feature-extration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import face_recognition\n",
    "from face_recognition import face_locations\n",
    "import os\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "# I used mat73_to_pickle.py from https://github.com/emanuele/convert_matlab73_hdf5\n",
    "from mat73_to_pickle import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# set data paths\n",
    "data_dir = '/home/dhwon/data_hdd2/LFWA_plus/'\n",
    "img_dir = os.path.join(data_dir, 'lfw')\n",
    "indices_path = os.path.join(data_dir, 'indices_train_test.mat')\n",
    "attr_path = os.path.join(data_dir, 'lfw_att_73.mat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "...                                                  ...    ...    ...    ...   \n",
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       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg       1.0    0.0    1.0    0.0   \n",
       "\n",
       "                                                    Baby  Child  Youth  \\\n",
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       "...                                                  ...    ...    ...   \n",
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       "Zico/Zico_0002.jpg                                   0.0    0.0    0.0   \n",
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       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg       0.0    0.0    0.0   \n",
       "\n",
       "                                                    Middle Aged  Senior  \\\n",
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       "Aaron_Guiel/Aaron_Guiel_0001.jpg                            0.0     0.0   \n",
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       "Aaron_Pena/Aaron_Pena_0001.jpg                              0.0     0.0   \n",
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       "Abba_Eban/Abba_Eban_0001.jpg                                0.0     1.0   \n",
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       "Abdoulaye_Wade/Abdoulaye_Wade_0004.jpg                      0.0     0.0   \n",
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       "Abdullah/Abdullah_0001.jpg                                  1.0     0.0   \n",
       "Abdullah/Abdullah_0002.jpg                                  0.0     0.0   \n",
       "Abdullah/Abdullah_0003.jpg                                  1.0     0.0   \n",
       "Abdullah/Abdullah_0004.jpg                                  0.0     0.0   \n",
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       "...                                                         ...     ...   \n",
       "Zhong_Nanshan/Zhong_Nanshan_0001.jpg                        0.0     0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0001.jpg                              0.0     1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0002.jpg                              0.0     1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0003.jpg                              0.0     1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0004.jpg                              0.0     1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0005.jpg                              0.0     0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0006.jpg                              0.0     1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0007.jpg                              0.0     1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0008.jpg                              0.0     1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0009.jpg                              1.0     1.0   \n",
       "Zico/Zico_0001.jpg                                          0.0     0.0   \n",
       "Zico/Zico_0002.jpg                                          0.0     0.0   \n",
       "Zico/Zico_0003.jpg                                          0.0     0.0   \n",
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       "Zinedine_Zidane/Zinedine_Zidane_0006.jpg                    0.0     0.0   \n",
       "Ziwang_Xu/Ziwang_Xu_0001.jpg                                0.0     0.0   \n",
       "Zoe_Ball/Zoe_Ball_0001.jpg                                  0.0     0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0001.jpg                      0.0     1.0   \n",
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       "Zorica_Radovic/Zorica_Radovic_0001.jpg                      0.0     0.0   \n",
       "Zulfiqar_Ahmed/Zulfiqar_Ahmed_0001.jpg                      1.0     0.0   \n",
       "Zumrati_Juma/Zumrati_Juma_0001.jpg                          0.0     1.0   \n",
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       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg              0.0     0.0   \n",
       "\n",
       "                                                    Black Hair  \\\n",
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       "Aaron_Guiel/Aaron_Guiel_0001.jpg                           0.0   \n",
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       "Aaron_Pena/Aaron_Pena_0001.jpg                             1.0   \n",
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       "Aaron_Sorkin/Aaron_Sorkin_0002.jpg                         0.0   \n",
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       "Abba_Eban/Abba_Eban_0001.jpg                               0.0   \n",
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       "Abdullah/Abdullah_0001.jpg                                 0.0   \n",
       "Abdullah/Abdullah_0002.jpg                                 0.0   \n",
       "Abdullah/Abdullah_0003.jpg                                 0.0   \n",
       "Abdullah/Abdullah_0004.jpg                                 1.0   \n",
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       "...                                                        ...   \n",
