_11.jpg  \n",
      "  inflating: /data/training/Kathryn_Morris_12.jpg  \n",
      "  inflating: /data/training/Kathryn_Morris_20.jpg  \n",
      "  inflating: /data/training/Kathryn_Morris_21.jpg  \n",
      "  inflating: /data/training/Kathryn_Morris_22.jpg  \n",
      "  inflating: /data/training/Kathryn_Morris_40.jpg  \n",
      "  inflating: /data/training/Kathryn_Morris_41.jpg  \n",
      "  inflating: /data/training/Kathryn_Morris_42.jpg  \n",
      "  inflating: /data/training/Kathryn_Morris_50.jpg  \n",
      "  inflating: /data/training/Kathryn_Morris_51.jpg  \n",
      "  inflating: /data/training/Kathryn_Morris_52.jpg  \n",
      "  inflating: /data/training/Katja_Riemann_00.jpg  \n",
      "  inflating: /data/training/Katja_Riemann_01.jpg  \n",
      "  inflating: /data/training/Katja_Riemann_02.jpg  \n",
      "  inflating: /data/training/Katja_Riemann_10.jpg  \n",
      "  inflating: /data/training/Katja_Riemann_11.jpg  \n",
      "  inflating: /data/training/Katja_Riemann_12.jpg  \n",
      "  inflating: /data/training/Katja_Riemann_20.jpg  \n",
      "  inflating: /data/training/Katja_Riemann_21.jpg  \n",
      "  inflating: /data/training/Katja_Riemann_22.jpg  \n",
      "  inflating: /data/training/Keith_Olbermann_00.jpg  \n",
      "  inflating: /data/training/Keith_Olbermann_01.jpg  \n",
      "  inflating: /data/training/Keith_Olbermann_02.jpg  \n",
      "  inflating: /data/training/Keith_Olbermann_10.jpg  \n",
      "  inflating: /data/training/Keith_Olbermann_11.jpg  \n",
      "  inflating: /data/training/Keith_Olbermann_12.jpg  \n",
      "  inflating: /data/training/Keith_Olbermann_20.jpg  \n",
      "  inflating: /data/training/Keith_Olbermann_21.jpg  \n",
      "  inflating: /data/training/Keith_Olbermann_22.jpg  \n",
      "  inflating: /data/training/Keith_Olbermann_50.jpg  \n",
      "  inflating: /data/training/Keith_Olbermann_51.jpg  \n",
      "  inflating: /data/training/Keith_Olbermann_52.jpg  \n",
      "  inflating: /data/training/Keith_Tyson_00.jpg  \n",
      "  inflating: /data/training/Keith_Tyson_01.jpg  \n",
      "  inflating: /data/training/Keith_Tyson_02.jpg  \n",
      "  inflating: /data/training/Keith_Tyson_10.jpg  \n",
      "  inflating: /data/training/Keith_Tyson_11.jpg  \n",
      "  inflating: /data/training/Keith_Tyson_12.jpg  \n",
      "  inflating: /data/training/Keith_Tyson_20.jpg  \n",
      "  inflating: /data/training/Keith_Tyson_21.jpg  \n",
      "  inflating: /data/training/Keith_Tyson_22.jpg  \n",
      "  inflating: /data/training/Kemal_Dervis_00.jpg  \n",
      "  inflating: /data/training/Kemal_Dervis_01.jpg  \n",
      "  inflating: /data/training/Kemal_Dervis_02.jpg  \n",
      "  inflating: /data/training/Kemal_Dervis_10.jpg  \n",
      "  inflating: /data/training/Kemal_Dervis_11.jpg  \n",
      "  inflating: /data/training/Kemal_Dervis_12.jpg  \n",
      "  inflating: /data/training/Kemal_Dervis_30.jpg  \n",
      "  inflating: /data/training/Kemal_Dervis_31.jpg  \n",
      "  inflating: /data/training/Kemal_Dervis_32.jpg  \n",
      "  inflating: /data/training/Kevin_Satterfield_00.jpg  \n",
      "  inflating: /data/training/Kevin_Satterfield_01.jpg  \n",
      "  inflating: /data/training/Kevin_Satterfield_02.jpg  \n",
      "  inflating: /data/training/Kevin_Satterfield_10.jpg  \n",
      "  inflating: /data/training/Kevin_Satterfield_11.jpg  \n",
      "  inflating: /data/training/Kevin_Satterfield_12.jpg  \n",
      "  inflating: /data/training/Kevin_Satterfield_20.jpg  \n",
      "  inflating: /data/training/Kevin_Satterfield_21.jpg  \n",
      "  inflating: /data/training/Kevin_Satterfield_22.jpg  \n",
      "  inflating: /data/training/Kieran_Culkin_00.jpg  \n",
      "  inflating: /data/training/Kieran_Culkin_01.jpg  \n",
      "  inflating: /data/training/Kieran_Culkin_02.jpg  \n",
      "  inflating: /data/training/Kieran_Culkin_10.jpg  \n",
      "  inflating: /data/training/Kieran_Culkin_11.jpg  \n",
      "  inflating: /data/training/Kieran_Culkin_12.jpg  \n",
      "  inflating: /data/training/Kieran_Culkin_20.jpg  \n",
      "  inflating: /data/training/Kieran_Culkin_21.jpg  \n",
      "  inflating: /data/training/Kieran_Culkin_22.jpg  \n",
      "  inflating: /data/training/Kirk_Ferentz_00.jpg  \n",
      "  inflating: /data/training/Kirk_Ferentz_01.jpg  \n",
      "  inflating: /data/training/Kirk_Ferentz_02.jpg  \n",
      "  inflating: /data/training/Kirk_Ferentz_20.jpg  \n",
      "  inflating: /data/training/Kirk_Ferentz_21.jpg  \n",
      "  inflating: /data/training/Kirk_Ferentz_22.jpg  \n",
      "  inflating: /data/training/Kirk_Ferentz_40.jpg  \n",
      "  inflating: /data/training/Kirk_Ferentz_41.jpg  \n",
      "  inflating: /data/training/Kirk_Ferentz_42.jpg  \n",
      "  inflating: /data/training/Kirk_Ferentz_50.jpg  \n",
      "  inflating: /data/training/Kirk_Ferentz_51.jpg  \n",
      "  inflating: /data/training/Kirk_Ferentz_52.jpg  \n",
      "  inflating: /data/training/Kirsten_Dunst_00.jpg  \n",
      "  inflating: /data/training/Kirsten_Dunst_01.jpg  \n",
      "  inflating: /data/training/Kirsten_Dunst_02.jpg  \n",
      "  inflating: /data/training/Kirsten_Dunst_20.jpg  \n",
      "  inflating: /data/training/Kirsten_Dunst_21.jpg  \n",
      "  inflating: /data/training/Kirsten_Dunst_22.jpg  \n",
      "  inflating: /data/training/Kirsten_Dunst_30.jpg  \n",
      "  inflating: /data/training/Kirsten_Dunst_31.jpg  \n",
      "  inflating: /data/training/Kirsten_Dunst_32.jpg  \n",
      "  inflating: /data/training/Kit_Bond_10.jpg  \n",
      "  inflating: /data/training/Kit_Bond_11.jpg  \n",
      "  inflating: /data/training/Kit_Bond_12.jpg  \n",
      "  inflating: /data/training/Kit_Bond_20.jpg  \n",
      "  inflating: /data/training/Kit_Bond_21.jpg  \n",
      "  inflating: /data/training/Kit_Bond_22.jpg  \n",
      "  inflating: /data/training/Kit_Bond_30.jpg  \n",
      "  inflating: /data/training/Kit_Bond_31.jpg  \n",
      "  inflating: /data/training/Kit_Bond_32.jpg  \n",
      "  inflating: /data/training/Kit_Bond_50.jpg  \n",
      "  inflating: /data/training/Kit_Bond_51.jpg  \n",
      "  inflating: /data/training/Kit_Bond_52.jpg  \n",
      "  inflating: /data/training/Kristen_Breitweiser_00.jpg  \n",
      "  inflating: /data/training/Kristen_Breitweiser_01.jpg  \n",
      "  inflating: /data/training/Kristen_Breitweiser_02.jpg  \n",
      "  inflating: /data/training/Kristen_Breitweiser_10.jpg  \n",
      "  inflating: /data/training/Kristen_Breitweiser_11.jpg  \n",
      "  inflating: /data/training/Kristen_Breitweiser_12.jpg  \n",
      "  inflating: /data/training/Kristen_Breitweiser_20.jpg  \n",
      "  inflating: /data/training/Kristen_Breitweiser_21.jpg  \n",
      "  inflating: /data/training/Kristen_Breitweiser_22.jpg  \n",
      "  inflating: /data/training/Kristen_Breitweiser_50.jpg  \n",
      "  inflating: /data/training/Kristen_Breitweiser_51.jpg  \n",
      "  inflating: /data/training/Kristen_Breitweiser_52.jpg  \n",
      "  inflating: /data/training/Kristin_Chenoweth_10.jpg  \n",
      "  inflating: /data/training/Kristin_Chenoweth_11.jpg  \n",
      "  inflating: /data/training/Kristin_Chenoweth_12.jpg  \n",
      "  inflating: /data/training/Kristin_Chenoweth_40.jpg  \n",
      "  inflating: /data/training/Kristin_Chenoweth_41.jpg  \n",
      "  inflating: /data/training/Kristin_Chenoweth_42.jpg  \n",
      "  inflating: /data/training/Kristin_Chenoweth_50.jpg  \n",
      "  inflating: /data/training/Kristin_Chenoweth_51.jpg  \n",
      "  inflating: /data/training/Kristin_Chenoweth_52.jpg  \n",
      "  inflating: /data/training/Kristin_Scott_10.jpg  \n",
      "  inflating: /data/training/Kristin_Scott_11.jpg  \n",
      "  inflating: /data/training/Kristin_Scott_12.jpg  \n",
      "  inflating: /data/training/Kristin_Scott_40.jpg  \n",
      "  inflating: /data/training/Kristin_Scott_41.jpg  \n",
      "  inflating: /data/training/Kristin_Scott_42.jpg  \n",
      "  inflating: /data/training/Kristin_Scott_50.jpg  \n",
      "  inflating: /data/training/Kristin_Scott_51.jpg  \n",
      "  inflating: /data/training/Kristin_Scott_52.jpg  \n",
      "  inflating: /data/training/Kristy_Curry_00.jpg  \n",
      "  inflating: /data/training/Kristy_Curry_01.jpg  \n",
      "  inflating: /data/training/Kristy_Curry_02.jpg  \n",
      "  inflating: /data/training/Kristy_Curry_20.jpg  \n",
      "  inflating: /data/training/Kristy_Curry_21.jpg  \n",
      "  inflating: /data/training/Kristy_Curry_22.jpg  \n",
      "  inflating: /data/training/Kristy_Curry_30.jpg  \n",
      "  inflating: /data/training/Kristy_Curry_31.jpg  \n",
      "  inflating: /data/training/Kristy_Curry_32.jpg  \n",
      "  inflating: /data/training/Kurt_Warner_00.jpg  \n",
      "  inflating: /data/training/Kurt_Warner_01.jpg  \n",
      "  inflating: /data/training/Kurt_Warner_02.jpg  \n",
      "  inflating: /data/training/Kurt_Warner_10.jpg  \n",
      "  inflating: /data/training/Kurt_Warner_11.jpg  \n",
      "  inflating: /data/training/Kurt_Warner_12.jpg  \n",
      "  inflating: /data/training/Kurt_Warner_40.jpg  \n",
      "  inflating: /data/training/Kurt_Warner_41.jpg  \n",
      "  inflating: /data/training/Kurt_Warner_42.jpg  \n",
      "  inflating: /data/training/Kweisi_Mfume_00.jpg  \n",
      "  inflating: /data/training/Kweisi_Mfume_01.jpg  \n",
      "  inflating: /data/training/Kweisi_Mfume_02.jpg  \n",
      "  inflating: /data/training/Kweisi_Mfume_10.jpg  \n",
      "  inflating: /data/training/Kweisi_Mfume_11.jpg  \n",
      "  inflating: /data/training/Kweisi_Mfume_12.jpg  \n",
      "  inflating: /data/training/Kweisi_Mfume_40.jpg  \n",
      "  inflating: /data/training/Kweisi_Mfume_41.jpg  \n",
      "  inflating: /data/training/Kweisi_Mfume_42.jpg  \n",
      "  inflating: /data/training/Kweisi_Mfume_50.jpg  \n",
      "  inflating: /data/training/Kweisi_Mfume_51.jpg  \n",
      "  inflating: /data/training/Kweisi_Mfume_52.jpg  \n",
      "  inflating: /data/training/Kyle_Shewfelt_00.jpg  \n",
      "  inflating: /data/training/Kyle_Shewfelt_01.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Kyle_Shewfelt_02.jpg  \n",
      "  inflating: /data/training/Kyle_Shewfelt_10.jpg  \n",
      "  inflating: /data/training/Kyle_Shewfelt_11.jpg  \n",
      "  inflating: /data/training/Kyle_Shewfelt_12.jpg  \n",
      "  inflating: /data/training/Kyle_Shewfelt_20.jpg  \n",
      "  inflating: /data/training/Kyle_Shewfelt_21.jpg  \n",
      "  inflating: /data/training/Kyle_Shewfelt_22.jpg  \n",
      "  inflating: /data/training/Kyle_Shewfelt_40.jpg  \n",
      "  inflating: /data/training/Kyle_Shewfelt_41.jpg  \n",
      "  inflating: /data/training/Kyle_Shewfelt_42.jpg  \n",
      "  inflating: /data/training/Larry_Flynt_00.jpg  \n",
      "  inflating: /data/training/Larry_Flynt_01.jpg  \n",
      "  inflating: /data/training/Larry_Flynt_02.jpg  \n",
      "  inflating: /data/training/Larry_Flynt_10.jpg  \n",
      "  inflating: /data/training/Larry_Flynt_11.jpg  \n",
      "  inflating: /data/training/Larry_Flynt_12.jpg  \n",
      "  inflating: /data/training/Larry_Flynt_20.jpg  \n",
      "  inflating: /data/training/Larry_Flynt_21.jpg  \n",
      "  inflating: /data/training/Larry_Flynt_22.jpg  \n",
      "  inflating: /data/training/Laura_Bozzo_00.jpg  \n",
      "  inflating: /data/training/Laura_Bozzo_01.jpg  \n",
      "  inflating: /data/training/Laura_Bozzo_02.jpg  \n",
      "  inflating: /data/training/Laura_Bozzo_10.jpg  \n",
      "  inflating: /data/training/Laura_Bozzo_11.jpg  \n",
      "  inflating: /data/training/Laura_Bozzo_12.jpg  \n",
      "  inflating: /data/training/Laura_Bozzo_40.jpg  \n",
      "  inflating: /data/training/Laura_Bozzo_41.jpg  \n",
      "  inflating: /data/training/Laura_Bozzo_42.jpg  \n",
      "  inflating: /data/training/Laura_Bush_10.jpg  \n",
      "  inflating: /data/training/Laura_Bush_11.jpg  \n",
      "  inflating: /data/training/Laura_Bush_12.jpg  \n",
      "  inflating: /data/training/Laura_Bush_20.jpg  \n",
      "  inflating: /data/training/Laura_Bush_21.jpg  \n",
      "  inflating: /data/training/Laura_Bush_22.jpg  \n",
      "  inflating: /data/training/Laura_Bush_40.jpg  \n",
      "  inflating: /data/training/Laura_Bush_41.jpg  \n",
      "  inflating: /data/training/Laura_Bush_42.jpg  \n",
      "  inflating: /data/training/Laura_Bush_50.jpg  \n",
      "  inflating: /data/training/Laura_Bush_51.jpg  \n",
      "  inflating: /data/training/Laura_Bush_52.jpg  \n",
      "  inflating: /data/training/Laura_Elena_Harring_00.jpg  \n",
      "  inflating: /data/training/Laura_Elena_Harring_01.jpg  \n",
      "  inflating: /data/training/Laura_Elena_Harring_02.jpg  \n",
      "  inflating: /data/training/Laura_Elena_Harring_20.jpg  \n",
      "  inflating: /data/training/Laura_Elena_Harring_21.jpg  \n",
      "  inflating: /data/training/Laura_Elena_Harring_22.jpg  \n",
      "  inflating: /data/training/Laura_Elena_Harring_40.jpg  \n",
      "  inflating: /data/training/Laura_Elena_Harring_41.jpg  \n",
      "  inflating: /data/training/Laura_Elena_Harring_42.jpg  \n",
      "  inflating: /data/training/Laura_Elena_Harring_50.jpg  \n",
      "  inflating: /data/training/Laura_Elena_Harring_51.jpg  \n",
      "  inflating: /data/training/Laura_Elena_Harring_52.jpg  \n",
      "  inflating: /data/training/Laurence_Fishburne_20.jpg  \n",
      "  inflating: /data/training/Laurence_Fishburne_21.jpg  \n",
      "  inflating: /data/training/Laurence_Fishburne_22.jpg  \n",
      "  inflating: /data/training/Laurence_Fishburne_40.jpg  \n",
      "  inflating: /data/training/Laurence_Fishburne_41.jpg  \n",
      "  inflating: /data/training/Laurence_Fishburne_42.jpg  \n",
      "  inflating: /data/training/Laurence_Fishburne_50.jpg  \n",
      "  inflating: /data/training/Laurence_Fishburne_51.jpg  \n",
      "  inflating: /data/training/Laurence_Fishburne_52.jpg  \n",
      "  inflating: /data/training/Lee_Baca_00.jpg  \n",
      "  inflating: /data/training/Lee_Baca_01.jpg  \n",
      "  inflating: /data/training/Lee_Baca_02.jpg  \n",
      "  inflating: /data/training/Lee_Baca_10.jpg  \n",
      "  inflating: /data/training/Lee_Baca_11.jpg  \n",
      "  inflating: /data/training/Lee_Baca_12.jpg  \n",
      "  inflating: /data/training/Lee_Baca_40.jpg  \n",