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       "Zhu_Rongji/Zhu_Rongji_0005.jpg                             1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0006.jpg                             1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0007.jpg                             1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0008.jpg                             1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0009.jpg                             1.0   \n",
       "Zico/Zico_0001.jpg                                         0.0   \n",
       "Zico/Zico_0002.jpg                                         0.0   \n",
       "Zico/Zico_0003.jpg                                         0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0001.jpg                   0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0002.jpg                   0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0003.jpg                   0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0004.jpg                   0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0005.jpg                   0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0006.jpg                   0.0   \n",
       "Ziwang_Xu/Ziwang_Xu_0001.jpg                               0.0   \n",
       "Zoe_Ball/Zoe_Ball_0001.jpg                                 0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0001.jpg                     0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0002.jpg                     0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0003.jpg                     0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0004.jpg                     0.0   \n",
       "Zorica_Radovic/Zorica_Radovic_0001.jpg                     1.0   \n",
       "Zulfiqar_Ahmed/Zulfiqar_Ahmed_0001.jpg                     1.0   \n",
       "Zumrati_Juma/Zumrati_Juma_0001.jpg                         0.0   \n",
       "Zurab_Tsereteli/Zurab_Tsereteli_0001.jpg                   0.0   \n",
       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg             0.0   \n",
       "\n",
       "                                                          ...         \\\n",
       "Aaron_Eckhart/Aaron_Eckhart_0001.jpg                      ...          \n",
       "Aaron_Guiel/Aaron_Guiel_0001.jpg                          ...          \n",
       "Aaron_Patterson/Aaron_Patterson_0001.jpg                  ...          \n",
       "Aaron_Peirsol/Aaron_Peirsol_0001.jpg                      ...          \n",
       "Aaron_Peirsol/Aaron_Peirsol_0002.jpg                      ...          \n",
       "Aaron_Peirsol/Aaron_Peirsol_0003.jpg                      ...          \n",
       "Aaron_Peirsol/Aaron_Peirsol_0004.jpg                      ...          \n",
       "Aaron_Pena/Aaron_Pena_0001.jpg                            ...          \n",
       "Aaron_Sorkin/Aaron_Sorkin_0001.jpg                        ...          \n",
       "Aaron_Sorkin/Aaron_Sorkin_0002.jpg                        ...          \n",
       "Aaron_Tippin/Aaron_Tippin_0001.jpg                        ...          \n",
       "Abba_Eban/Abba_Eban_0001.jpg                              ...          \n",
       "Abbas_Kiarostami/Abbas_Kiarostami_0001.jpg                ...          \n",
       "Abdel_Aziz_Al-Hakim/Abdel_Aziz_Al-Hakim_0001.jpg          ...          \n",
       "Abdel_Madi_Shabneh/Abdel_Madi_Shabneh_0001.jpg            ...          \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0001.jpg          ...          \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0002.jpg          ...          \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0001.jpg                    ...          \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0002.jpg                    ...          \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0003.jpg                    ...          \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0004.jpg                    ...          \n",
       "Abdulaziz_Kamilov/Abdulaziz_Kamilov_0001.jpg              ...          \n",
       "Abdullah/Abdullah_0001.jpg                                ...          \n",
       "Abdullah/Abdullah_0002.jpg                                ...          \n",
       "Abdullah/Abdullah_0003.jpg                                ...          \n",
       "Abdullah/Abdullah_0004.jpg                                ...          \n",
       "Abdullah_Ahmad_Badawi/Abdullah_Ahmad_Badawi_000...        ...          \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0001.jpg          ...          \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0002.jpg          ...          \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0003.jpg          ...          \n",
       "...                                                       ...          \n",
       "Zhong_Nanshan/Zhong_Nanshan_0001.jpg                      ...          \n",
       "Zhu_Rongji/Zhu_Rongji_0001.jpg                            ...          \n",
       "Zhu_Rongji/Zhu_Rongji_0002.jpg                            ...          \n",
       "Zhu_Rongji/Zhu_Rongji_0003.jpg                            ...          \n",
       "Zhu_Rongji/Zhu_Rongji_0004.jpg                            ...          \n",
       "Zhu_Rongji/Zhu_Rongji_0005.jpg                            ...          \n",
       "Zhu_Rongji/Zhu_Rongji_0006.jpg                            ...          \n",
       "Zhu_Rongji/Zhu_Rongji_0007.jpg                            ...          \n",
       "Zhu_Rongji/Zhu_Rongji_0008.jpg                            ...          \n",
       "Zhu_Rongji/Zhu_Rongji_0009.jpg                            ...          \n",
       "Zico/Zico_0001.jpg                                        ...          \n",
       "Zico/Zico_0002.jpg                                        ...          \n",
       "Zico/Zico_0003.jpg                                        ...          \n",
       "Zinedine_Zidane/Zinedine_Zidane_0001.jpg                  ...          \n",
       "Zinedine_Zidane/Zinedine_Zidane_0002.jpg                  ...          \n",
       "Zinedine_Zidane/Zinedine_Zidane_0003.jpg                  ...          \n",
       "Zinedine_Zidane/Zinedine_Zidane_0004.jpg                  ...          \n",
       "Zinedine_Zidane/Zinedine_Zidane_0005.jpg                  ...          \n",