      "  inflating: /data/training/Lee_Baca_41.jpg  \n",
      "  inflating: /data/training/Lee_Baca_42.jpg  \n",
      "  inflating: /data/training/Lene_Espersen_10.jpg  \n",
      "  inflating: /data/training/Lene_Espersen_11.jpg  \n",
      "  inflating: /data/training/Lene_Espersen_12.jpg  \n",
      "  inflating: /data/training/Lene_Espersen_20.jpg  \n",
      "  inflating: /data/training/Lene_Espersen_21.jpg  \n",
      "  inflating: /data/training/Lene_Espersen_22.jpg  \n",
      "  inflating: /data/training/Lene_Espersen_40.jpg  \n",
      "  inflating: /data/training/Lene_Espersen_41.jpg  \n",
      "  inflating: /data/training/Lene_Espersen_42.jpg  \n",
      "  inflating: /data/training/Lesia_Burlak_00.jpg  \n",
      "  inflating: /data/training/Lesia_Burlak_01.jpg  \n",
      "  inflating: /data/training/Lesia_Burlak_02.jpg  \n",
      "  inflating: /data/training/Lesia_Burlak_20.jpg  \n",
      "  inflating: /data/training/Lesia_Burlak_21.jpg  \n",
      "  inflating: /data/training/Lesia_Burlak_22.jpg  \n",
      "  inflating: /data/training/Lesia_Burlak_30.jpg  \n",
      "  inflating: /data/training/Lesia_Burlak_31.jpg  \n",
      "  inflating: /data/training/Lesia_Burlak_32.jpg  \n",
      "  inflating: /data/training/Lester_Holt_00.jpg  \n",
      "  inflating: /data/training/Lester_Holt_01.jpg  \n",
      "  inflating: /data/training/Lester_Holt_02.jpg  \n",
      "  inflating: /data/training/Lester_Holt_30.jpg  \n",
      "  inflating: /data/training/Lester_Holt_31.jpg  \n",
      "  inflating: /data/training/Lester_Holt_32.jpg  \n",
      "  inflating: /data/training/Lester_Holt_40.jpg  \n",
      "  inflating: /data/training/Lester_Holt_41.jpg  \n",
      "  inflating: /data/training/Lester_Holt_42.jpg  \n",
      "  inflating: /data/training/Leszek_Miller_00.jpg  \n",
      "  inflating: /data/training/Leszek_Miller_01.jpg  \n",
      "  inflating: /data/training/Leszek_Miller_02.jpg  \n",
      "  inflating: /data/training/Leszek_Miller_10.jpg  \n",
      "  inflating: /data/training/Leszek_Miller_11.jpg  \n",
      "  inflating: /data/training/Leszek_Miller_12.jpg  \n",
      "  inflating: /data/training/Leszek_Miller_30.jpg  \n",
      "  inflating: /data/training/Leszek_Miller_31.jpg  \n",
      "  inflating: /data/training/Leszek_Miller_32.jpg  \n",
      "  inflating: /data/training/Leticia_Van_de_Putte_00.jpg  \n",
      "  inflating: /data/training/Leticia_Van_de_Putte_01.jpg  \n",
      "  inflating: /data/training/Leticia_Van_de_Putte_02.jpg  \n",
      "  inflating: /data/training/Leticia_Van_de_Putte_10.jpg  \n",
      "  inflating: /data/training/Leticia_Van_de_Putte_11.jpg  \n",
      "  inflating: /data/training/Leticia_Van_de_Putte_12.jpg  \n",
      "  inflating: /data/training/Leticia_Van_de_Putte_40.jpg  \n",
      "  inflating: /data/training/Leticia_Van_de_Putte_41.jpg  \n",
      "  inflating: /data/training/Leticia_Van_de_Putte_42.jpg  \n",
      "  inflating: /data/training/Leuris_Pupo_00.jpg  \n",
      "  inflating: /data/training/Leuris_Pupo_01.jpg  \n",
      "  inflating: /data/training/Leuris_Pupo_02.jpg  \n",
      "  inflating: /data/training/Leuris_Pupo_20.jpg  \n",
      "  inflating: /data/training/Leuris_Pupo_21.jpg  \n",
      "  inflating: /data/training/Leuris_Pupo_22.jpg  \n",
      "  inflating: /data/training/Leuris_Pupo_30.jpg  \n",
      "  inflating: /data/training/Leuris_Pupo_31.jpg  \n",
      "  inflating: /data/training/Leuris_Pupo_32.jpg  \n",
      "  inflating: /data/training/Leuris_Pupo_40.jpg  \n",
      "  inflating: /data/training/Leuris_Pupo_41.jpg  \n",
      "  inflating: /data/training/Leuris_Pupo_42.jpg  \n",
      "  inflating: /data/training/Li_Zhaoxing_00.jpg  \n",
      "  inflating: /data/training/Li_Zhaoxing_01.jpg  \n",
      "  inflating: /data/training/Li_Zhaoxing_02.jpg  \n",
      "  inflating: /data/training/Li_Zhaoxing_30.jpg  \n",
      "  inflating: /data/training/Li_Zhaoxing_31.jpg  \n",
      "  inflating: /data/training/Li_Zhaoxing_32.jpg  \n",
      "  inflating: /data/training/Li_Zhaoxing_40.jpg  \n",
      "  inflating: /data/training/Li_Zhaoxing_41.jpg  \n",
      "  inflating: /data/training/Li_Zhaoxing_42.jpg  \n",
      "  inflating: /data/training/Lincoln_Chafee_20.jpg  \n",
      "  inflating: /data/training/Lincoln_Chafee_21.jpg  \n",
      "  inflating: /data/training/Lincoln_Chafee_22.jpg  \n",
      "  inflating: /data/training/Lincoln_Chafee_30.jpg  \n",
      "  inflating: /data/training/Lincoln_Chafee_31.jpg  \n",
      "  inflating: /data/training/Lincoln_Chafee_32.jpg  \n",
      "  inflating: /data/training/Lincoln_Chafee_50.jpg  \n",
      "  inflating: /data/training/Lincoln_Chafee_51.jpg  \n",
      "  inflating: /data/training/Lincoln_Chafee_52.jpg  \n",
      "  inflating: /data/training/Linda_Dano_00.jpg  \n",
      "  inflating: /data/training/Linda_Dano_01.jpg  \n",
      "  inflating: /data/training/Linda_Dano_02.jpg  \n",
      "  inflating: /data/training/Linda_Dano_20.jpg  \n",
      "  inflating: /data/training/Linda_Dano_21.jpg  \n",
      "  inflating: /data/training/Linda_Dano_22.jpg  \n",
      "  inflating: /data/training/Linda_Dano_30.jpg  \n",
      "  inflating: /data/training/Linda_Dano_31.jpg  \n",
      "  inflating: /data/training/Linda_Dano_32.jpg  \n",
      "  inflating: /data/training/Linda_Dano_50.jpg  \n",
      "  inflating: /data/training/Linda_Dano_51.jpg  \n",
      "  inflating: /data/training/Linda_Dano_52.jpg  \n",
      "  inflating: /data/training/Linda_Franklin_00.jpg  \n",
      "  inflating: /data/training/Linda_Franklin_01.jpg  \n",
      "  inflating: /data/training/Linda_Franklin_02.jpg  \n",
      "  inflating: /data/training/Linda_Franklin_10.jpg  \n",
      "  inflating: /data/training/Linda_Franklin_11.jpg  \n",
      "  inflating: /data/training/Linda_Franklin_12.jpg  \n",
      "  inflating: /data/training/Linda_Franklin_20.jpg  \n",
      "  inflating: /data/training/Linda_Franklin_21.jpg  \n",
      "  inflating: /data/training/Linda_Franklin_22.jpg  \n",
      "  inflating: /data/training/Linda_Franklin_40.jpg  \n",
      "  inflating: /data/training/Linda_Franklin_41.jpg  \n",
      "  inflating: /data/training/Linda_Franklin_42.jpg  \n",
      "  inflating: /data/training/Linda_Sanchez_00.jpg  \n",
      "  inflating: /data/training/Linda_Sanchez_01.jpg  \n",
      "  inflating: /data/training/Linda_Sanchez_02.jpg  \n",
      "  inflating: /data/training/Linda_Sanchez_10.jpg  \n",
      "  inflating: /data/training/Linda_Sanchez_11.jpg  \n",
      "  inflating: /data/training/Linda_Sanchez_12.jpg  \n",
      "  inflating: /data/training/Linda_Sanchez_20.jpg  \n",
      "  inflating: /data/training/Linda_Sanchez_21.jpg  \n",
      "  inflating: /data/training/Linda_Sanchez_22.jpg  \n",
      "  inflating: /data/training/Linda_Sanchez_40.jpg  \n",
      "  inflating: /data/training/Linda_Sanchez_41.jpg  \n",
      "  inflating: /data/training/Linda_Sanchez_42.jpg  \n",
      "  inflating: /data/training/Lindsey_Graham_00.jpg  \n",
      "  inflating: /data/training/Lindsey_Graham_01.jpg  \n",
      "  inflating: /data/training/Lindsey_Graham_02.jpg  \n",
      "  inflating: /data/training/Lindsey_Graham_10.jpg  \n",
      "  inflating: /data/training/Lindsey_Graham_11.jpg  \n",
      "  inflating: /data/training/Lindsey_Graham_12.jpg  \n",
      "  inflating: /data/training/Lindsey_Graham_20.jpg  \n",
      "  inflating: /data/training/Lindsey_Graham_21.jpg  \n",
      "  inflating: /data/training/Lindsey_Graham_22.jpg  \n",
      "  inflating: /data/training/Lindsey_Graham_30.jpg  \n",
      "  inflating: /data/training/Lindsey_Graham_31.jpg  \n",
      "  inflating: /data/training/Lindsey_Graham_32.jpg  \n",
      "  inflating: /data/training/Lino_Oviedo_00.jpg  \n",
      "  inflating: /data/training/Lino_Oviedo_01.jpg  \n",
      "  inflating: /data/training/Lino_Oviedo_02.jpg  \n",
      "  inflating: /data/training/Lino_Oviedo_30.jpg  \n",
      "  inflating: /data/training/Lino_Oviedo_31.jpg  \n",
      "  inflating: /data/training/Lino_Oviedo_32.jpg  \n",
      "  inflating: /data/training/Lino_Oviedo_50.jpg  \n",
      "  inflating: /data/training/Lino_Oviedo_51.jpg  \n",
      "  inflating: /data/training/Lino_Oviedo_52.jpg  \n",
      "  inflating: /data/training/Lisa_Ling_00.jpg  \n",
      "  inflating: /data/training/Lisa_Ling_01.jpg  \n",
      "  inflating: /data/training/Lisa_Ling_02.jpg  \n",
      "  inflating: /data/training/Lisa_Ling_10.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Lisa_Ling_11.jpg  \n",
      "  inflating: /data/training/Lisa_Ling_12.jpg  \n",
      "  inflating: /data/training/Lisa_Ling_20.jpg  \n",
      "  inflating: /data/training/Lisa_Ling_21.jpg  \n",
      "  inflating: /data/training/Lisa_Ling_22.jpg  \n",
      "  inflating: /data/training/Liu_Ye_00.jpg  \n",
      "  inflating: /data/training/Liu_Ye_01.jpg  \n",
      "  inflating: /data/training/Liu_Ye_02.jpg  \n",
      "  inflating: /data/training/Liu_Ye_10.jpg  \n",
      "  inflating: /data/training/Liu_Ye_11.jpg  \n",
      "  inflating: /data/training/Liu_Ye_12.jpg  \n",
      "  inflating: /data/training/Liu_Ye_20.jpg  \n",
      "  inflating: /data/training/Liu_Ye_21.jpg  \n",
      "  inflating: /data/training/Liu_Ye_22.jpg  \n",
      "  inflating: /data/training/Liu_Ye_50.jpg  \n",
      "  inflating: /data/training/Liu_Ye_51.jpg  \n",
      "  inflating: /data/training/Liu_Ye_52.jpg  \n",
      "  inflating: /data/training/Loretta_Lynn_Harper_00.jpg  \n",
      "  inflating: /data/training/Loretta_Lynn_Harper_01.jpg  \n",
      "  inflating: /data/training/Loretta_Lynn_Harper_02.jpg  \n",
      "  inflating: /data/training/Loretta_Lynn_Harper_30.jpg  \n",
      "  inflating: /data/training/Loretta_Lynn_Harper_31.jpg  \n",
      "  inflating: /data/training/Loretta_Lynn_Harper_32.jpg  \n",
      "  inflating: /data/training/Loretta_Lynn_Harper_40.jpg  \n",
      "  inflating: /data/training/Loretta_Lynn_Harper_41.jpg  \n",
      "  inflating: /data/training/Loretta_Lynn_Harper_42.jpg  \n",
      "  inflating: /data/training/Loretta_Lynn_Harper_50.jpg  \n",
      "  inflating: /data/training/Loretta_Lynn_Harper_51.jpg  \n",
      "  inflating: /data/training/Loretta_Lynn_Harper_52.jpg  \n",
      "  inflating: /data/training/Louis_Van_Gaal_00.jpg  \n",
      "  inflating: /data/training/Louis_Van_Gaal_01.jpg  \n",
      "  inflating: /data/training/Louis_Van_Gaal_02.jpg  \n",
      "  inflating: /data/training/Louis_Van_Gaal_10.jpg  \n",
      "  inflating: /data/training/Louis_Van_Gaal_11.jpg  \n",
      "  inflating: /data/training/Louis_Van_Gaal_12.jpg  \n",
      "  inflating: /data/training/Louis_Van_Gaal_40.jpg  \n",
      "  inflating: /data/training/Louis_Van_Gaal_41.jpg  \n",
      "  inflating: /data/training/Louis_Van_Gaal_42.jpg  \n",
      "  inflating: /data/training/Louisa_Baileche_00.jpg  \n",
      "  inflating: /data/training/Louisa_Baileche_01.jpg  \n",
      "  inflating: /data/training/Louisa_Baileche_02.jpg  \n",
      "  inflating: /data/training/Louisa_Baileche_10.jpg  \n",
      "  inflating: /data/training/Louisa_Baileche_11.jpg  \n",
      "  inflating: /data/training/Louisa_Baileche_12.jpg  \n",
      "  inflating: /data/training/Louisa_Baileche_20.jpg  \n",
      "  inflating: /data/training/Louisa_Baileche_21.jpg  \n",
      "  inflating: /data/training/Louisa_Baileche_22.jpg  \n",
      "  inflating: /data/training/Luc_Montagnier_20.jpg  \n",
      "  inflating: /data/training/Luc_Montagnier_21.jpg  \n",
      "  inflating: /data/training/Luc_Montagnier_22.jpg  \n",
      "  inflating: /data/training/Luc_Montagnier_40.jpg  \n",
      "  inflating: /data/training/Luc_Montagnier_41.jpg  \n",
      "  inflating: /data/training/Luc_Montagnier_42.jpg  \n",
      "  inflating: /data/training/Luc_Montagnier_50.jpg  \n",
      "  inflating: /data/training/Luc_Montagnier_51.jpg  \n",
      "  inflating: /data/training/Luc_Montagnier_52.jpg  \n",
      "  inflating: /data/training/Lucia_Kenny_Anthony_00.jpg  \n",
      "  inflating: /data/training/Lucia_Kenny_Anthony_01.jpg  \n",
      "  inflating: /data/training/Lucia_Kenny_Anthony_02.jpg  \n",
      "  inflating: /data/training/Lucia_Kenny_Anthony_10.jpg  \n",
      "  inflating: /data/training/Lucia_Kenny_Anthony_11.jpg  \n",
      "  inflating: /data/training/Lucia_Kenny_Anthony_12.jpg  \n",
      "  inflating: /data/training/Lucia_Kenny_Anthony_40.jpg  \n",
      "  inflating: /data/training/Lucia_Kenny_Anthony_41.jpg  \n",
      "  inflating: /data/training/Lucia_Kenny_Anthony_42.jpg  \n",
      "  inflating: /data/training/Lucia_Kenny_Anthony_50.jpg  \n",
      "  inflating: /data/training/Lucia_Kenny_Anthony_51.jpg  \n",
      "  inflating: /data/training/Lucia_Kenny_Anthony_52.jpg  \n",
      "  inflating: /data/training/Lucio_Stanca_00.jpg  \n",
      "  inflating: /data/training/Lucio_Stanca_01.jpg  \n",
      "  inflating: /data/training/Lucio_Stanca_02.jpg  \n",
      "  inflating: /data/training/Lucio_Stanca_20.jpg  \n",
      "  inflating: /data/training/Lucio_Stanca_21.jpg  \n",
      "  inflating: /data/training/Lucio_Stanca_22.jpg  \n",
      "  inflating: /data/training/Lucio_Stanca_30.jpg  \n",
      "  inflating: /data/training/Lucio_Stanca_31.jpg  \n",
      "  inflating: /data/training/Lucio_Stanca_32.jpg  \n",
      "  inflating: /data/training/Lucio_Stanca_40.jpg  \n",
      "  inflating: /data/training/Lucio_Stanca_41.jpg  \n",
      "  inflating: /data/training/Lucio_Stanca_42.jpg  \n",
      "  inflating: /data/training/Luis_Ernesto_Derbez_Bautista_00.jpg  \n",
      "  inflating: /data/training/Luis_Ernesto_Derbez_Bautista_01.jpg  \n",
      "  inflating: /data/training/Luis_Ernesto_Derbez_Bautista_02.jpg  \n",
      "  inflating: /data/training/Luis_Ernesto_Derbez_Bautista_10.jpg  \n",
      "  inflating: /data/training/Luis_Ernesto_Derbez_Bautista_11.jpg  \n",
      "  inflating: /data/training/Luis_Ernesto_Derbez_Bautista_12.jpg  \n",
      "  inflating: /data/training/Luis_Ernesto_Derbez_Bautista_50.jpg  \n",
      "  inflating: /data/training/Luis_Ernesto_Derbez_Bautista_51.jpg  \n",
      "  inflating: /data/training/Luis_Ernesto_Derbez_Bautista_52.jpg  \n",
      "  inflating: /data/training/Luis_Fonsi_20.jpg  \n",