       "Zinedine_Zidane/Zinedine_Zidane_0006.jpg                  ...          \n",
       "Ziwang_Xu/Ziwang_Xu_0001.jpg                              ...          \n",
       "Zoe_Ball/Zoe_Ball_0001.jpg                                ...          \n",
       "Zoran_Djindjic/Zoran_Djindjic_0001.jpg                    ...          \n",
       "Zoran_Djindjic/Zoran_Djindjic_0002.jpg                    ...          \n",
       "Zoran_Djindjic/Zoran_Djindjic_0003.jpg                    ...          \n",
       "Zoran_Djindjic/Zoran_Djindjic_0004.jpg                    ...          \n",
       "Zorica_Radovic/Zorica_Radovic_0001.jpg                    ...          \n",
       "Zulfiqar_Ahmed/Zulfiqar_Ahmed_0001.jpg                    ...          \n",
       "Zumrati_Juma/Zumrati_Juma_0001.jpg                        ...          \n",
       "Zurab_Tsereteli/Zurab_Tsereteli_0001.jpg                  ...          \n",
       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg            ...          \n",
       "\n",
       "                                                    Pale Skin  \\\n",
       "Aaron_Eckhart/Aaron_Eckhart_0001.jpg                      1.0   \n",
       "Aaron_Guiel/Aaron_Guiel_0001.jpg                          0.0   \n",
       "Aaron_Patterson/Aaron_Patterson_0001.jpg                  1.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0001.jpg                      1.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0002.jpg                      0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0003.jpg                      1.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0004.jpg                      1.0   \n",
       "Aaron_Pena/Aaron_Pena_0001.jpg                            0.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0001.jpg                        0.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0002.jpg                        1.0   \n",
       "Aaron_Tippin/Aaron_Tippin_0001.jpg                        1.0   \n",
       "Abba_Eban/Abba_Eban_0001.jpg                              1.0   \n",
       "Abbas_Kiarostami/Abbas_Kiarostami_0001.jpg                0.0   \n",
       "Abdel_Aziz_Al-Hakim/Abdel_Aziz_Al-Hakim_0001.jpg          0.0   \n",
       "Abdel_Madi_Shabneh/Abdel_Madi_Shabneh_0001.jpg            1.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0001.jpg          0.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0002.jpg          0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0001.jpg                    0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0002.jpg                    0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0003.jpg                    0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0004.jpg                    0.0   \n",
       "Abdulaziz_Kamilov/Abdulaziz_Kamilov_0001.jpg              0.0   \n",
       "Abdullah/Abdullah_0001.jpg                                1.0   \n",
       "Abdullah/Abdullah_0002.jpg                                0.0   \n",
       "Abdullah/Abdullah_0003.jpg                                0.0   \n",
       "Abdullah/Abdullah_0004.jpg                                0.0   \n",
       "Abdullah_Ahmad_Badawi/Abdullah_Ahmad_Badawi_000...        0.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0001.jpg          1.0   \n",
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       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0003.jpg          0.0   \n",
       "...                                                       ...   \n",
       "Zhong_Nanshan/Zhong_Nanshan_0001.jpg                      1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0001.jpg                            1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0002.jpg                            0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0003.jpg                            1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0004.jpg                            1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0005.jpg                            1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0006.jpg                            1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0007.jpg                            1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0008.jpg                            0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0009.jpg                            1.0   \n",
       "Zico/Zico_0001.jpg                                        1.0   \n",
       "Zico/Zico_0002.jpg                                        0.0   \n",
       "Zico/Zico_0003.jpg                                        0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0001.jpg                  1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0002.jpg                  1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0003.jpg                  1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0004.jpg                  1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0005.jpg                  0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0006.jpg                  1.0   \n",
       "Ziwang_Xu/Ziwang_Xu_0001.jpg                              0.0   \n",
       "Zoe_Ball/Zoe_Ball_0001.jpg                                0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0001.jpg                    0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0002.jpg                    1.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0003.jpg                    0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0004.jpg                    1.0   \n",
       "Zorica_Radovic/Zorica_Radovic_0001.jpg                    0.0   \n",
       "Zulfiqar_Ahmed/Zulfiqar_Ahmed_0001.jpg                    0.0   \n",
       "Zumrati_Juma/Zumrati_Juma_0001.jpg                        0.0   \n",
       "Zurab_Tsereteli/Zurab_Tsereteli_0001.jpg                  0.0   \n",
       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg            1.0   \n",
       "\n",
       "                                                    5 o Clock Shadow  \\\n",