      "  inflating: /data/training/Luis_Fonsi_21.jpg  \n",
      "  inflating: /data/training/Luis_Fonsi_22.jpg  \n",
      "  inflating: /data/training/Luis_Fonsi_40.jpg  \n",
      "  inflating: /data/training/Luis_Fonsi_41.jpg  \n",
      "  inflating: /data/training/Luis_Fonsi_42.jpg  \n",
      "  inflating: /data/training/Luis_Fonsi_50.jpg  \n",
      "  inflating: /data/training/Luis_Fonsi_51.jpg  \n",
      "  inflating: /data/training/Luis_Fonsi_52.jpg  \n",
      "  inflating: /data/training/Lyle_Lovett_20.jpg  \n",
      "  inflating: /data/training/Lyle_Lovett_21.jpg  \n",
      "  inflating: /data/training/Lyle_Lovett_22.jpg  \n",
      "  inflating: /data/training/Lyle_Lovett_40.jpg  \n",
      "  inflating: /data/training/Lyle_Lovett_41.jpg  \n",
      "  inflating: /data/training/Lyle_Lovett_42.jpg  \n",
      "  inflating: /data/training/Lyle_Lovett_50.jpg  \n",
      "  inflating: /data/training/Lyle_Lovett_51.jpg  \n",
      "  inflating: /data/training/Lyle_Lovett_52.jpg  \n",
      "  inflating: /data/training/Mack_Brown_00.jpg  \n",
      "  inflating: /data/training/Mack_Brown_01.jpg  \n",
      "  inflating: /data/training/Mack_Brown_02.jpg  \n",
      "  inflating: /data/training/Mack_Brown_40.jpg  \n",
      "  inflating: /data/training/Mack_Brown_41.jpg  \n",
      "  inflating: /data/training/Mack_Brown_42.jpg  \n",
      "  inflating: /data/training/Mack_Brown_50.jpg  \n",
      "  inflating: /data/training/Mack_Brown_51.jpg  \n",
      "  inflating: /data/training/Mack_Brown_52.jpg  \n",
      "  inflating: /data/training/Maggie_Cheung_00.jpg  \n",
      "  inflating: /data/training/Maggie_Cheung_01.jpg  \n",
      "  inflating: /data/training/Maggie_Cheung_02.jpg  \n",
      "  inflating: /data/training/Maggie_Cheung_30.jpg  \n",
      "  inflating: /data/training/Maggie_Cheung_31.jpg  \n",
      "  inflating: /data/training/Maggie_Cheung_32.jpg  \n",
      "  inflating: /data/training/Maggie_Cheung_50.jpg  \n",
      "  inflating: /data/training/Maggie_Cheung_51.jpg  \n",
      "  inflating: /data/training/Maggie_Cheung_52.jpg  \n",
      "  inflating: /data/training/Maggie_Smith_00.jpg  \n",
      "  inflating: /data/training/Maggie_Smith_01.jpg  \n",
      "  inflating: /data/training/Maggie_Smith_02.jpg  \n",
      "  inflating: /data/training/Maggie_Smith_30.jpg  \n",
      "  inflating: /data/training/Maggie_Smith_31.jpg  \n",
      "  inflating: /data/training/Maggie_Smith_32.jpg  \n",
      "  inflating: /data/training/Maggie_Smith_40.jpg  \n",
      "  inflating: /data/training/Maggie_Smith_41.jpg  \n",
      "  inflating: /data/training/Maggie_Smith_42.jpg  \n",
      "  inflating: /data/training/Mahathir_Mohamad_00.jpg  \n",
      "  inflating: /data/training/Mahathir_Mohamad_01.jpg  \n",
      "  inflating: /data/training/Mahathir_Mohamad_02.jpg  \n",
      "  inflating: /data/training/Mahathir_Mohamad_10.jpg  \n",
      "  inflating: /data/training/Mahathir_Mohamad_11.jpg  \n",
      "  inflating: /data/training/Mahathir_Mohamad_12.jpg  \n",
      "  inflating: /data/training/Mahathir_Mohamad_20.jpg  \n",
      "  inflating: /data/training/Mahathir_Mohamad_21.jpg  \n",
      "  inflating: /data/training/Mahathir_Mohamad_22.jpg  \n",
      "  inflating: /data/training/Mahathir_Mohamad_30.jpg  \n",
      "  inflating: /data/training/Mahathir_Mohamad_31.jpg  \n",
      "  inflating: /data/training/Mahathir_Mohamad_32.jpg  \n",
      "  inflating: /data/training/Malcolm_Jamal_Warner_00.jpg  \n",
      "  inflating: /data/training/Malcolm_Jamal_Warner_01.jpg  \n",
      "  inflating: /data/training/Malcolm_Jamal_Warner_02.jpg  \n",
      "  inflating: /data/training/Malcolm_Jamal_Warner_10.jpg  \n",
      "  inflating: /data/training/Malcolm_Jamal_Warner_11.jpg  \n",
      "  inflating: /data/training/Malcolm_Jamal_Warner_12.jpg  \n",
      "  inflating: /data/training/Malcolm_Jamal_Warner_20.jpg  \n",
      "  inflating: /data/training/Malcolm_Jamal_Warner_21.jpg  \n",
      "  inflating: /data/training/Malcolm_Jamal_Warner_22.jpg  \n",
      "  inflating: /data/training/Manuel_Pellegrini_10.jpg  \n",
      "  inflating: /data/training/Manuel_Pellegrini_11.jpg  \n",
      "  inflating: /data/training/Manuel_Pellegrini_12.jpg  \n",
      "  inflating: /data/training/Manuel_Pellegrini_20.jpg  \n",
      "  inflating: /data/training/Manuel_Pellegrini_21.jpg  \n",
      "  inflating: /data/training/Manuel_Pellegrini_22.jpg  \n",
      "  inflating: /data/training/Manuel_Pellegrini_30.jpg  \n",
      "  inflating: /data/training/Manuel_Pellegrini_31.jpg  \n",
      "  inflating: /data/training/Manuel_Pellegrini_32.jpg  \n",
      "  inflating: /data/training/Marc_Anthony_10.jpg  \n",
      "  inflating: /data/training/Marc_Anthony_11.jpg  \n",
      "  inflating: /data/training/Marc_Anthony_12.jpg  \n",
      "  inflating: /data/training/Marc_Anthony_20.jpg  \n",
      "  inflating: /data/training/Marc_Anthony_21.jpg  \n",
      "  inflating: /data/training/Marc_Anthony_22.jpg  \n",
      "  inflating: /data/training/Marc_Anthony_50.jpg  \n",
      "  inflating: /data/training/Marc_Anthony_51.jpg  \n",
      "  inflating: /data/training/Marc_Anthony_52.jpg  \n",
      "  inflating: /data/training/Marc_Racicot_00.jpg  \n",
      "  inflating: /data/training/Marc_Racicot_01.jpg  \n",
      "  inflating: /data/training/Marc_Racicot_02.jpg  \n",
      "  inflating: /data/training/Marc_Racicot_20.jpg  \n",
      "  inflating: /data/training/Marc_Racicot_21.jpg  \n",
      "  inflating: /data/training/Marc_Racicot_22.jpg  \n",
      "  inflating: /data/training/Marc_Racicot_40.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Marc_Racicot_41.jpg  \n",
      "  inflating: /data/training/Marc_Racicot_42.jpg  \n",
      "  inflating: /data/training/Marc_Racicot_50.jpg  \n",
      "  inflating: /data/training/Marc_Racicot_51.jpg  \n",
      "  inflating: /data/training/Marc_Racicot_52.jpg  \n",
      "  inflating: /data/training/Marc_Shaiman_10.jpg  \n",
      "  inflating: /data/training/Marc_Shaiman_11.jpg  \n",
      "  inflating: /data/training/Marc_Shaiman_12.jpg  \n",
      "  inflating: /data/training/Marc_Shaiman_20.jpg  \n",
      "  inflating: /data/training/Marc_Shaiman_21.jpg  \n",
      "  inflating: /data/training/Marc_Shaiman_22.jpg  \n",
      "  inflating: /data/training/Marc_Shaiman_30.jpg  \n",
      "  inflating: /data/training/Marc_Shaiman_31.jpg  \n",
      "  inflating: /data/training/Marc_Shaiman_32.jpg  \n",
      "  inflating: /data/training/Margaret_Thatcher_10.jpg  \n",
      "  inflating: /data/training/Margaret_Thatcher_11.jpg  \n",
      "  inflating: /data/training/Margaret_Thatcher_12.jpg  \n",
      "  inflating: /data/training/Margaret_Thatcher_30.jpg  \n",
      "  inflating: /data/training/Margaret_Thatcher_31.jpg  \n",
      "  inflating: /data/training/Margaret_Thatcher_32.jpg  \n",
      "  inflating: /data/training/Margaret_Thatcher_40.jpg  \n",
      "  inflating: /data/training/Margaret_Thatcher_41.jpg  \n",
      "  inflating: /data/training/Margaret_Thatcher_42.jpg  \n",
      "  inflating: /data/training/Margaret_Thatcher_50.jpg  \n",
      "  inflating: /data/training/Margaret_Thatcher_51.jpg  \n",
      "  inflating: /data/training/Margaret_Thatcher_52.jpg  \n",
      "  inflating: /data/training/Maria_Soledad_Alvear_Valenzuela_10.jpg  \n",
      "  inflating: /data/training/Maria_Soledad_Alvear_Valenzuela_11.jpg  \n",
      "  inflating: /data/training/Maria_Soledad_Alvear_Valenzuela_12.jpg  \n",
      "  inflating: /data/training/Maria_Soledad_Alvear_Valenzuela_30.jpg  \n",
      "  inflating: /data/training/Maria_Soledad_Alvear_Valenzuela_31.jpg  \n",
      "  inflating: /data/training/Maria_Soledad_Alvear_Valenzuela_32.jpg  \n",
      "  inflating: /data/training/Maria_Soledad_Alvear_Valenzuela_40.jpg  \n",
      "  inflating: /data/training/Maria_Soledad_Alvear_Valenzuela_41.jpg  \n",
      "  inflating: /data/training/Maria_Soledad_Alvear_Valenzuela_42.jpg  \n",
      "  inflating: /data/training/Mariana_Ohata_00.jpg  \n",
      "  inflating: /data/training/Mariana_Ohata_01.jpg  \n",
      "  inflating: /data/training/Mariana_Ohata_02.jpg  \n",
      "  inflating: /data/training/Mariana_Ohata_20.jpg  \n",
      "  inflating: /data/training/Mariana_Ohata_21.jpg  \n",
      "  inflating: /data/training/Mariana_Ohata_22.jpg  \n",
      "  inflating: /data/training/Mariana_Ohata_30.jpg  \n",
      "  inflating: /data/training/Mariana_Ohata_31.jpg  \n",
      "  inflating: /data/training/Mariana_Ohata_32.jpg  \n",
      "  inflating: /data/training/Marieta_Chrousala_00.jpg  \n",
      "  inflating: /data/training/Marieta_Chrousala_01.jpg  \n",
      "  inflating: /data/training/Marieta_Chrousala_02.jpg  \n",
      "  inflating: /data/training/Marieta_Chrousala_10.jpg  \n",
      "  inflating: /data/training/Marieta_Chrousala_11.jpg  \n",
      "  inflating: /data/training/Marieta_Chrousala_12.jpg  \n",
      "  inflating: /data/training/Marieta_Chrousala_40.jpg  \n",
      "  inflating: /data/training/Marieta_Chrousala_41.jpg  \n",
      "  inflating: /data/training/Marieta_Chrousala_42.jpg  \n",
      "  inflating: /data/training/Marina_Silva_10.jpg  \n",
      "  inflating: /data/training/Marina_Silva_11.jpg  \n",
      "  inflating: /data/training/Marina_Silva_12.jpg  \n",
      "  inflating: /data/training/Marina_Silva_20.jpg  \n",
      "  inflating: /data/training/Marina_Silva_21.jpg  \n",
      "  inflating: /data/training/Marina_Silva_22.jpg  \n",
      "  inflating: /data/training/Marina_Silva_40.jpg  \n",
      "  inflating: /data/training/Marina_Silva_41.jpg  \n",
      "  inflating: /data/training/Marina_Silva_42.jpg  \n",
      "  inflating: /data/training/Marina_Silva_50.jpg  \n",
      "  inflating: /data/training/Marina_Silva_51.jpg  \n",
      "  inflating: /data/training/Marina_Silva_52.jpg  \n",
      "  inflating: /data/training/Mario_Kreutzberger_20.jpg  \n",
      "  inflating: /data/training/Mario_Kreutzberger_21.jpg  \n",
      "  inflating: /data/training/Mario_Kreutzberger_22.jpg  \n",
      "  inflating: /data/training/Mario_Kreutzberger_30.jpg  \n",
      "  inflating: /data/training/Mario_Kreutzberger_31.jpg  \n",
      "  inflating: /data/training/Mario_Kreutzberger_32.jpg  \n",
      "  inflating: /data/training/Mario_Kreutzberger_40.jpg  \n",
      "  inflating: /data/training/Mario_Kreutzberger_41.jpg  \n",
      "  inflating: /data/training/Mario_Kreutzberger_42.jpg  \n",
      "  inflating: /data/training/Marisa_Tomei_10.jpg  \n",
      "  inflating: /data/training/Marisa_Tomei_11.jpg  \n",
      "  inflating: /data/training/Marisa_Tomei_12.jpg  \n",
      "  inflating: /data/training/Marisa_Tomei_20.jpg  \n",
      "  inflating: /data/training/Marisa_Tomei_21.jpg  \n",
      "  inflating: /data/training/Marisa_Tomei_22.jpg  \n",
      "  inflating: /data/training/Marisa_Tomei_40.jpg  \n",
      "  inflating: /data/training/Marisa_Tomei_41.jpg  \n",
      "  inflating: /data/training/Marisa_Tomei_42.jpg  \n",
      "  inflating: /data/training/Marissa_Jaret_Winokur_00.jpg  \n",
      "  inflating: /data/training/Marissa_Jaret_Winokur_01.jpg  \n",
      "  inflating: /data/training/Marissa_Jaret_Winokur_02.jpg  \n",
      "  inflating: /data/training/Marissa_Jaret_Winokur_30.jpg  \n",
      "  inflating: /data/training/Marissa_Jaret_Winokur_31.jpg  \n",
      "  inflating: /data/training/Marissa_Jaret_Winokur_32.jpg  \n",
      "  inflating: /data/training/Marissa_Jaret_Winokur_40.jpg  \n",
      "  inflating: /data/training/Marissa_Jaret_Winokur_41.jpg  \n",
      "  inflating: /data/training/Marissa_Jaret_Winokur_42.jpg  \n",
      "  inflating: /data/training/Mark_Foley_10.jpg  \n",
      "  inflating: /data/training/Mark_Foley_11.jpg  \n",
      "  inflating: /data/training/Mark_Foley_12.jpg  \n",
      "  inflating: /data/training/Mark_Foley_40.jpg  \n",
      "  inflating: /data/training/Mark_Foley_41.jpg  \n",
      "  inflating: /data/training/Mark_Foley_42.jpg  \n",
      "  inflating: /data/training/Mark_Foley_50.jpg  \n",
      "  inflating: /data/training/Mark_Foley_51.jpg  \n",
      "  inflating: /data/training/Mark_Foley_52.jpg  \n",
      "  inflating: /data/training/Mark_Leno_10.jpg  \n",
      "  inflating: /data/training/Mark_Leno_11.jpg  \n",
      "  inflating: /data/training/Mark_Leno_12.jpg  \n",
      "  inflating: /data/training/Mark_Leno_20.jpg  \n",
      "  inflating: /data/training/Mark_Leno_21.jpg  \n",
      "  inflating: /data/training/Mark_Leno_22.jpg  \n",
      "  inflating: /data/training/Mark_Leno_30.jpg  \n",
      "  inflating: /data/training/Mark_Leno_31.jpg  \n",
      "  inflating: /data/training/Mark_Leno_32.jpg  \n",
      "  inflating: /data/training/Martin_Luther_King_III_00.jpg  \n",
      "  inflating: /data/training/Martin_Luther_King_III_01.jpg  \n",
      "  inflating: /data/training/Martin_Luther_King_III_02.jpg  \n",
      "  inflating: /data/training/Martin_Luther_King_III_30.jpg  \n",
      "  inflating: /data/training/Martin_Luther_King_III_31.jpg  \n",
      "  inflating: /data/training/Martin_Luther_King_III_32.jpg  \n",
      "  inflating: /data/training/Martin_Luther_King_III_50.jpg  \n",
      "  inflating: /data/training/Martin_Luther_King_III_51.jpg  \n",
      "  inflating: /data/training/Martin_Luther_King_III_52.jpg  \n",
      "  inflating: /data/training/Martin_Sheen_00.jpg  \n",
      "  inflating: /data/training/Martin_Sheen_01.jpg  \n",
      "  inflating: /data/training/Martin_Sheen_02.jpg  \n",
      "  inflating: /data/training/Martin_Sheen_30.jpg  \n",
      "  inflating: /data/training/Martin_Sheen_31.jpg  \n",
      "  inflating: /data/training/Martin_Sheen_32.jpg  \n",
      "  inflating: /data/training/Martin_Sheen_40.jpg  \n",
      "  inflating: /data/training/Martin_Sheen_41.jpg  \n",
      "  inflating: /data/training/Martin_Sheen_42.jpg  \n",
      "  inflating: /data/training/Martin_Sheen_50.jpg  \n",
      "  inflating: /data/training/Martin_Sheen_51.jpg  \n",
      "  inflating: /data/training/Martin_Sheen_52.jpg  \n",
      "  inflating: /data/training/Mary_Landrieu_00.jpg  \n",
      "  inflating: /data/training/Mary_Landrieu_01.jpg  \n",
      "  inflating: /data/training/Mary_Landrieu_02.jpg  \n",
      "  inflating: /data/training/Mary_Landrieu_20.jpg  \n",
      "  inflating: /data/training/Mary_Landrieu_21.jpg  \n",
      "  inflating: /data/training/Mary_Landrieu_22.jpg  \n",
      "  inflating: /data/training/Mary_Landrieu_30.jpg  \n",
      "  inflating: /data/training/Mary_Landrieu_31.jpg  \n",
      "  inflating: /data/training/Mary_Landrieu_32.jpg  \n",
      "  inflating: /data/training/Mary_Robinson_10.jpg  \n",
      "  inflating: /data/training/Mary_Robinson_11.jpg  \n",
      "  inflating: /data/training/Mary_Robinson_12.jpg  \n",
      "  inflating: /data/training/Mary_Robinson_20.jpg  \n",
      "  inflating: /data/training/Mary_Robinson_21.jpg  \n",
      "  inflating: /data/training/Mary_Robinson_22.jpg  \n",
      "  inflating: /data/training/Mary_Robinson_40.jpg  \n",
      "  inflating: /data/training/Mary_Robinson_41.jpg  \n",
      "  inflating: /data/training/Mary_Robinson_42.jpg  \n",
      "  inflating: /data/training/Mary_Robinson_50.jpg  \n",
      "  inflating: /data/training/Mary_Robinson_51.jpg  \n",
      "  inflating: /data/training/Mary_Robinson_52.jpg  \n",
      "  inflating: /data/training/Massoud_Barzani_00.jpg  \n",
      "  inflating: /data/training/Massoud_Barzani_01.jpg  \n",
      "  inflating: /data/training/Massoud_Barzani_02.jpg  \n",
      "  inflating: /data/training/Massoud_Barzani_10.jpg  \n",
      "  inflating: /data/training/Massoud_Barzani_11.jpg  \n",
      "  inflating: /data/training/Massoud_Barzani_12.jpg  \n",
      "  inflating: /data/training/Massoud_Barzani_20.jpg  \n",
      "  inflating: /data/training/Massoud_Barzani_21.jpg  \n",
      "  inflating: /data/training/Massoud_Barzani_22.jpg  \n",
      "  inflating: /data/training/Massoud_Barzani_40.jpg  \n",
      "  inflating: /data/training/Massoud_Barzani_41.jpg  \n",
      "  inflating: /data/training/Massoud_Barzani_42.jpg  \n",
      "  inflating: /data/training/Matt_LeBlanc_00.jpg  \n",
      "  inflating: /data/training/Matt_LeBlanc_01.jpg  \n",
      "  inflating: /data/training/Matt_LeBlanc_02.jpg  \n",
      "  inflating: /data/training/Matt_LeBlanc_20.jpg  \n",
      "  inflating: /data/training/Matt_LeBlanc_21.jpg  \n",
      "  inflating: /data/training/Matt_LeBlanc_22.jpg  \n",
      "  inflating: /data/training/Matt_LeBlanc_30.jpg  \n",
      "  inflating: /data/training/Matt_LeBlanc_31.jpg  \n",
      "  inflating: /data/training/Matt_LeBlanc_32.jpg  \n",
      "  inflating: /data/training/Nancy_Kerrigan_00.jpg  \n",
      "  inflating: /data/training/Nancy_Kerrigan_01.jpg  \n",
      "  inflating: /data/training/Nancy_Kerrigan_02.jpg  \n",
      "  inflating: /data/training/Nancy_Kerrigan_20.jpg  \n",
      "  inflating: /data/training/Nancy_Kerrigan_21.jpg  \n",
      "  inflating: /data/training/Nancy_Kerrigan_22.jpg  \n",
      "  inflating: /data/training/Nancy_Kerrigan_30.jpg  \n",
      "  inflating: /data/training/Nancy_Kerrigan_31.jpg  \n",
      "  inflating: /data/training/Nancy_Kerrigan_32.jpg  \n",
      "  inflating: /data/training/Nancy_Kerrigan_40.jpg  \n",
      "  inflating: /data/training/Nancy_Kerrigan_41.jpg  \n",
      "  inflating: /data/training/Nancy_Kerrigan_42.jpg  \n",
      "  inflating: /data/training/Nancy_Reagan_00.jpg  \n",
      "  inflating: /data/training/Nancy_Reagan_01.jpg  \n",
      "  inflating: /data/training/Nancy_Reagan_02.jpg  \n",
      "  inflating: /data/training/Nancy_Reagan_10.jpg  \n",
      "  inflating: /data/training/Nancy_Reagan_11.jpg  \n",
      "  inflating: /data/training/Nancy_Reagan_12.jpg  \n",
      "  inflating: /data/training/Nancy_Reagan_30.jpg  \n",
      "  inflating: /data/training/Nancy_Reagan_31.jpg  \n",
      "  inflating: /data/training/Nancy_Reagan_32.jpg  \n",
      "  inflating: /data/training/Nancy_Reagan_40.jpg  \n",
      "  inflating: /data/training/Nancy_Reagan_41.jpg  \n",
      "  inflating: /data/training/Nancy_Reagan_42.jpg  \n",
      "  inflating: /data/training/Nanni_Moretti_10.jpg  \n",
      "  inflating: /data/training/Nanni_Moretti_11.jpg  \n",
      "  inflating: /data/training/Nanni_Moretti_12.jpg  \n",
      "  inflating: /data/training/Nanni_Moretti_20.jpg  \n",
      "  inflating: /data/training/Nanni_Moretti_21.jpg  \n",
      "  inflating: /data/training/Nanni_Moretti_22.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Nanni_Moretti_40.jpg  \n",
      "  inflating: /data/training/Nanni_Moretti_41.jpg  \n",
      "  inflating: /data/training/Nanni_Moretti_42.jpg  \n",
      "  inflating: /data/training/Natalia_Vodonova_00.jpg  \n",
      "  inflating: /data/training/Natalia_Vodonova_01.jpg  \n",
      "  inflating: /data/training/Natalia_Vodonova_02.jpg  \n",
      "  inflating: /data/training/Natalia_Vodonova_10.jpg  \n",
      "  inflating: /data/training/Natalia_Vodonova_11.jpg  \n",
      "  inflating: /data/training/Natalia_Vodonova_12.jpg  \n",
      "  inflating: /data/training/Natalia_Vodonova_20.jpg  \n",
      "  inflating: /data/training/Natalia_Vodonova_21.jpg  \n",
      "  inflating: /data/training/Natalia_Vodonova_22.jpg  \n",
      "  inflating: /data/training/Natasha_Lyonne_00.jpg  \n",
      "  inflating: /data/training/Natasha_Lyonne_01.jpg  \n",
      "  inflating: /data/training/Natasha_Lyonne_02.jpg  \n",
      "  inflating: /data/training/Natasha_Lyonne_10.jpg  \n",
      "  inflating: /data/training/Natasha_Lyonne_11.jpg  \n",
      "  inflating: /data/training/Natasha_Lyonne_12.jpg  \n",
      "  inflating: /data/training/Natasha_Lyonne_40.jpg  \n",
      "  inflating: /data/training/Natasha_Lyonne_41.jpg  \n",
      "  inflating: /data/training/Natasha_Lyonne_42.jpg  \n",
      "  inflating: /data/training/Nick_Reilly_10.jpg  \n",
      "  inflating: /data/training/Nick_Reilly_11.jpg  \n",
      "  inflating: /data/training/Nick_Reilly_12.jpg  \n",
      "  inflating: /data/training/Nick_Reilly_40.jpg  \n",
      "  inflating: /data/training/Nick_Reilly_41.jpg  \n",
      "  inflating: /data/training/Nick_Reilly_42.jpg  \n",
      "  inflating: /data/training/Nick_Reilly_50.jpg  \n",
      "  inflating: /data/training/Nick_Reilly_51.jpg  \n",
      "  inflating: /data/training/Nick_Reilly_52.jpg  \n",
      "  inflating: /data/training/Nicolas_Eyzaguirre_00.jpg  \n",
      "  inflating: /data/training/Nicolas_Eyzaguirre_01.jpg  \n",
      "  inflating: /data/training/Nicolas_Eyzaguirre_02.jpg  \n",
      "  inflating: /data/training/Nicolas_Eyzaguirre_10.jpg  \n",
      "  inflating: /data/training/Nicolas_Eyzaguirre_11.jpg  \n",
      "  inflating: /data/training/Nicolas_Eyzaguirre_12.jpg  \n",
      "  inflating: /data/training/Nicolas_Eyzaguirre_20.jpg  \n",
      "  inflating: /data/training/Nicolas_Eyzaguirre_21.jpg  \n",
      "  inflating: /data/training/Nicolas_Eyzaguirre_22.jpg  \n",
      "  inflating: /data/training/Nicolas_Sarkozy_00.jpg  \n",
      "  inflating: /data/training/Nicolas_Sarkozy_01.jpg  \n",
      "  inflating: /data/training/Nicolas_Sarkozy_02.jpg  \n",
      "  inflating: /data/training/Nicolas_Sarkozy_10.jpg  \n",
      "  inflating: /data/training/Nicolas_Sarkozy_11.jpg  \n",
      "  inflating: /data/training/Nicolas_Sarkozy_12.jpg  \n",
      "  inflating: /data/training/Nicolas_Sarkozy_20.jpg  \n",
      "  inflating: /data/training/Nicolas_Sarkozy_21.jpg  \n",
      "  inflating: /data/training/Nicolas_Sarkozy_22.jpg  \n",
      "  inflating: /data/training/Nicolas_Sarkozy_50.jpg  \n",
      "  inflating: /data/training/Nicolas_Sarkozy_51.jpg  \n",
      "  inflating: /data/training/Nicolas_Sarkozy_52.jpg  \n",
      "  inflating: /data/training/Nina_Jacobson_00.jpg  \n",
      "  inflating: /data/training/Nina_Jacobson_01.jpg  \n",
      "  inflating: /data/training/Nina_Jacobson_02.jpg  \n",
      "  inflating: /data/training/Nina_Jacobson_10.jpg  \n",
      "  inflating: /data/training/Nina_Jacobson_11.jpg  \n",
      "  inflating: /data/training/Nina_Jacobson_12.jpg  \n",
      "  inflating: /data/training/Nina_Jacobson_30.jpg  \n",
      "  inflating: /data/training/Nina_Jacobson_31.jpg  \n",
      "  inflating: /data/training/Nina_Jacobson_32.jpg  \n",
      "  inflating: /data/training/Norah_Jones_10.jpg  \n",
      "  inflating: /data/training/Norah_Jones_11.jpg  \n",
      "  inflating: /data/training/Norah_Jones_12.jpg  \n",
      "  inflating: /data/training/Norah_Jones_20.jpg  \n",
      "  inflating: /data/training/Norah_Jones_21.jpg  \n",
      "  inflating: /data/training/Norah_Jones_22.jpg  \n",
      "  inflating: /data/training/Norah_Jones_40.jpg  \n",
      "  inflating: /data/training/Norah_Jones_41.jpg  \n",
      "  inflating: /data/training/Norah_Jones_42.jpg  \n",
      "  inflating: /data/training/Norah_Jones_50.jpg  \n",
      "  inflating: /data/training/Norah_Jones_51.jpg  \n",
      "  inflating: /data/training/Norah_Jones_52.jpg  \n",
      "  inflating: /data/training/Norman_Mineta_00.jpg  \n",
      "  inflating: /data/training/Norman_Mineta_01.jpg  \n",
      "  inflating: /data/training/Norman_Mineta_02.jpg  \n",
      "  inflating: /data/training/Norman_Mineta_30.jpg  \n",
      "  inflating: /data/training/Norman_Mineta_31.jpg  \n",
      "  inflating: /data/training/Norman_Mineta_32.jpg  \n",
      "  inflating: /data/training/Norman_Mineta_50.jpg  \n",
      "  inflating: /data/training/Norman_Mineta_51.jpg  \n",
      "  inflating: /data/training/Norman_Mineta_52.jpg  \n",
      "  inflating: /data/training/Olene_Walker_00.jpg  \n",
      "  inflating: /data/training/Olene_Walker_01.jpg  \n",
      "  inflating: /data/training/Olene_Walker_02.jpg  \n",
      "  inflating: /data/training/Olene_Walker_10.jpg  \n",
      "  inflating: /data/training/Olene_Walker_11.jpg  \n",
      "  inflating: /data/training/Olene_Walker_12.jpg  \n",
      "  inflating: /data/training/Olene_Walker_30.jpg  \n",
      "  inflating: /data/training/Olene_Walker_31.jpg  \n",
      "  inflating: /data/training/Olene_Walker_32.jpg  \n",
      "  inflating: /data/training/Olene_Walker_40.jpg  \n",
      "  inflating: /data/training/Olene_Walker_41.jpg  \n",
      "  inflating: /data/training/Olene_Walker_42.jpg  \n",
      "  inflating: /data/training/Olivia_Newton-John_00.jpg  \n",
      "  inflating: /data/training/Olivia_Newton-John_01.jpg  \n",
      "  inflating: /data/training/Olivia_Newton-John_02.jpg  \n",
      "  inflating: /data/training/Olivia_Newton-John_10.jpg  \n",
      "  inflating: /data/training/Olivia_Newton-John_11.jpg  \n",
      "  inflating: /data/training/Olivia_Newton-John_12.jpg  \n",
      "  inflating: /data/training/Olivia_Newton-John_40.jpg  \n",
      "  inflating: /data/training/Olivia_Newton-John_41.jpg  \n",
      "  inflating: /data/training/Olivia_Newton-John_42.jpg  \n",
      "  inflating: /data/training/Orlando_Bloom_00.jpg  \n",
      "  inflating: /data/training/Orlando_Bloom_01.jpg  \n",
      "  inflating: /data/training/Orlando_Bloom_02.jpg  \n",
      "  inflating: /data/training/Orlando_Bloom_30.jpg  \n",
      "  inflating: /data/training/Orlando_Bloom_31.jpg  \n",
      "  inflating: /data/training/Orlando_Bloom_32.jpg  \n",
      "  inflating: /data/training/Orlando_Bloom_40.jpg  \n",
      "  inflating: /data/training/Orlando_Bloom_41.jpg  \n",
      "  inflating: /data/training/Orlando_Bloom_42.jpg  \n",
      "  inflating: /data/training/Orlando_Bloom_50.jpg  \n",
      "  inflating: /data/training/Orlando_Bloom_51.jpg  \n",
      "  inflating: /data/training/Orlando_Bloom_52.jpg  \n",
      "  inflating: /data/training/Otto_Reich_00.jpg  \n",
      "  inflating: /data/training/Otto_Reich_01.jpg  \n",
      "  inflating: /data/training/Otto_Reich_02.jpg  \n",
      "  inflating: /data/training/Otto_Reich_10.jpg  \n",
      "  inflating: /data/training/Otto_Reich_11.jpg  \n",
      "  inflating: /data/training/Otto_Reich_12.jpg  \n",
      "  inflating: /data/training/Otto_Reich_30.jpg  \n",
      "  inflating: /data/training/Otto_Reich_31.jpg  \n",
      "  inflating: /data/training/Otto_Reich_32.jpg  \n",
      "  inflating: /data/training/Otto_Reich_40.jpg  \n",
      "  inflating: /data/training/Otto_Reich_41.jpg  \n",
      "  inflating: /data/training/Otto_Reich_42.jpg  \n",
      "  inflating: /data/training/Pat_Riley_00.jpg  \n",
      "  inflating: /data/training/Pat_Riley_01.jpg  \n",
      "  inflating: /data/training/Pat_Riley_02.jpg  \n",
      "  inflating: /data/training/Pat_Riley_20.jpg  \n",
      "  inflating: /data/training/Pat_Riley_21.jpg  \n",
      "  inflating: /data/training/Pat_Riley_22.jpg  \n",
      "  inflating: /data/training/Pat_Riley_50.jpg  \n",
      "  inflating: /data/training/Pat_Riley_51.jpg  \n",
      "  inflating: /data/training/Pat_Riley_52.jpg  \n",
      "  inflating: /data/training/Patrick_Leahy_10.jpg  \n",
      "  inflating: /data/training/Patrick_Leahy_11.jpg  \n",
      "  inflating: /data/training/Patrick_Leahy_12.jpg  \n",
      "  inflating: /data/training/Patrick_Leahy_20.jpg  \n",
      "  inflating: /data/training/Patrick_Leahy_21.jpg  \n",
      "  inflating: /data/training/Patrick_Leahy_22.jpg  \n",
      "  inflating: /data/training/Patrick_Leahy_30.jpg  \n",
      "  inflating: /data/training/Patrick_Leahy_31.jpg  \n",
      "  inflating: /data/training/Patrick_Leahy_32.jpg  \n",
      "  inflating: /data/training/Paul_Otellini_00.jpg  \n",
      "  inflating: /data/training/Paul_Otellini_01.jpg  \n",
      "  inflating: /data/training/Paul_Otellini_02.jpg  \n",
      "  inflating: /data/training/Paul_Otellini_10.jpg  \n",
      "  inflating: /data/training/Paul_Otellini_11.jpg  \n",
      "  inflating: /data/training/Paul_Otellini_12.jpg  \n",
      "  inflating: /data/training/Paul_Otellini_20.jpg  \n",
      "  inflating: /data/training/Paul_Otellini_21.jpg  \n",
      "  inflating: /data/training/Paul_Otellini_22.jpg  \n",
      "  inflating: /data/training/Paul_Reiser_00.jpg  \n",
      "  inflating: /data/training/Paul_Reiser_01.jpg  \n",
      "  inflating: /data/training/Paul_Reiser_02.jpg  \n",
      "  inflating: /data/training/Paul_Reiser_20.jpg  \n",
      "  inflating: /data/training/Paul_Reiser_21.jpg  \n",
      "  inflating: /data/training/Paul_Reiser_22.jpg  \n",
      "  inflating: /data/training/Paul_Reiser_30.jpg  \n",
      "  inflating: /data/training/Paul_Reiser_31.jpg  \n",
      "  inflating: /data/training/Paul_Reiser_32.jpg  \n",
      "  inflating: /data/training/Pedro_Solbes_00.jpg  \n",