       "Aaron_Eckhart/Aaron_Eckhart_0001.jpg                             1.0   \n",
       "Aaron_Guiel/Aaron_Guiel_0001.jpg                                 0.0   \n",
       "Aaron_Patterson/Aaron_Patterson_0001.jpg                         1.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0001.jpg                             0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0002.jpg                             0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0003.jpg                             0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0004.jpg                             0.0   \n",
       "Aaron_Pena/Aaron_Pena_0001.jpg                                   1.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0001.jpg                               0.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0002.jpg                               1.0   \n",
       "Aaron_Tippin/Aaron_Tippin_0001.jpg                               1.0   \n",
       "Abba_Eban/Abba_Eban_0001.jpg                                     0.0   \n",
       "Abbas_Kiarostami/Abbas_Kiarostami_0001.jpg                       0.0   \n",
       "Abdel_Aziz_Al-Hakim/Abdel_Aziz_Al-Hakim_0001.jpg                 1.0   \n",
       "Abdel_Madi_Shabneh/Abdel_Madi_Shabneh_0001.jpg                   1.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0001.jpg                 1.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0002.jpg                 1.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0001.jpg                           1.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0002.jpg                           1.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0003.jpg                           1.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0004.jpg                           1.0   \n",
       "Abdulaziz_Kamilov/Abdulaziz_Kamilov_0001.jpg                     0.0   \n",
       "Abdullah/Abdullah_0001.jpg                                       1.0   \n",
       "Abdullah/Abdullah_0002.jpg                                       1.0   \n",
       "Abdullah/Abdullah_0003.jpg                                       1.0   \n",
       "Abdullah/Abdullah_0004.jpg                                       1.0   \n",
       "Abdullah_Ahmad_Badawi/Abdullah_Ahmad_Badawi_000...               0.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0001.jpg                 1.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0002.jpg                 1.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0003.jpg                 0.0   \n",
       "...                                                              ...   \n",
       "Zhong_Nanshan/Zhong_Nanshan_0001.jpg                             0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0001.jpg                                   1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0002.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0003.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0004.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0005.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0006.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0007.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0008.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0009.jpg                                   0.0   \n",
       "Zico/Zico_0001.jpg                                               1.0   \n",
       "Zico/Zico_0002.jpg                                               1.0   \n",
       "Zico/Zico_0003.jpg                                               0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0001.jpg                         1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0002.jpg                         0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0003.jpg                         1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0004.jpg                         1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0005.jpg                         0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0006.jpg                         1.0   \n",
       "Ziwang_Xu/Ziwang_Xu_0001.jpg                                     0.0   \n",
       "Zoe_Ball/Zoe_Ball_0001.jpg                                       0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0001.jpg                           0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0002.jpg                           0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0003.jpg                           0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0004.jpg                           0.0   \n",
       "Zorica_Radovic/Zorica_Radovic_0001.jpg                           0.0   \n",
       "Zulfiqar_Ahmed/Zulfiqar_Ahmed_0001.jpg                           1.0   \n",
       "Zumrati_Juma/Zumrati_Juma_0001.jpg                               0.0   \n",
       "Zurab_Tsereteli/Zurab_Tsereteli_0001.jpg                         0.0   \n",
       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg                   0.0   \n",
       "\n",
       "                                                    Strong Nose-Mouth Lines  \\\n",
       "Aaron_Eckhart/Aaron_Eckhart_0001.jpg                                    0.0   \n",
       "Aaron_Guiel/Aaron_Guiel_0001.jpg                                        1.0   \n",
       "Aaron_Patterson/Aaron_Patterson_0001.jpg                                0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0001.jpg                                    1.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0002.jpg                                    1.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0003.jpg                                    1.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0004.jpg                                    0.0   \n",
       "Aaron_Pena/Aaron_Pena_0001.jpg                                          0.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0001.jpg                                      1.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0002.jpg                                      1.0   \n",