      "  inflating: /data/training/Pedro_Solbes_01.jpg  \n",
      "  inflating: /data/training/Pedro_Solbes_02.jpg  \n",
      "  inflating: /data/training/Pedro_Solbes_20.jpg  \n",
      "  inflating: /data/training/Pedro_Solbes_21.jpg  \n",
      "  inflating: /data/training/Pedro_Solbes_22.jpg  \n",
      "  inflating: /data/training/Pedro_Solbes_30.jpg  \n",
      "  inflating: /data/training/Pedro_Solbes_31.jpg  \n",
      "  inflating: /data/training/Pedro_Solbes_32.jpg  \n",
      "  inflating: /data/training/Penelope_Ann_Miller_00.jpg  \n",
      "  inflating: /data/training/Penelope_Ann_Miller_01.jpg  \n",
      "  inflating: /data/training/Penelope_Ann_Miller_02.jpg  \n",
      "  inflating: /data/training/Penelope_Ann_Miller_20.jpg  \n",
      "  inflating: /data/training/Penelope_Ann_Miller_21.jpg  \n",
      "  inflating: /data/training/Penelope_Ann_Miller_22.jpg  \n",
      "  inflating: /data/training/Penelope_Ann_Miller_50.jpg  \n",
      "  inflating: /data/training/Penelope_Ann_Miller_51.jpg  \n",
      "  inflating: /data/training/Penelope_Ann_Miller_52.jpg  \n",
      "  inflating: /data/training/Peter_Goldmark_10.jpg  \n",
      "  inflating: /data/training/Peter_Goldmark_11.jpg  \n",
      "  inflating: /data/training/Peter_Goldmark_12.jpg  \n",
      "  inflating: /data/training/Peter_Goldmark_40.jpg  \n",
      "  inflating: /data/training/Peter_Goldmark_41.jpg  \n",
      "  inflating: /data/training/Peter_Goldmark_42.jpg  \n",
      "  inflating: /data/training/Peter_Goldmark_50.jpg  \n",
      "  inflating: /data/training/Peter_Goldmark_51.jpg  \n",
      "  inflating: /data/training/Peter_Goldmark_52.jpg  \n",
      "  inflating: /data/training/Peter_Medgyessy_10.jpg  \n",
      "  inflating: /data/training/Peter_Medgyessy_11.jpg  \n",
      "  inflating: /data/training/Peter_Medgyessy_12.jpg  \n",
      "  inflating: /data/training/Peter_Medgyessy_30.jpg  \n",
      "  inflating: /data/training/Peter_Medgyessy_31.jpg  \n",
      "  inflating: /data/training/Peter_Medgyessy_32.jpg  \n",
      "  inflating: /data/training/Peter_Medgyessy_40.jpg  \n",
      "  inflating: /data/training/Peter_Medgyessy_41.jpg  \n",
      "  inflating: /data/training/Peter_Medgyessy_42.jpg  \n",
      "  inflating: /data/training/Peter_Medgyessy_50.jpg  \n",
      "  inflating: /data/training/Peter_Medgyessy_51.jpg  \n",
      "  inflating: /data/training/Peter_Medgyessy_52.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Philippe_Gagnon_00.jpg  \n",
      "  inflating: /data/training/Philippe_Gagnon_01.jpg  \n",
      "  inflating: /data/training/Philippe_Gagnon_02.jpg  \n",
      "  inflating: /data/training/Philippe_Gagnon_10.jpg  \n",
      "  inflating: /data/training/Philippe_Gagnon_11.jpg  \n",
      "  inflating: /data/training/Philippe_Gagnon_12.jpg  \n",
      "  inflating: /data/training/Philippe_Gagnon_20.jpg  \n",
      "  inflating: /data/training/Philippe_Gagnon_21.jpg  \n",
      "  inflating: /data/training/Philippe_Gagnon_22.jpg  \n",
      "  inflating: /data/training/Philippe_Gagnon_30.jpg  \n",
      "  inflating: /data/training/Philippe_Gagnon_31.jpg  \n",
      "  inflating: /data/training/Philippe_Gagnon_32.jpg  \n",
      "  inflating: /data/training/Philippe_Noiret_10.jpg  \n",
      "  inflating: /data/training/Philippe_Noiret_11.jpg  \n",
      "  inflating: /data/training/Philippe_Noiret_12.jpg  \n",
      "  inflating: /data/training/Philippe_Noiret_30.jpg  \n",
      "  inflating: /data/training/Philippe_Noiret_31.jpg  \n",
      "  inflating: /data/training/Philippe_Noiret_32.jpg  \n",
      "  inflating: /data/training/Philippe_Noiret_50.jpg  \n",
      "  inflating: /data/training/Philippe_Noiret_51.jpg  \n",
      "  inflating: /data/training/Philippe_Noiret_52.jpg  \n",
      "  inflating: /data/training/Picabo_Street_00.jpg  \n",
      "  inflating: /data/training/Picabo_Street_01.jpg  \n",
      "  inflating: /data/training/Picabo_Street_02.jpg  \n",
      "  inflating: /data/training/Picabo_Street_20.jpg  \n",
      "  inflating: /data/training/Picabo_Street_21.jpg  \n",
      "  inflating: /data/training/Picabo_Street_22.jpg  \n",
      "  inflating: /data/training/Picabo_Street_40.jpg  \n",
      "  inflating: /data/training/Picabo_Street_41.jpg  \n",
      "  inflating: /data/training/Picabo_Street_42.jpg  \n",
      "  inflating: /data/training/Pilar_Montenegro_10.jpg  \n",
      "  inflating: /data/training/Pilar_Montenegro_11.jpg  \n",
      "  inflating: /data/training/Pilar_Montenegro_12.jpg  \n",
      "  inflating: /data/training/Pilar_Montenegro_20.jpg  \n",
      "  inflating: /data/training/Pilar_Montenegro_21.jpg  \n",
      "  inflating: /data/training/Pilar_Montenegro_22.jpg  \n",
      "  inflating: /data/training/Pilar_Montenegro_50.jpg  \n",
      "  inflating: /data/training/Pilar_Montenegro_51.jpg  \n",
      "  inflating: /data/training/Pilar_Montenegro_52.jpg  \n",
      "  inflating: /data/training/Piotr_Anderszewski_20.jpg  \n",
      "  inflating: /data/training/Piotr_Anderszewski_21.jpg  \n",
      "  inflating: /data/training/Piotr_Anderszewski_22.jpg  \n",
      "  inflating: /data/training/Piotr_Anderszewski_30.jpg  \n",
      "  inflating: /data/training/Piotr_Anderszewski_31.jpg  \n",
      "  inflating: /data/training/Piotr_Anderszewski_32.jpg  \n",
      "  inflating: /data/training/Piotr_Anderszewski_50.jpg  \n",
      "  inflating: /data/training/Piotr_Anderszewski_51.jpg  \n",
      "  inflating: /data/training/Piotr_Anderszewski_52.jpg  \n",
      "  inflating: /data/training/Poala_Suarez_30.jpg  \n",
      "  inflating: /data/training/Poala_Suarez_31.jpg  \n",
      "  inflating: /data/training/Poala_Suarez_32.jpg  \n",
      "  inflating: /data/training/Poala_Suarez_40.jpg  \n",
      "  inflating: /data/training/Poala_Suarez_41.jpg  \n",
      "  inflating: /data/training/Poala_Suarez_42.jpg  \n",
      "  inflating: /data/training/Poala_Suarez_50.jpg  \n",
      "  inflating: /data/training/Poala_Suarez_51.jpg  \n",
      "  inflating: /data/training/Poala_Suarez_52.jpg  \n",
      "  inflating: /data/training/Prince_Harry_10.jpg  \n",
      "  inflating: /data/training/Prince_Harry_11.jpg  \n",
      "  inflating: /data/training/Prince_Harry_12.jpg  \n",
      "  inflating: /data/training/Prince_Harry_20.jpg  \n",
      "  inflating: /data/training/Prince_Harry_21.jpg  \n",
      "  inflating: /data/training/Prince_Harry_22.jpg  \n",
      "  inflating: /data/training/Prince_Harry_40.jpg  \n",
      "  inflating: /data/training/Prince_Harry_41.jpg  \n",
      "  inflating: /data/training/Prince_Harry_42.jpg  \n",
      "  inflating: /data/training/Princess_Stephanie_00.jpg  \n",
      "  inflating: /data/training/Princess_Stephanie_01.jpg  \n",
      "  inflating: /data/training/Princess_Stephanie_02.jpg  \n",
      "  inflating: /data/training/Princess_Stephanie_20.jpg  \n",
      "  inflating: /data/training/Princess_Stephanie_21.jpg  \n",
      "  inflating: /data/training/Princess_Stephanie_22.jpg  \n",
      "  inflating: /data/training/Princess_Stephanie_40.jpg  \n",
      "  inflating: /data/training/Princess_Stephanie_41.jpg  \n",
      "  inflating: /data/training/Princess_Stephanie_42.jpg  \n",
      "  inflating: /data/training/Princess_Stephanie_50.jpg  \n",
      "  inflating: /data/training/Princess_Stephanie_51.jpg  \n",
      "  inflating: /data/training/Princess_Stephanie_52.jpg  \n",
      "  inflating: /data/training/Priyanka_Chopra_10.jpg  \n",
      "  inflating: /data/training/Priyanka_Chopra_11.jpg  \n",
      "  inflating: /data/training/Priyanka_Chopra_12.jpg  \n",
      "  inflating: /data/training/Priyanka_Chopra_40.jpg  \n",
      "  inflating: /data/training/Priyanka_Chopra_41.jpg  \n",
      "  inflating: /data/training/Priyanka_Chopra_42.jpg  \n",
      "  inflating: /data/training/Priyanka_Chopra_50.jpg  \n",
      "  inflating: /data/training/Priyanka_Chopra_51.jpg  \n",
      "  inflating: /data/training/Priyanka_Chopra_52.jpg  \n",
      "  inflating: /data/training/Queen_Noor_10.jpg  \n",
      "  inflating: /data/training/Queen_Noor_11.jpg  \n",
      "  inflating: /data/training/Queen_Noor_12.jpg  \n",
      "  inflating: /data/training/Queen_Noor_30.jpg  \n",
      "  inflating: /data/training/Queen_Noor_31.jpg  \n",
      "  inflating: /data/training/Queen_Noor_32.jpg  \n",
      "  inflating: /data/training/Queen_Noor_50.jpg  \n",
      "  inflating: /data/training/Queen_Noor_51.jpg  \n",
      "  inflating: /data/training/Queen_Noor_52.jpg  \n",
      "  inflating: /data/training/Queen_Rania_10.jpg  \n",
      "  inflating: /data/training/Queen_Rania_11.jpg  \n",
      "  inflating: /data/training/Queen_Rania_12.jpg  \n",
      "  inflating: /data/training/Queen_Rania_30.jpg  \n",
      "  inflating: /data/training/Queen_Rania_31.jpg  \n",
      "  inflating: /data/training/Queen_Rania_32.jpg  \n",
      "  inflating: /data/training/Queen_Rania_50.jpg  \n",
      "  inflating: /data/training/Queen_Rania_51.jpg  \n",
      "  inflating: /data/training/Queen_Rania_52.jpg  \n",
      "  inflating: /data/training/Rachel_Hunter_30.jpg  \n",
      "  inflating: /data/training/Rachel_Hunter_31.jpg  \n",
      "  inflating: /data/training/Rachel_Hunter_32.jpg  \n",
      "  inflating: /data/training/Rachel_Hunter_40.jpg  \n",
      "  inflating: /data/training/Rachel_Hunter_41.jpg  \n",
      "  inflating: /data/training/Rachel_Hunter_42.jpg  \n",
      "  inflating: /data/training/Rachel_Hunter_50.jpg  \n",
      "  inflating: /data/training/Rachel_Hunter_51.jpg  \n",
      "  inflating: /data/training/Rachel_Hunter_52.jpg  \n",
      "  inflating: /data/training/Raja_Zafar-ul-Haq_00.jpg  \n",
      "  inflating: /data/training/Raja_Zafar-ul-Haq_01.jpg  \n",
      "  inflating: /data/training/Raja_Zafar-ul-Haq_02.jpg  \n",
      "  inflating: /data/training/Raja_Zafar-ul-Haq_10.jpg  \n",
      "  inflating: /data/training/Raja_Zafar-ul-Haq_11.jpg  \n",
      "  inflating: /data/training/Raja_Zafar-ul-Haq_12.jpg  \n",
      "  inflating: /data/training/Raja_Zafar-ul-Haq_20.jpg  \n",
      "  inflating: /data/training/Raja_Zafar-ul-Haq_21.jpg  \n",
      "  inflating: /data/training/Raja_Zafar-ul-Haq_22.jpg  \n",
      "  inflating: /data/training/Raja_Zafar-ul-Haq_30.jpg  \n",
      "  inflating: /data/training/Raja_Zafar-ul-Haq_31.jpg  \n",
      "  inflating: /data/training/Raja_Zafar-ul-Haq_32.jpg  \n",
      "  inflating: /data/training/Ralph_Klein_00.jpg  \n",
      "  inflating: /data/training/Ralph_Klein_01.jpg  \n",
      "  inflating: /data/training/Ralph_Klein_02.jpg  \n",
      "  inflating: /data/training/Ralph_Klein_10.jpg  \n",
      "  inflating: /data/training/Ralph_Klein_11.jpg  \n",
      "  inflating: /data/training/Ralph_Klein_12.jpg  \n",
      "  inflating: /data/training/Ralph_Klein_30.jpg  \n",
      "  inflating: /data/training/Ralph_Klein_31.jpg  \n",
      "  inflating: /data/training/Ralph_Klein_32.jpg  \n",
      "  inflating: /data/training/Raza_Rabbani_20.jpg  \n",
      "  inflating: /data/training/Raza_Rabbani_21.jpg  \n",
      "  inflating: /data/training/Raza_Rabbani_22.jpg  \n",
      "  inflating: /data/training/Raza_Rabbani_30.jpg  \n",
      "  inflating: /data/training/Raza_Rabbani_31.jpg  \n",
      "  inflating: /data/training/Raza_Rabbani_32.jpg  \n",
      "  inflating: /data/training/Raza_Rabbani_50.jpg  \n",
      "  inflating: /data/training/Raza_Rabbani_51.jpg  \n",
      "  inflating: /data/training/Raza_Rabbani_52.jpg  \n",
      "  inflating: /data/training/Recep_Tayyip_Erdogan_00.jpg  \n",
      "  inflating: /data/training/Recep_Tayyip_Erdogan_01.jpg  \n",
      "  inflating: /data/training/Recep_Tayyip_Erdogan_02.jpg  \n",
      "  inflating: /data/training/Recep_Tayyip_Erdogan_20.jpg  \n",
      "  inflating: /data/training/Recep_Tayyip_Erdogan_21.jpg  \n",
      "  inflating: /data/training/Recep_Tayyip_Erdogan_22.jpg  \n",
      "  inflating: /data/training/Recep_Tayyip_Erdogan_40.jpg  \n",
      "  inflating: /data/training/Recep_Tayyip_Erdogan_41.jpg  \n",
      "  inflating: /data/training/Recep_Tayyip_Erdogan_42.jpg  \n",
      "  inflating: /data/training/Reese_Witherspoon_00.jpg  \n",
      "  inflating: /data/training/Reese_Witherspoon_01.jpg  \n",
      "  inflating: /data/training/Reese_Witherspoon_02.jpg  \n",
      "  inflating: /data/training/Reese_Witherspoon_10.jpg  \n",
      "  inflating: /data/training/Reese_Witherspoon_11.jpg  \n",
      "  inflating: /data/training/Reese_Witherspoon_12.jpg  \n",
      "  inflating: /data/training/Reese_Witherspoon_40.jpg  \n",
      "  inflating: /data/training/Reese_Witherspoon_41.jpg  \n",
      "  inflating: /data/training/Reese_Witherspoon_42.jpg  \n",
      "  inflating: /data/training/Ricardo_Lopez_Murphy_10.jpg  \n",
      "  inflating: /data/training/Ricardo_Lopez_Murphy_11.jpg  \n",
      "  inflating: /data/training/Ricardo_Lopez_Murphy_12.jpg  \n",
      "  inflating: /data/training/Ricardo_Lopez_Murphy_30.jpg  \n",
      "  inflating: /data/training/Ricardo_Lopez_Murphy_31.jpg  \n",
      "  inflating: /data/training/Ricardo_Lopez_Murphy_32.jpg  \n",
      "  inflating: /data/training/Ricardo_Lopez_Murphy_40.jpg  \n",
      "  inflating: /data/training/Ricardo_Lopez_Murphy_41.jpg  \n",
      "  inflating: /data/training/Ricardo_Lopez_Murphy_42.jpg  \n",
      "  inflating: /data/training/Ricardo_Sanchez_20.jpg  \n",
      "  inflating: /data/training/Ricardo_Sanchez_21.jpg  \n",
      "  inflating: /data/training/Ricardo_Sanchez_22.jpg  \n",
      "  inflating: /data/training/Ricardo_Sanchez_30.jpg  \n",
      "  inflating: /data/training/Ricardo_Sanchez_31.jpg  \n",
      "  inflating: /data/training/Ricardo_Sanchez_32.jpg  \n",
      "  inflating: /data/training/Ricardo_Sanchez_40.jpg  \n",
      "  inflating: /data/training/Ricardo_Sanchez_41.jpg  \n",
      "  inflating: /data/training/Ricardo_Sanchez_42.jpg  \n",
      "  inflating: /data/training/Richard_Branson_00.jpg  \n",
      "  inflating: /data/training/Richard_Branson_01.jpg  \n",
      "  inflating: /data/training/Richard_Branson_02.jpg  \n",
      "  inflating: /data/training/Richard_Branson_10.jpg  \n",
      "  inflating: /data/training/Richard_Branson_11.jpg  \n",
      "  inflating: /data/training/Richard_Branson_12.jpg  \n",