       "Aaron_Tippin/Aaron_Tippin_0001.jpg                                      1.0   \n",
       "Abba_Eban/Abba_Eban_0001.jpg                                            1.0   \n",
       "Abbas_Kiarostami/Abbas_Kiarostami_0001.jpg                              0.0   \n",
       "Abdel_Aziz_Al-Hakim/Abdel_Aziz_Al-Hakim_0001.jpg                        0.0   \n",
       "Abdel_Madi_Shabneh/Abdel_Madi_Shabneh_0001.jpg                          0.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0001.jpg                        0.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0002.jpg                        0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0001.jpg                                  1.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0002.jpg                                  1.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0003.jpg                                  0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0004.jpg                                  1.0   \n",
       "Abdulaziz_Kamilov/Abdulaziz_Kamilov_0001.jpg                            1.0   \n",
       "Abdullah/Abdullah_0001.jpg                                              0.0   \n",
       "Abdullah/Abdullah_0002.jpg                                              0.0   \n",
       "Abdullah/Abdullah_0003.jpg                                              0.0   \n",
       "Abdullah/Abdullah_0004.jpg                                              0.0   \n",
       "Abdullah_Ahmad_Badawi/Abdullah_Ahmad_Badawi_000...                      1.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0001.jpg                        1.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0002.jpg                        0.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0003.jpg                        0.0   \n",
       "...                                                                     ...   \n",
       "Zhong_Nanshan/Zhong_Nanshan_0001.jpg                                    0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0001.jpg                                          1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0002.jpg                                          1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0003.jpg                                          1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0004.jpg                                          1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0005.jpg                                          1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0006.jpg                                          1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0007.jpg                                          1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0008.jpg                                          1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0009.jpg                                          0.0   \n",
       "Zico/Zico_0001.jpg                                                      1.0   \n",
       "Zico/Zico_0002.jpg                                                      1.0   \n",
       "Zico/Zico_0003.jpg                                                      1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0001.jpg                                0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0002.jpg                                0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0003.jpg                                1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0004.jpg                                1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0005.jpg                                0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0006.jpg                                0.0   \n",
       "Ziwang_Xu/Ziwang_Xu_0001.jpg                                            1.0   \n",
       "Zoe_Ball/Zoe_Ball_0001.jpg                                              0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0001.jpg                                  1.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0002.jpg                                  1.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0003.jpg                                  0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0004.jpg                                  1.0   \n",
       "Zorica_Radovic/Zorica_Radovic_0001.jpg                                  0.0   \n",
       "Zulfiqar_Ahmed/Zulfiqar_Ahmed_0001.jpg                                  0.0   \n",
       "Zumrati_Juma/Zumrati_Juma_0001.jpg                                      1.0   \n",
       "Zurab_Tsereteli/Zurab_Tsereteli_0001.jpg                                1.0   \n",
       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg                          0.0   \n",
       "\n",
       "                                                    Wearing Lipstick  \\\n",
       "Aaron_Eckhart/Aaron_Eckhart_0001.jpg                             0.0   \n",
       "Aaron_Guiel/Aaron_Guiel_0001.jpg                                 0.0   \n",
       "Aaron_Patterson/Aaron_Patterson_0001.jpg                         0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0001.jpg                             0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0002.jpg                             0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0003.jpg                             0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0004.jpg                             0.0   \n",
       "Aaron_Pena/Aaron_Pena_0001.jpg                                   0.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0001.jpg                               0.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0002.jpg                               0.0   \n",
       "Aaron_Tippin/Aaron_Tippin_0001.jpg                               0.0   \n",
       "Abba_Eban/Abba_Eban_0001.jpg                                     0.0   \n",
       "Abbas_Kiarostami/Abbas_Kiarostami_0001.jpg                       0.0   \n",