      "  inflating: /data/training/Richard_Branson_50.jpg  \n",
      "  inflating: /data/training/Richard_Branson_51.jpg  \n",
      "  inflating: /data/training/Richard_Branson_52.jpg  \n",
      "  inflating: /data/training/Richard_Lennon_00.jpg  \n",
      "  inflating: /data/training/Richard_Lennon_01.jpg  \n",
      "  inflating: /data/training/Richard_Lennon_02.jpg  \n",
      "  inflating: /data/training/Richard_Lennon_30.jpg  \n",
      "  inflating: /data/training/Richard_Lennon_31.jpg  \n",
      "  inflating: /data/training/Richard_Lennon_32.jpg  \n",
      "  inflating: /data/training/Richard_Lennon_40.jpg  \n",
      "  inflating: /data/training/Richard_Lennon_41.jpg  \n",
      "  inflating: /data/training/Richard_Lennon_42.jpg  \n",
      "  inflating: /data/training/Richard_Lugar_00.jpg  \n",
      "  inflating: /data/training/Richard_Lugar_01.jpg  \n",
      "  inflating: /data/training/Richard_Lugar_02.jpg  \n",
      "  inflating: /data/training/Richard_Lugar_10.jpg  \n",
      "  inflating: /data/training/Richard_Lugar_11.jpg  \n",
      "  inflating: /data/training/Richard_Lugar_12.jpg  \n",
      "  inflating: /data/training/Richard_Lugar_20.jpg  \n",
      "  inflating: /data/training/Richard_Lugar_21.jpg  \n",
      "  inflating: /data/training/Richard_Lugar_22.jpg  \n",
      "  inflating: /data/training/Richard_Lugar_50.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Richard_Lugar_51.jpg  \n",
      "  inflating: /data/training/Richard_Lugar_52.jpg  \n",
      "  inflating: /data/training/Richard_Paul_Evans_00.jpg  \n",
      "  inflating: /data/training/Richard_Paul_Evans_01.jpg  \n",
      "  inflating: /data/training/Richard_Paul_Evans_02.jpg  \n",
      "  inflating: /data/training/Richard_Paul_Evans_20.jpg  \n",
      "  inflating: /data/training/Richard_Paul_Evans_21.jpg  \n",
      "  inflating: /data/training/Richard_Paul_Evans_22.jpg  \n",
      "  inflating: /data/training/Richard_Paul_Evans_40.jpg  \n",
      "  inflating: /data/training/Richard_Paul_Evans_41.jpg  \n",
      "  inflating: /data/training/Richard_Paul_Evans_42.jpg  \n",
      "  inflating: /data/training/Richard_Paul_Evans_50.jpg  \n",
      "  inflating: /data/training/Richard_Paul_Evans_51.jpg  \n",
      "  inflating: /data/training/Richard_Paul_Evans_52.jpg  \n",
      "  inflating: /data/training/Rick_Bragg_20.jpg  \n",
      "  inflating: /data/training/Rick_Bragg_21.jpg  \n",
      "  inflating: /data/training/Rick_Bragg_22.jpg  \n",
      "  inflating: /data/training/Rick_Bragg_30.jpg  \n",
      "  inflating: /data/training/Rick_Bragg_31.jpg  \n",
      "  inflating: /data/training/Rick_Bragg_32.jpg  \n",
      "  inflating: /data/training/Rick_Bragg_50.jpg  \n",
      "  inflating: /data/training/Rick_Bragg_51.jpg  \n",
      "  inflating: /data/training/Rick_Bragg_52.jpg  \n",
      "  inflating: /data/training/Ridley_Scott_10.jpg  \n",
      "  inflating: /data/training/Ridley_Scott_11.jpg  \n",
      "  inflating: /data/training/Ridley_Scott_12.jpg  \n",
      "  inflating: /data/training/Ridley_Scott_20.jpg  \n",
      "  inflating: /data/training/Ridley_Scott_21.jpg  \n",
      "  inflating: /data/training/Ridley_Scott_22.jpg  \n",
      "  inflating: /data/training/Ridley_Scott_30.jpg  \n",
      "  inflating: /data/training/Ridley_Scott_31.jpg  \n",
      "  inflating: /data/training/Ridley_Scott_32.jpg  \n",
      "  inflating: /data/training/Robbie_Coltrane_00.jpg  \n",
      "  inflating: /data/training/Robbie_Coltrane_01.jpg  \n",
      "  inflating: /data/training/Robbie_Coltrane_02.jpg  \n",
      "  inflating: /data/training/Robbie_Coltrane_10.jpg  \n",
      "  inflating: /data/training/Robbie_Coltrane_11.jpg  \n",
      "  inflating: /data/training/Robbie_Coltrane_12.jpg  \n",
      "  inflating: /data/training/Robbie_Coltrane_20.jpg  \n",
      "  inflating: /data/training/Robbie_Coltrane_21.jpg  \n",
      "  inflating: /data/training/Robbie_Coltrane_22.jpg  \n",
      "  inflating: /data/training/Robbie_Coltrane_50.jpg  \n",
      "  inflating: /data/training/Robbie_Coltrane_51.jpg  \n",
      "  inflating: /data/training/Robbie_Coltrane_52.jpg  \n",
      "  inflating: /data/training/Robert_Altman_10.jpg  \n",
      "  inflating: /data/training/Robert_Altman_11.jpg  \n",
      "  inflating: /data/training/Robert_Altman_12.jpg  \n",
      "  inflating: /data/training/Robert_Altman_20.jpg  \n",
      "  inflating: /data/training/Robert_Altman_21.jpg  \n",
      "  inflating: /data/training/Robert_Altman_22.jpg  \n",
      "  inflating: /data/training/Robert_Altman_50.jpg  \n",
      "  inflating: /data/training/Robert_Altman_51.jpg  \n",
      "  inflating: /data/training/Robert_Altman_52.jpg  \n",
      "  inflating: /data/training/Roberto_Benigni_00.jpg  \n",
      "  inflating: /data/training/Roberto_Benigni_01.jpg  \n",
      "  inflating: /data/training/Roberto_Benigni_02.jpg  \n",
      "  inflating: /data/training/Roberto_Benigni_10.jpg  \n",
      "  inflating: /data/training/Roberto_Benigni_11.jpg  \n",
      "  inflating: /data/training/Roberto_Benigni_12.jpg  \n",
      "  inflating: /data/training/Roberto_Benigni_50.jpg  \n",
      "  inflating: /data/training/Roberto_Benigni_51.jpg  \n",
      "  inflating: /data/training/Roberto_Benigni_52.jpg  \n",
      "  inflating: /data/training/Rocco_Buttiglione_00.jpg  \n",
      "  inflating: /data/training/Rocco_Buttiglione_01.jpg  \n",
      "  inflating: /data/training/Rocco_Buttiglione_02.jpg  \n",
      "  inflating: /data/training/Rocco_Buttiglione_10.jpg  \n",
      "  inflating: /data/training/Rocco_Buttiglione_11.jpg  \n",
      "  inflating: /data/training/Rocco_Buttiglione_12.jpg  \n",
      "  inflating: /data/training/Rocco_Buttiglione_30.jpg  \n",
      "  inflating: /data/training/Rocco_Buttiglione_31.jpg  \n",
      "  inflating: /data/training/Rocco_Buttiglione_32.jpg  \n",
      "  inflating: /data/training/Rocco_Buttiglione_40.jpg  \n",
      "  inflating: /data/training/Rocco_Buttiglione_41.jpg  \n",
      "  inflating: /data/training/Rocco_Buttiglione_42.jpg  \n",
      "  inflating: /data/training/Rodrigo_Borja_00.jpg  \n",
      "  inflating: /data/training/Rodrigo_Borja_01.jpg  \n",
      "  inflating: /data/training/Rodrigo_Borja_02.jpg  \n",
      "  inflating: /data/training/Rodrigo_Borja_40.jpg  \n",
      "  inflating: /data/training/Rodrigo_Borja_41.jpg  \n",
      "  inflating: /data/training/Rodrigo_Borja_42.jpg  \n",
      "  inflating: /data/training/Rodrigo_Borja_50.jpg  \n",
      "  inflating: /data/training/Rodrigo_Borja_51.jpg  \n",
      "  inflating: /data/training/Rodrigo_Borja_52.jpg  \n",
      "  inflating: /data/training/Saeed_Mortazavi_10.jpg  \n",
      "  inflating: /data/training/Saeed_Mortazavi_11.jpg  \n",
      "  inflating: /data/training/Saeed_Mortazavi_12.jpg  \n",
      "  inflating: /data/training/Saeed_Mortazavi_20.jpg  \n",
      "  inflating: /data/training/Saeed_Mortazavi_21.jpg  \n",
      "  inflating: /data/training/Saeed_Mortazavi_22.jpg  \n",
      "  inflating: /data/training/Saeed_Mortazavi_50.jpg  \n",
      "  inflating: /data/training/Saeed_Mortazavi_51.jpg  \n",
      "  inflating: /data/training/Saeed_Mortazavi_52.jpg  \n",
      "  inflating: /data/training/Sally_Ride_00.jpg  \n",
      "  inflating: /data/training/Sally_Ride_01.jpg  \n",
      "  inflating: /data/training/Sally_Ride_02.jpg  \n",
      "  inflating: /data/training/Sally_Ride_40.jpg  \n",
      "  inflating: /data/training/Sally_Ride_41.jpg  \n",
      "  inflating: /data/training/Sally_Ride_42.jpg  \n",
      "  inflating: /data/training/Sally_Ride_50.jpg  \n",
      "  inflating: /data/training/Sally_Ride_51.jpg  \n",
      "  inflating: /data/training/Sally_Ride_52.jpg  \n",
      "  inflating: /data/training/Sanjay_Gupta_10.jpg  \n",
      "  inflating: /data/training/Sanjay_Gupta_11.jpg  \n",
      "  inflating: /data/training/Sanjay_Gupta_12.jpg  \n",
      "  inflating: /data/training/Sanjay_Gupta_20.jpg  \n",
      "  inflating: /data/training/Sanjay_Gupta_21.jpg  \n",
      "  inflating: /data/training/Sanjay_Gupta_22.jpg  \n",
      "  inflating: /data/training/Sanjay_Gupta_40.jpg  \n",
      "  inflating: /data/training/Sanjay_Gupta_41.jpg  \n",
      "  inflating: /data/training/Sanjay_Gupta_42.jpg  \n",
      "  inflating: /data/training/Sara_Silverman_10.jpg  \n",
      "  inflating: /data/training/Sara_Silverman_11.jpg  \n",
      "  inflating: /data/training/Sara_Silverman_12.jpg  \n",
      "  inflating: /data/training/Sara_Silverman_20.jpg  \n",
      "  inflating: /data/training/Sara_Silverman_21.jpg  \n",
      "  inflating: /data/training/Sara_Silverman_22.jpg  \n",
      "  inflating: /data/training/Sara_Silverman_40.jpg  \n",
      "  inflating: /data/training/Sara_Silverman_41.jpg  \n",
      "  inflating: /data/training/Sara_Silverman_42.jpg  \n",
      "  inflating: /data/training/Sara_Silverman_50.jpg  \n",
      "  inflating: /data/training/Sara_Silverman_51.jpg  \n",
      "  inflating: /data/training/Sara_Silverman_52.jpg  \n",
      "  inflating: /data/training/Sarah_Wynter_00.jpg  \n",
      "  inflating: /data/training/Sarah_Wynter_01.jpg  \n",
      "  inflating: /data/training/Sarah_Wynter_02.jpg  \n",
      "  inflating: /data/training/Sarah_Wynter_40.jpg  \n",
      "  inflating: /data/training/Sarah_Wynter_41.jpg  \n",
      "  inflating: /data/training/Sarah_Wynter_42.jpg  \n",
      "  inflating: /data/training/Sarah_Wynter_50.jpg  \n",
      "  inflating: /data/training/Sarah_Wynter_51.jpg  \n",
      "  inflating: /data/training/Sarah_Wynter_52.jpg  \n",
      "  inflating: /data/training/Sasha_Cohen_20.jpg  \n",
      "  inflating: /data/training/Sasha_Cohen_21.jpg  \n",
      "  inflating: /data/training/Sasha_Cohen_22.jpg  \n",
      "  inflating: /data/training/Sasha_Cohen_40.jpg  \n",
      "  inflating: /data/training/Sasha_Cohen_41.jpg  \n",
      "  inflating: /data/training/Sasha_Cohen_42.jpg  \n",
      "  inflating: /data/training/Sasha_Cohen_50.jpg  \n",
      "  inflating: /data/training/Sasha_Cohen_51.jpg  \n",
      "  inflating: /data/training/Sasha_Cohen_52.jpg  \n",
      "  inflating: /data/training/T_Boone_Pickens_10.jpg  \n",
      "  inflating: /data/training/T_Boone_Pickens_11.jpg  \n",
      "  inflating: /data/training/T_Boone_Pickens_12.jpg  \n",
      "  inflating: /data/training/T_Boone_Pickens_20.jpg  \n",
      "  inflating: /data/training/T_Boone_Pickens_21.jpg  \n",
      "  inflating: /data/training/T_Boone_Pickens_22.jpg  \n",
      "  inflating: /data/training/T_Boone_Pickens_30.jpg  \n",
      "  inflating: /data/training/T_Boone_Pickens_31.jpg  \n",
      "  inflating: /data/training/T_Boone_Pickens_32.jpg  \n",
      "  inflating: /data/training/T_Boone_Pickens_50.jpg  \n",
      "  inflating: /data/training/T_Boone_Pickens_51.jpg  \n",
      "  inflating: /data/training/T_Boone_Pickens_52.jpg  \n",
      "  inflating: /data/training/Takeo_Hiranuma_00.jpg  \n",
      "  inflating: /data/training/Takeo_Hiranuma_01.jpg  \n",
      "  inflating: /data/training/Takeo_Hiranuma_02.jpg  \n",
      "  inflating: /data/training/Takeo_Hiranuma_10.jpg  \n",
      "  inflating: /data/training/Takeo_Hiranuma_11.jpg  \n",
      "  inflating: /data/training/Takeo_Hiranuma_12.jpg  \n",
      "  inflating: /data/training/Takeo_Hiranuma_30.jpg  \n",
      "  inflating: /data/training/Takeo_Hiranuma_31.jpg  \n",
      "  inflating: /data/training/Takeo_Hiranuma_32.jpg  \n",
      "  inflating: /data/training/Ted_Turner_20.jpg  \n",
      "  inflating: /data/training/Ted_Turner_21.jpg  \n",
      "  inflating: /data/training/Ted_Turner_22.jpg  \n",
      "  inflating: /data/training/Ted_Turner_30.jpg  \n",
      "  inflating: /data/training/Ted_Turner_31.jpg  \n",
      "  inflating: /data/training/Ted_Turner_32.jpg  \n",
      "  inflating: /data/training/Ted_Turner_50.jpg  \n",
      "  inflating: /data/training/Ted_Turner_51.jpg  \n",
      "  inflating: /data/training/Ted_Turner_52.jpg  \n",
      "  inflating: /data/training/Teresa_Heinz_Kerry_00.jpg  \n",
      "  inflating: /data/training/Teresa_Heinz_Kerry_01.jpg  \n",
      "  inflating: /data/training/Teresa_Heinz_Kerry_02.jpg  \n",
      "  inflating: /data/training/Teresa_Heinz_Kerry_10.jpg  \n",
      "  inflating: /data/training/Teresa_Heinz_Kerry_11.jpg  \n",
      "  inflating: /data/training/Teresa_Heinz_Kerry_12.jpg  \n",
      "  inflating: /data/training/Teresa_Heinz_Kerry_20.jpg  \n",
      "  inflating: /data/training/Teresa_Heinz_Kerry_21.jpg  \n",
      "  inflating: /data/training/Teresa_Heinz_Kerry_22.jpg  \n",
      "  inflating: /data/training/Terje_Roed-Larsen_00.jpg  \n",
      "  inflating: /data/training/Terje_Roed-Larsen_01.jpg  \n",
      "  inflating: /data/training/Terje_Roed-Larsen_02.jpg  \n",
      "  inflating: /data/training/Terje_Roed-Larsen_20.jpg  \n",
      "  inflating: /data/training/Terje_Roed-Larsen_21.jpg  \n",
      "  inflating: /data/training/Terje_Roed-Larsen_22.jpg  \n",
      "  inflating: /data/training/Terje_Roed-Larsen_30.jpg  \n",
      "  inflating: /data/training/Terje_Roed-Larsen_31.jpg  \n",
      "  inflating: /data/training/Terje_Roed-Larsen_32.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Tessa_Jowell_00.jpg  \n",
      "  inflating: /data/training/Tessa_Jowell_01.jpg  \n",
      "  inflating: /data/training/Tessa_Jowell_02.jpg  \n",
      "  inflating: /data/training/Tessa_Jowell_20.jpg  \n",
      "  inflating: /data/training/Tessa_Jowell_21.jpg  \n",
      "  inflating: /data/training/Tessa_Jowell_22.jpg  \n",
      "  inflating: /data/training/Tessa_Jowell_30.jpg  \n",
      "  inflating: /data/training/Tessa_Jowell_31.jpg  \n",
      "  inflating: /data/training/Tessa_Jowell_32.jpg  \n",
      "  inflating: /data/training/Tessa_Jowell_50.jpg  \n",
      "  inflating: /data/training/Tessa_Jowell_51.jpg  \n",
      "  inflating: /data/training/Tessa_Jowell_52.jpg  \n",
      "  inflating: /data/training/Thomas_Ferguson_00.jpg  \n",
      "  inflating: /data/training/Thomas_Ferguson_01.jpg  \n",
      "  inflating: /data/training/Thomas_Ferguson_02.jpg  \n",
      "  inflating: /data/training/Thomas_Ferguson_10.jpg  \n",
      "  inflating: /data/training/Thomas_Ferguson_11.jpg  \n",
      "  inflating: /data/training/Thomas_Ferguson_12.jpg  \n",