       "Abdel_Aziz_Al-Hakim/Abdel_Aziz_Al-Hakim_0001.jpg                 0.0   \n",
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       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0002.jpg                 0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0001.jpg                           0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0002.jpg                           0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0003.jpg                           0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0004.jpg                           0.0   \n",
       "Abdulaziz_Kamilov/Abdulaziz_Kamilov_0001.jpg                     0.0   \n",
       "Abdullah/Abdullah_0001.jpg                                       0.0   \n",
       "Abdullah/Abdullah_0002.jpg                                       0.0   \n",
       "Abdullah/Abdullah_0003.jpg                                       0.0   \n",
       "Abdullah/Abdullah_0004.jpg                                       0.0   \n",
       "Abdullah_Ahmad_Badawi/Abdullah_Ahmad_Badawi_000...               0.0   \n",
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       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0003.jpg                 0.0   \n",
       "...                                                              ...   \n",
       "Zhong_Nanshan/Zhong_Nanshan_0001.jpg                             0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0001.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0002.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0003.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0004.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0005.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0006.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0007.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0008.jpg                                   0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0009.jpg                                   0.0   \n",
       "Zico/Zico_0001.jpg                                               0.0   \n",
       "Zico/Zico_0002.jpg                                               0.0   \n",
       "Zico/Zico_0003.jpg                                               0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0001.jpg                         0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0002.jpg                         0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0003.jpg                         0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0004.jpg                         0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0005.jpg                         0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0006.jpg                         0.0   \n",
       "Ziwang_Xu/Ziwang_Xu_0001.jpg                                     0.0   \n",
       "Zoe_Ball/Zoe_Ball_0001.jpg                                       1.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0001.jpg                           0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0002.jpg                           0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0003.jpg                           0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0004.jpg                           0.0   \n",
       "Zorica_Radovic/Zorica_Radovic_0001.jpg                           1.0   \n",
       "Zulfiqar_Ahmed/Zulfiqar_Ahmed_0001.jpg                           0.0   \n",
       "Zumrati_Juma/Zumrati_Juma_0001.jpg                               0.0   \n",
       "Zurab_Tsereteli/Zurab_Tsereteli_0001.jpg                         0.0   \n",
       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg                   0.0   \n",
       "\n",
       "                                                    Flushed Face  \\\n",
       "Aaron_Eckhart/Aaron_Eckhart_0001.jpg                         0.0   \n",
       "Aaron_Guiel/Aaron_Guiel_0001.jpg                             0.0   \n",
       "Aaron_Patterson/Aaron_Patterson_0001.jpg                     0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0001.jpg                         0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0002.jpg                         0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0003.jpg                         0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0004.jpg                         0.0   \n",
       "Aaron_Pena/Aaron_Pena_0001.jpg                               0.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0001.jpg                           0.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0002.jpg                           0.0   \n",
       "Aaron_Tippin/Aaron_Tippin_0001.jpg                           0.0   \n",
       "Abba_Eban/Abba_Eban_0001.jpg                                 1.0   \n",
       "Abbas_Kiarostami/Abbas_Kiarostami_0001.jpg                   0.0   \n",
       "Abdel_Aziz_Al-Hakim/Abdel_Aziz_Al-Hakim_0001.jpg             0.0   \n",
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       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0001.jpg             0.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0002.jpg             0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0001.jpg                       0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0002.jpg                       0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0003.jpg                       0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0004.jpg                       0.0   \n",
       "Abdulaziz_Kamilov/Abdulaziz_Kamilov_0001.jpg                 0.0   \n",
       "Abdullah/Abdullah_0001.jpg                                   0.0   \n",
       "Abdullah/Abdullah_0002.jpg                                   1.0   \n",
       "Abdullah/Abdullah_0003.jpg                                   0.0   \n",
       "Abdullah/Abdullah_0004.jpg                                   0.0   \n",
       "Abdullah_Ahmad_Badawi/Abdullah_Ahmad_Badawi_000...           1.0   \n",