      "  inflating: /data/training/Thomas_Ferguson_50.jpg  \n",
      "  inflating: /data/training/Thomas_Ferguson_51.jpg  \n",
      "  inflating: /data/training/Thomas_Ferguson_52.jpg  \n",
      "  inflating: /data/training/Tim_Howard_00.jpg  \n",
      "  inflating: /data/training/Tim_Howard_01.jpg  \n",
      "  inflating: /data/training/Tim_Howard_02.jpg  \n",
      "  inflating: /data/training/Tim_Howard_10.jpg  \n",
      "  inflating: /data/training/Tim_Howard_11.jpg  \n",
      "  inflating: /data/training/Tim_Howard_12.jpg  \n",
      "  inflating: /data/training/Tim_Howard_30.jpg  \n",
      "  inflating: /data/training/Tim_Howard_31.jpg  \n",
      "  inflating: /data/training/Tim_Howard_32.jpg  \n",
      "  inflating: /data/training/Tim_Pawlenty_00.jpg  \n",
      "  inflating: /data/training/Tim_Pawlenty_01.jpg  \n",
      "  inflating: /data/training/Tim_Pawlenty_02.jpg  \n",
      "  inflating: /data/training/Tim_Pawlenty_30.jpg  \n",
      "  inflating: /data/training/Tim_Pawlenty_31.jpg  \n",
      "  inflating: /data/training/Tim_Pawlenty_32.jpg  \n",
      "  inflating: /data/training/Tim_Pawlenty_40.jpg  \n",
      "  inflating: /data/training/Tim_Pawlenty_41.jpg  \n",
      "  inflating: /data/training/Tim_Pawlenty_42.jpg  \n",
      "  inflating: /data/training/Tim_Pawlenty_50.jpg  \n",
      "  inflating: /data/training/Tim_Pawlenty_51.jpg  \n",
      "  inflating: /data/training/Tim_Pawlenty_52.jpg  \n",
      "  inflating: /data/training/Timothy_Goebel_00.jpg  \n",
      "  inflating: /data/training/Timothy_Goebel_01.jpg  \n",
      "  inflating: /data/training/Timothy_Goebel_02.jpg  \n",
      "  inflating: /data/training/Timothy_Goebel_30.jpg  \n",
      "  inflating: /data/training/Timothy_Goebel_31.jpg  \n",
      "  inflating: /data/training/Timothy_Goebel_32.jpg  \n",
      "  inflating: /data/training/Timothy_Goebel_40.jpg  \n",
      "  inflating: /data/training/Timothy_Goebel_41.jpg  \n",
      "  inflating: /data/training/Timothy_Goebel_42.jpg  \n",
      "  inflating: /data/training/Timothy_Goebel_50.jpg  \n",
      "  inflating: /data/training/Timothy_Goebel_51.jpg  \n",
      "  inflating: /data/training/Timothy_Goebel_52.jpg  \n",
      "  inflating: /data/training/Tina_Brown_20.jpg  \n",
      "  inflating: /data/training/Tina_Brown_21.jpg  \n",
      "  inflating: /data/training/Tina_Brown_22.jpg  \n",
      "  inflating: /data/training/Tina_Brown_40.jpg  \n",
      "  inflating: /data/training/Tina_Brown_41.jpg  \n",
      "  inflating: /data/training/Tina_Brown_42.jpg  \n",
      "  inflating: /data/training/Tina_Brown_50.jpg  \n",
      "  inflating: /data/training/Tina_Brown_51.jpg  \n",
      "  inflating: /data/training/Tina_Brown_52.jpg  \n",
      "  inflating: /data/training/Tom_Coughlin_20.jpg  \n",
      "  inflating: /data/training/Tom_Coughlin_21.jpg  \n",
      "  inflating: /data/training/Tom_Coughlin_22.jpg  \n",
      "  inflating: /data/training/Tom_Coughlin_30.jpg  \n",
      "  inflating: /data/training/Tom_Coughlin_31.jpg  \n",
      "  inflating: /data/training/Tom_Coughlin_32.jpg  \n",
      "  inflating: /data/training/Tom_Coughlin_50.jpg  \n",
      "  inflating: /data/training/Tom_Coughlin_51.jpg  \n",
      "  inflating: /data/training/Tom_Coughlin_52.jpg  \n",
      "  inflating: /data/training/Tom_Hanks_30.jpg  \n",
      "  inflating: /data/training/Tom_Hanks_31.jpg  \n",
      "  inflating: /data/training/Tom_Hanks_32.jpg  \n",
      "  inflating: /data/training/Tom_Hanks_40.jpg  \n",
      "  inflating: /data/training/Tom_Hanks_41.jpg  \n",
      "  inflating: /data/training/Tom_Hanks_42.jpg  \n",
      "  inflating: /data/training/Tom_Hanks_50.jpg  \n",
      "  inflating: /data/training/Tom_Hanks_51.jpg  \n",
      "  inflating: /data/training/Tom_Hanks_52.jpg  \n",
      "  inflating: /data/training/Tom_Harkin_00.jpg  \n",
      "  inflating: /data/training/Tom_Harkin_01.jpg  \n",
      "  inflating: /data/training/Tom_Harkin_02.jpg  \n",
      "  inflating: /data/training/Tom_Harkin_30.jpg  \n",
      "  inflating: /data/training/Tom_Harkin_31.jpg  \n",
      "  inflating: /data/training/Tom_Harkin_32.jpg  \n",
      "  inflating: /data/training/Tom_Harkin_40.jpg  \n",
      "  inflating: /data/training/Tom_Harkin_41.jpg  \n",
      "  inflating: /data/training/Tom_Harkin_42.jpg  \n",
      "  inflating: /data/training/Tom_Osborne_20.jpg  \n",
      "  inflating: /data/training/Tom_Osborne_21.jpg  \n",
      "  inflating: /data/training/Tom_Osborne_22.jpg  \n",
      "  inflating: /data/training/Tom_Osborne_30.jpg  \n",
      "  inflating: /data/training/Tom_Osborne_31.jpg  \n",
      "  inflating: /data/training/Tom_Osborne_32.jpg  \n",
      "  inflating: /data/training/Tom_Osborne_50.jpg  \n",
      "  inflating: /data/training/Tom_Osborne_51.jpg  \n",
      "  inflating: /data/training/Tom_Osborne_52.jpg  \n",
      "  inflating: /data/training/Tom_Ridge_20.jpg  \n",
      "  inflating: /data/training/Tom_Ridge_21.jpg  \n",
      "  inflating: /data/training/Tom_Ridge_22.jpg  \n",
      "  inflating: /data/training/Tom_Ridge_30.jpg  \n",
      "  inflating: /data/training/Tom_Ridge_31.jpg  \n",
      "  inflating: /data/training/Tom_Ridge_32.jpg  \n",
      "  inflating: /data/training/Tom_Ridge_50.jpg  \n",
      "  inflating: /data/training/Tom_Ridge_51.jpg  \n",
      "  inflating: /data/training/Tom_Ridge_52.jpg  \n",
      "  inflating: /data/training/Tom_Sizemore_00.jpg  \n",
      "  inflating: /data/training/Tom_Sizemore_01.jpg  \n",
      "  inflating: /data/training/Tom_Sizemore_02.jpg  \n",
      "  inflating: /data/training/Tom_Sizemore_10.jpg  \n",
      "  inflating: /data/training/Tom_Sizemore_11.jpg  \n",
      "  inflating: /data/training/Tom_Sizemore_12.jpg  \n",
      "  inflating: /data/training/Tom_Sizemore_20.jpg  \n",
      "  inflating: /data/training/Tom_Sizemore_21.jpg  \n",
      "  inflating: /data/training/Tom_Sizemore_22.jpg  \n",
      "  inflating: /data/training/Valerie_Harper_00.jpg  \n",
      "  inflating: /data/training/Valerie_Harper_01.jpg  \n",
      "  inflating: /data/training/Valerie_Harper_02.jpg  \n",
      "  inflating: /data/training/Valerie_Harper_30.jpg  \n",
      "  inflating: /data/training/Valerie_Harper_31.jpg  \n",
      "  inflating: /data/training/Valerie_Harper_32.jpg  \n",
      "  inflating: /data/training/Valerie_Harper_40.jpg  \n",
      "  inflating: /data/training/Valerie_Harper_41.jpg  \n",
      "  inflating: /data/training/Valerie_Harper_42.jpg  \n",
      "  inflating: /data/training/Valerie_Harper_50.jpg  \n",
      "  inflating: /data/training/Valerie_Harper_51.jpg  \n",
      "  inflating: /data/training/Valerie_Harper_52.jpg  \n",
      "  inflating: /data/training/Vicente_Fox_10.jpg  \n",
      "  inflating: /data/training/Vicente_Fox_11.jpg  \n",
      "  inflating: /data/training/Vicente_Fox_12.jpg  \n",
      "  inflating: /data/training/Vicente_Fox_20.jpg  \n",
      "  inflating: /data/training/Vicente_Fox_21.jpg  \n",
      "  inflating: /data/training/Vicente_Fox_22.jpg  \n",
      "  inflating: /data/training/Vicente_Fox_30.jpg  \n",
      "  inflating: /data/training/Vicente_Fox_31.jpg  \n",
      "  inflating: /data/training/Vicente_Fox_32.jpg  \n",
      "  inflating: /data/training/Vojislav_Seselj_00.jpg  \n",
      "  inflating: /data/training/Vojislav_Seselj_01.jpg  \n",
      "  inflating: /data/training/Vojislav_Seselj_02.jpg  \n",
      "  inflating: /data/training/Vojislav_Seselj_20.jpg  \n",
      "  inflating: /data/training/Vojislav_Seselj_21.jpg  \n",
      "  inflating: /data/training/Vojislav_Seselj_22.jpg  \n",
      "  inflating: /data/training/Vojislav_Seselj_40.jpg  \n",
      "  inflating: /data/training/Vojislav_Seselj_41.jpg  \n",
      "  inflating: /data/training/Vojislav_Seselj_42.jpg  \n",
      "  inflating: /data/training/Vojislav_Seselj_50.jpg  \n",
      "  inflating: /data/training/Vojislav_Seselj_51.jpg  \n",
      "  inflating: /data/training/Vojislav_Seselj_52.jpg  \n",
      "  inflating: /data/training/Warren_Beatty_10.jpg  \n",
      "  inflating: /data/training/Warren_Beatty_11.jpg  \n",
      "  inflating: /data/training/Warren_Beatty_12.jpg  \n",
      "  inflating: /data/training/Warren_Beatty_30.jpg  \n",
      "  inflating: /data/training/Warren_Beatty_31.jpg  \n",
      "  inflating: /data/training/Warren_Beatty_32.jpg  \n",
      "  inflating: /data/training/Warren_Beatty_50.jpg  \n",
      "  inflating: /data/training/Warren_Beatty_51.jpg  \n",
      "  inflating: /data/training/Warren_Beatty_52.jpg  \n",
      "  inflating: /data/training/Warren_Buffett_00.jpg  \n",
      "  inflating: /data/training/Warren_Buffett_01.jpg  \n",
      "  inflating: /data/training/Warren_Buffett_02.jpg  \n",
      "  inflating: /data/training/Warren_Buffett_30.jpg  \n",
      "  inflating: /data/training/Warren_Buffett_31.jpg  \n",
      "  inflating: /data/training/Warren_Buffett_32.jpg  \n",
      "  inflating: /data/training/Warren_Buffett_40.jpg  \n",
      "  inflating: /data/training/Warren_Buffett_41.jpg  \n",
      "  inflating: /data/training/Warren_Buffett_42.jpg  \n",
      "  inflating: /data/training/Warren_Buffett_50.jpg  \n",
      "  inflating: /data/training/Warren_Buffett_51.jpg  \n",
      "  inflating: /data/training/Warren_Buffett_52.jpg  \n",
      "  inflating: /data/training/Wayne_Allard_00.jpg  \n",
      "  inflating: /data/training/Wayne_Allard_01.jpg  \n",
      "  inflating: /data/training/Wayne_Allard_02.jpg  \n",
      "  inflating: /data/training/Wayne_Allard_20.jpg  \n",
      "  inflating: /data/training/Wayne_Allard_21.jpg  \n",
      "  inflating: /data/training/Wayne_Allard_22.jpg  \n",
      "  inflating: /data/training/Wayne_Allard_50.jpg  \n",
      "  inflating: /data/training/Wayne_Allard_51.jpg  \n",
      "  inflating: /data/training/Wayne_Allard_52.jpg  \n",
      "  inflating: /data/training/Wayne_Gretzky_20.jpg  \n",
      "  inflating: /data/training/Wayne_Gretzky_21.jpg  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: /data/training/Wayne_Gretzky_22.jpg  \n",
      "  inflating: /data/training/Wayne_Gretzky_30.jpg  \n",
      "  inflating: /data/training/Wayne_Gretzky_31.jpg  \n",
      "  inflating: /data/training/Wayne_Gretzky_32.jpg  \n",
      "  inflating: /data/training/Wayne_Gretzky_40.jpg  \n",
      "  inflating: /data/training/Wayne_Gretzky_41.jpg  \n",
      "  inflating: /data/training/Wayne_Gretzky_42.jpg  \n",
      "  inflating: /data/training/Wayne_Newton_10.jpg  \n",
      "  inflating: /data/training/Wayne_Newton_11.jpg  \n",
      "  inflating: /data/training/Wayne_Newton_12.jpg  \n",
      "  inflating: /data/training/Wayne_Newton_20.jpg  \n",
      "  inflating: /data/training/Wayne_Newton_21.jpg  \n",
      "  inflating: /data/training/Wayne_Newton_22.jpg  \n",
      "  inflating: /data/training/Wayne_Newton_40.jpg  \n",
      "  inflating: /data/training/Wayne_Newton_41.jpg  \n",
      "  inflating: /data/training/Wayne_Newton_42.jpg  \n",
      "  inflating: /data/training/Wes_Craven_00.jpg  \n",
      "  inflating: /data/training/Wes_Craven_01.jpg  \n",
      "  inflating: /data/training/Wes_Craven_02.jpg  \n",
      "  inflating: /data/training/Wes_Craven_20.jpg  \n",
      "  inflating: /data/training/Wes_Craven_21.jpg  \n",
      "  inflating: /data/training/Wes_Craven_22.jpg  \n",
      "  inflating: /data/training/Wes_Craven_30.jpg  \n",
      "  inflating: /data/training/Wes_Craven_31.jpg  \n",
      "  inflating: /data/training/Wes_Craven_32.jpg  \n",
      "  inflating: /data/training/Wes_Craven_50.jpg  \n",
      "  inflating: /data/training/Wes_Craven_51.jpg  \n",
      "  inflating: /data/training/Wes_Craven_52.jpg  \n",
      "  inflating: /data/training/Wesley_Clark_00.jpg  \n",
      "  inflating: /data/training/Wesley_Clark_01.jpg  \n",
      "  inflating: /data/training/Wesley_Clark_02.jpg  \n",
      "  inflating: /data/training/Wesley_Clark_20.jpg  \n",
      "  inflating: /data/training/Wesley_Clark_21.jpg  \n",
      "  inflating: /data/training/Wesley_Clark_22.jpg  \n",
      "  inflating: /data/training/Wesley_Clark_30.jpg  \n",
      "  inflating: /data/training/Wesley_Clark_31.jpg  \n",
      "  inflating: /data/training/Wesley_Clark_32.jpg  \n",
      "  inflating: /data/training/Wesley_Clark_40.jpg  \n",
      "  inflating: /data/training/Wesley_Clark_41.jpg  \n",
      "  inflating: /data/training/Wesley_Clark_42.jpg  \n",
      "  inflating: /data/training/Whoopi_Goldberg_00.jpg  \n",
      "  inflating: /data/training/Whoopi_Goldberg_01.jpg  \n",
      "  inflating: /data/training/Whoopi_Goldberg_02.jpg  \n",
      "  inflating: /data/training/Whoopi_Goldberg_40.jpg  \n",
      "  inflating: /data/training/Whoopi_Goldberg_41.jpg  \n",
      "  inflating: /data/training/Whoopi_Goldberg_42.jpg  \n",
      "  inflating: /data/training/Whoopi_Goldberg_50.jpg  \n",
      "  inflating: /data/training/Whoopi_Goldberg_51.jpg  \n",
      "  inflating: /data/training/Whoopi_Goldberg_52.jpg  \n",
      "  inflating: /data/training/William_Delahunt_00.jpg  \n",
      "  inflating: /data/training/William_Delahunt_01.jpg  \n",
      "  inflating: /data/training/William_Delahunt_02.jpg  \n",
      "  inflating: /data/training/William_Delahunt_10.jpg  \n",
      "  inflating: /data/training/William_Delahunt_11.jpg  \n",
      "  inflating: /data/training/William_Delahunt_12.jpg  \n",
      "  inflating: /data/training/William_Delahunt_20.jpg  \n",
      "  inflating: /data/training/William_Delahunt_21.jpg  \n",
      "  inflating: /data/training/William_Delahunt_22.jpg  \n",
      "  inflating: /data/training/William_Donaldson_00.jpg  \n",
      "  inflating: /data/training/William_Donaldson_01.jpg  \n",
      "  inflating: /data/training/William_Donaldson_02.jpg  \n",
      "  inflating: /data/training/William_Donaldson_10.jpg  \n",
      "  inflating: /data/training/William_Donaldson_11.jpg  \n",
      "  inflating: /data/training/William_Donaldson_12.jpg  \n",
      "  inflating: /data/training/William_Donaldson_50.jpg  \n",
      "  inflating: /data/training/William_Donaldson_51.jpg  \n",
      "  inflating: /data/training/William_Donaldson_52.jpg  \n",
      "  inflating: /data/training/William_McDonough_00.jpg  \n",
      "  inflating: /data/training/William_McDonough_01.jpg  \n",
      "  inflating: /data/training/William_McDonough_02.jpg  \n",
      "  inflating: /data/training/William_McDonough_20.jpg  \n",
      "  inflating: /data/training/William_McDonough_21.jpg  \n",
      "  inflating: /data/training/William_McDonough_22.jpg  \n",
      "  inflating: /data/training/William_McDonough_30.jpg  \n",
      "  inflating: /data/training/William_McDonough_31.jpg  \n",
      "  inflating: /data/training/William_McDonough_32.jpg  \n",
      "  inflating: /data/training/William_McDonough_40.jpg  \n",
      "  inflating: /data/training/William_McDonough_41.jpg  \n",
      "  inflating: /data/training/William_McDonough_42.jpg  \n",
      "  inflating: /data/training/Yang_Jianli_00.jpg  \n",
      "  inflating: /data/training/Yang_Jianli_01.jpg  \n",
      "  inflating: /data/training/Yang_Jianli_02.jpg  \n",
      "  inflating: /data/training/Yang_Jianli_10.jpg  \n",
      "  inflating: /data/training/Yang_Jianli_11.jpg  \n",
      "  inflating: /data/training/Yang_Jianli_12.jpg  \n",
      "  inflating: /data/training/Yang_Jianli_30.jpg  \n",
      "  inflating: /data/training/Yang_Jianli_31.jpg  \n",
      "  inflating: /data/training/Yang_Jianli_32.jpg  \n",
      "  inflating: /data/training/Yuri_Fedotov_20.jpg  \n",
      "  inflating: /data/training/Yuri_Fedotov_21.jpg  \n",
      "  inflating: /data/training/Yuri_Fedotov_22.jpg  \n",
      "  inflating: /data/training/Yuri_Fedotov_30.jpg  \n",
      "  inflating: /data/training/Yuri_Fedotov_31.jpg  \n",
      "  inflating: /data/training/Yuri_Fedotov_32.jpg  \n",
      "  inflating: /data/training/Yuri_Fedotov_40.jpg  \n",
      "  inflating: /data/training/Yuri_Fedotov_41.jpg  \n",
      "  inflating: /data/training/Yuri_Fedotov_42.jpg  \n",
      "  inflating: /data/training/Zhang_Ziyi_10.jpg  \n",
      "  inflating: /data/training/Zhang_Ziyi_11.jpg  \n",
      "  inflating: /data/training/Zhang_Ziyi_12.jpg  \n",
      "  inflating: /data/training/Zhang_Ziyi_20.jpg  \n",
      "  inflating: /data/training/Zhang_Ziyi_21.jpg  \n",
      "  inflating: /data/training/Zhang_Ziyi_22.jpg  \n",
      "  inflating: /data/training/Zhang_Ziyi_40.jpg  \n",
      "  inflating: /data/training/Zhang_Ziyi_41.jpg  \n",
      "  inflating: /data/training/Zhang_Ziyi_42.jpg  \n",
      "  inflating: /data/training/Zhong_Nanshan_00.jpg  \n",
      "  inflating: /data/training/Zhong_Nanshan_01.jpg  \n",
      "  inflating: /data/training/Zhong_Nanshan_02.jpg  \n",
      "  inflating: /data/training/Zhong_Nanshan_10.jpg  \n",
      "  inflating: /data/training/Zhong_Nanshan_11.jpg  \n",
      "  inflating: /data/training/Zhong_Nanshan_12.jpg  \n",
      "  inflating: /data/training/Zhong_Nanshan_50.jpg  \n",
      "  inflating: /data/training/Zhong_Nanshan_51.jpg  \n",
      "  inflating: /data/training/Zhong_Nanshan_52.jpg  \n",
      "  inflating: /data/training_frames_keypoints.csv  \n"
     ]
    }
   ],
   "source": [
    "# -- DO NOT CHANGE THIS CELL -- #\n",
    "!mkdir /data\n",
    "!wget -P /data/ https://s3.amazonaws.com/video.udacity-data.com/topher/2018/May/5aea1b91_train-test-data/train-test-data.zip\n",
    "!unzip -n /data/train-test-data.zip -d /data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import the required libraries\n",
    "import glob\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, let's load in our training data and display some stats about that dat ato make sure it's been loaded in correctly!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image name:  Luis_Fonsi_21.jpg\n",
      "Landmarks shape:  (68, 2)\n",
      "First 4 key pts: [[  45.   98.]\n",
      " [  47.  106.]\n",
      " [  49.  110.]\n",
      " [  53.  119.]]\n"
     ]
    }
   ],
   "source": [
    "key_pts_frame = pd.read_csv('/data/training_frames_keypoints.csv')\n",
    "\n",
    "n = 0\n",
    "image_name = key_pts_frame.iloc[n, 0]\n",
    "key_pts = key_pts_frame.iloc[n, 1:].as_matrix()\n",
    "key_pts = key_pts.astype('float').reshape(-1, 2)\n",
    "\n",
    "print('Image name: ', image_name)\n",
    "print('Landmarks shape: ', key_pts.shape)\n",
    "print('First 4 key pts: {}'.format(key_pts[:4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of images:  3462\n"
     ]
    }
   ],
   "source": [
    "print('Number of images: ', key_pts_frame.shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Look at some images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_keypoints(image, key_pts):\n",
    "    \"\"\"Show image with keypoints\"\"\"\n",
    "    plt.imshow(image)\n",
    "    plt.scatter(key_pts[:, 0], key_pts[:, 1], s=20, marker='.', c='m')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1efc6ec4e0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 0\n",
    "image_name = key_pts_frame.iloc[n, 0]\n",
    "key_pts = key_pts_frame.iloc[n, 1:].as_matrix()\n",
    "key_pts = key_pts.astype('float').reshape(-1, 2)\n",
    "\n",
    "plt.figure(figsize=(5, 5))\n",
    "show_keypoints(mpimg.imread(os.path.join('/data/training/', image_name)), key_pts)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset class and Transformations\n",
    "\n",
    "To prepare our data for training, we'll be using PyTorch's Dataset class.\n",
    "\n",
    "#### Dataset class\n",
    "\n",
    "``torch.utils.data.Dataset`` is an abstract class representing a\n",
    "dataset. This class will allow us to load batches of image/keypoint data, and uniformly apply transformations to our data, such as rescaling and normalizing images for training a neural network.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import Dataset, DataLoader\n",
    "\n",
    "class FacialKeypointsDataset(Dataset):\n",
    "\n",
    "    def __init__(self, csv_file, root_dir, transform=None):\n",
    "        self.key_pts_frame = pd.read_csv(csv_file)\n",
    "        self.root_dir = root_dir\n",
    "        self.transform = transform\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.key_pts_frame)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        image_name = os.path.join(self.root_dir,\n",
    "                                self.key_pts_frame.iloc[idx, 0])\n",
    "        \n",
    "        image = mpimg.imread(image_name)\n",
    "        \n",
    "        if(image.shape[2] == 4):\n",
    "            image = image[:,:,0:3]\n",
    "        \n",
    "        key_pts = self.key_pts_frame.iloc[idx, 1:].as_matrix()\n",
    "        key_pts = key_pts.astype('float').reshape(-1, 2)\n",
    "        sample = {'image': image, 'keypoints': key_pts}\n",
    "\n",
    "        if self.transform:\n",
    "            sample = self.transform(sample)\n",
    "\n",
    "        return sample"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we've defined this class, let's instantiate the dataset and display some images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of dataset:  3462\n"
     ]
    }
   ],
   "source": [
    "# Constructing the dataset\n",
    "face_dataset = FacialKeypointsDataset(csv_file='/data/training_frames_keypoints.csv',\n",
    "                                      root_dir='/data/training/')\n",
    "\n",
    "# printing some stats about the dataset\n",
    "print('Length of dataset: ', len(face_dataset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 (141, 115, 3) (68, 2)\n",
      "1 (166, 152, 3) (68, 2)\n",
      "2 (260, 218, 3) (68, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1ec6f0c400>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1ec6af4470>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1ec6ab9358>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Displaying a few of the images from the dataset\n",
    "num_to_display = 3\n",
    "\n",
    "for i in range(num_to_display):\n",
    "    \n",
    "    fig = plt.figure(figsize=(20,10))\n",
    "    \n",
    "    rand_i = np.random.randint(0, len(face_dataset))\n",
    "    sample = face_dataset[rand_i]\n",
    "\n",
    "    print(i, sample['image'].shape, sample['keypoints'].shape)\n",
    "\n",
    "    ax = plt.subplot(1, num_to_display, i + 1)\n",
    "    ax.set_title('Sample #{}'.format(i))\n",
    "    \n",
    "    show_keypoints(sample['image'], sample['keypoints'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transforms\n",
    "\n",
    "Now, the images above are not of the same size, and neural networks often expect images that are standardized; a fixed size, with a normalized range for color ranges and coordinates, and (for PyTorch) converted from numpy lists and arrays to Tensors.\n",
    "\n",
    "Therefore, we will need to write some pre-processing code.\n",
    "\n",
    "Observe below how these transforms are generally applied to both the image and its keypoints.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torchvision import transforms, utils\n",
    "\n",
    "class Normalize(object):\n",
    "\n",
    "    def __call__(self, sample):\n",
    "        image, key_pts = sample['image'], sample['keypoints']\n",
    "        \n",
    "        image_copy = np.copy(image)\n",
    "        key_pts_copy = np.copy(key_pts)\n",
    "\n",
    "        image_copy = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)\n",
    "        \n",
    "        image_copy=  image_copy/255.0\n",
    "        \n",
    "        key_pts_copy = (key_pts_copy - 100)/50.0\n",
    "\n",
    "\n",
    "        return {'image': image_copy, 'keypoints': key_pts_copy}\n",
    "\n",
    "\n",
    "class Rescale(object):\n",
    "\n",
    "    def __init__(self, output_size):\n",
    "        assert isinstance(output_size, (int, tuple))\n",
    "        self.output_size = output_size\n",
    "\n",
    "    def __call__(self, sample):\n",
    "        image, key_pts = sample['image'], sample['keypoints']\n",
    "\n",
    "        h, w = image.shape[:2]\n",
    "        if isinstance(self.output_size, int):\n",
    "            if h > w:\n",
    "                new_h, new_w = self.output_size * h / w, self.output_size\n",
    "            else:\n",
    "                new_h, new_w = self.output_size, self.output_size * w / h\n",
    "        else:\n",
    "            new_h, new_w = self.output_size\n",
    "\n",
    "        new_h, new_w = int(new_h), int(new_w)\n",
    "\n",
    "        img = cv2.resize(image, (new_w, new_h))\n",
    "        \n",
    "        key_pts = key_pts * [new_w / w, new_h / h]\n",
    "\n",
    "        return {'image': img, 'keypoints': key_pts}\n",
    "\n",
    "\n",
    "class RandomCrop(object):\n",
    "    def __init__(self, output_size):\n",
    "        assert isinstance(output_size, (int, tuple))\n",
    "        if isinstance(output_size, int):\n",
    "            self.output_size = (output_size, output_size)\n",
    "        else:\n",
    "            assert len(output_size) == 2\n",
    "            self.output_size = output_size\n",
    "\n",
    "    def __call__(self, sample):\n",
    "        image, key_pts = sample['image'], sample['keypoints']\n",
    "\n",
    "        h, w = image.shape[:2]\n",
    "        new_h, new_w = self.output_size\n",
    "\n",
    "        top = np.random.randint(0, h - new_h)\n",
    "        left = np.random.randint(0, w - new_w)\n",
    "\n",
    "        image = image[top: top + new_h,\n",
    "                      left: left + new_w]\n",
    "\n",
    "        key_pts = key_pts - [left, top]\n",
    "\n",
    "        return {'image': image, 'keypoints': key_pts}\n",
    "\n",
    "\n",
    "class ToTensor(object):\n",
    "    \"\"\"Convert ndarrays in sample to Tensors.\"\"\"\n",
    "\n",
    "    def __call__(self, sample):\n",
    "        image, key_pts = sample['image'], sample['keypoints']\n",
    "         \n",
    "        if(len(image.shape) == 2):\n",
    "            image = image.reshape(image.shape[0], image.shape[1], 1)\n",
    "            \n",
    "        image = image.transpose((2, 0, 1))\n",
    "        \n",
    "        return {'image': torch.from_numpy(image),\n",
    "                'keypoints': torch.from_numpy(key_pts)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test out the transforms\n",
    "\n",
    "Let's test these transforms out to make sure they behave as expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1ec6a871d0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rescale = Rescale(100)\n",
    "crop = RandomCrop(50)\n",
    "composed = transforms.Compose([Rescale(250),\n",
    "                               RandomCrop(224)])\n",
    "\n",
    "test_num = 500\n",
    "sample = face_dataset[test_num]\n",
    "\n",
    "fig = plt.figure()\n",
    "for i, tx in enumerate([rescale, crop, composed]):\n",
    "    transformed_sample = tx(sample)\n",
    "\n",
    "    ax = plt.subplot(1, 3, i + 1)\n",
    "    plt.tight_layout()\n",
    "    ax.set_title(type(tx).__name__)\n",
    "    show_keypoints(transformed_sample['image'], transformed_sample['keypoints'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create the transformed dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_transform = transforms.Compose([Rescale(250),\n",
    "                                     RandomCrop(224),\n",
    "                                     Normalize(),\n",
    "                                     ToTensor()])\n",
    "\n",
    "transformed_dataset = FacialKeypointsDataset(csv_file='/data/training_frames_keypoints.csv',\n",
    "                                             root_dir='/data/training/',\n",
    "                                             transform=data_transform)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of images:  3462\n",
      "0 torch.Size([1, 224, 224]) torch.Size([68, 2])\n",
      "1 torch.Size([1, 224, 224]) torch.Size([68, 2])\n",
      "2 torch.Size([1, 224, 224]) torch.Size([68, 2])\n",
      "3 torch.Size([1, 224, 224]) torch.Size([68, 2])\n",
      "4 torch.Size([1, 224, 224]) torch.Size([68, 2])\n"
     ]
    }
   ],
   "source": [
    "print('Number of images: ', len(transformed_dataset))\n",
    "\n",
    "for i in range(5):\n",
    "    sample = transformed_dataset[i]\n",
    "    print(i, sample['image'].size(), sample['keypoints'].size())\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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}