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       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0002.jpg             1.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0003.jpg             0.0   \n",
       "...                                                          ...   \n",
       "Zhong_Nanshan/Zhong_Nanshan_0001.jpg                         0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0001.jpg                               0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0002.jpg                               0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0003.jpg                               0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0004.jpg                               0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0005.jpg                               0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0006.jpg                               0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0007.jpg                               0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0008.jpg                               0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0009.jpg                               0.0   \n",
       "Zico/Zico_0001.jpg                                           0.0   \n",
       "Zico/Zico_0002.jpg                                           1.0   \n",
       "Zico/Zico_0003.jpg                                           0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0001.jpg                     0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0002.jpg                     0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0003.jpg                     0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0004.jpg                     0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0005.jpg                     0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0006.jpg                     0.0   \n",
       "Ziwang_Xu/Ziwang_Xu_0001.jpg                                 0.0   \n",
       "Zoe_Ball/Zoe_Ball_0001.jpg                                   0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0001.jpg                       0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0002.jpg                       0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0003.jpg                       0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0004.jpg                       1.0   \n",
       "Zorica_Radovic/Zorica_Radovic_0001.jpg                       0.0   \n",
       "Zulfiqar_Ahmed/Zulfiqar_Ahmed_0001.jpg                       0.0   \n",
       "Zumrati_Juma/Zumrati_Juma_0001.jpg                           0.0   \n",
       "Zurab_Tsereteli/Zurab_Tsereteli_0001.jpg                     0.0   \n",
       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg               0.0   \n",
       "\n",
       "                                                    High Cheekbones  \\\n",
       "Aaron_Eckhart/Aaron_Eckhart_0001.jpg                            0.0   \n",
       "Aaron_Guiel/Aaron_Guiel_0001.jpg                                0.0   \n",
       "Aaron_Patterson/Aaron_Patterson_0001.jpg                        0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0001.jpg                            1.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0002.jpg                            1.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0003.jpg                            1.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0004.jpg                            0.0   \n",
       "Aaron_Pena/Aaron_Pena_0001.jpg                                  0.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0001.jpg                              1.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0002.jpg                              1.0   \n",
       "Aaron_Tippin/Aaron_Tippin_0001.jpg                              0.0   \n",
       "Abba_Eban/Abba_Eban_0001.jpg                                    1.0   \n",
       "Abbas_Kiarostami/Abbas_Kiarostami_0001.jpg                      0.0   \n",
       "Abdel_Aziz_Al-Hakim/Abdel_Aziz_Al-Hakim_0001.jpg                0.0   \n",
       "Abdel_Madi_Shabneh/Abdel_Madi_Shabneh_0001.jpg                  0.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0001.jpg                0.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0002.jpg                0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0001.jpg                          0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0002.jpg                          1.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0003.jpg                          0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0004.jpg                          1.0   \n",
       "Abdulaziz_Kamilov/Abdulaziz_Kamilov_0001.jpg                    0.0   \n",
       "Abdullah/Abdullah_0001.jpg                                      0.0   \n",
       "Abdullah/Abdullah_0002.jpg                                      0.0   \n",
       "Abdullah/Abdullah_0003.jpg                                      0.0   \n",
       "Abdullah/Abdullah_0004.jpg                                      0.0   \n",
       "Abdullah_Ahmad_Badawi/Abdullah_Ahmad_Badawi_000...              1.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0001.jpg                0.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0002.jpg                0.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0003.jpg                0.0   \n",
       "...                                                             ...   \n",
       "Zhong_Nanshan/Zhong_Nanshan_0001.jpg                            0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0001.jpg                                  1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0002.jpg                                  1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0003.jpg                                  1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0004.jpg                                  1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0005.jpg                                  1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0006.jpg                                  1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0007.jpg                                  1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0008.jpg                                  1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0009.jpg                                  1.0   \n",
       "Zico/Zico_0001.jpg                                              1.0   \n",
       "Zico/Zico_0002.jpg                                              0.0   \n",
       "Zico/Zico_0003.jpg                                              1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0001.jpg                        0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0002.jpg                        0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0003.jpg                        0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0004.jpg                        1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0005.jpg                        0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0006.jpg                        0.0   \n",
       "Ziwang_Xu/Ziwang_Xu_0001.jpg                                    1.0   \n",
       "Zoe_Ball/Zoe_Ball_0001.jpg                                      1.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0001.jpg                          1.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0002.jpg                          1.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0003.jpg                          0.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0004.jpg                          1.0   \n",
       "Zorica_Radovic/Zorica_Radovic_0001.jpg                          0.0   \n",
       "Zulfiqar_Ahmed/Zulfiqar_Ahmed_0001.jpg                          0.0   \n",
       "Zumrati_Juma/Zumrati_Juma_0001.jpg                              1.0   \n",
       "Zurab_Tsereteli/Zurab_Tsereteli_0001.jpg                        1.0   \n",
       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg                  0.0   \n",
       "\n",
       "                                                    Brown Eyes  \\\n",
       "Aaron_Eckhart/Aaron_Eckhart_0001.jpg                       0.0   \n",
       "Aaron_Guiel/Aaron_Guiel_0001.jpg                           0.0   \n",
       "Aaron_Patterson/Aaron_Patterson_0001.jpg                   1.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0001.jpg                       1.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0002.jpg                       0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0003.jpg                       0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0004.jpg                       1.0   \n",
       "Aaron_Pena/Aaron_Pena_0001.jpg                             1.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0001.jpg                         1.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0002.jpg                         1.0   \n",
       "Aaron_Tippin/Aaron_Tippin_0001.jpg                         1.0   \n",
       "Abba_Eban/Abba_Eban_0001.jpg                               1.0   \n",
       "Abbas_Kiarostami/Abbas_Kiarostami_0001.jpg                 1.0   \n",
       "Abdel_Aziz_Al-Hakim/Abdel_Aziz_Al-Hakim_0001.jpg           1.0   \n",
       "Abdel_Madi_Shabneh/Abdel_Madi_Shabneh_0001.jpg             0.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0001.jpg           1.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0002.jpg           1.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0001.jpg                     1.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0002.jpg                     1.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0003.jpg                     1.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0004.jpg                     1.0   \n",
       "Abdulaziz_Kamilov/Abdulaziz_Kamilov_0001.jpg               1.0   \n",
       "Abdullah/Abdullah_0001.jpg                                 1.0   \n",
       "Abdullah/Abdullah_0002.jpg                                 0.0   \n",
       "Abdullah/Abdullah_0003.jpg                                 1.0   \n",
       "Abdullah/Abdullah_0004.jpg                                 1.0   \n",
       "Abdullah_Ahmad_Badawi/Abdullah_Ahmad_Badawi_000...         1.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0001.jpg           1.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0002.jpg           1.0   \n",
       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0003.jpg           1.0   \n",
       "...                                                        ...   \n",
       "Zhong_Nanshan/Zhong_Nanshan_0001.jpg                       0.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0001.jpg                             1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0002.jpg                             1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0003.jpg                             1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0004.jpg                             1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0005.jpg                             1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0006.jpg                             1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0007.jpg                             1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0008.jpg                             1.0   \n",
       "Zhu_Rongji/Zhu_Rongji_0009.jpg                             1.0   \n",
       "Zico/Zico_0001.jpg                                         1.0   \n",
       "Zico/Zico_0002.jpg                                         1.0   \n",
       "Zico/Zico_0003.jpg                                         1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0001.jpg                   0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0002.jpg                   0.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0003.jpg                   1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0004.jpg                   1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0005.jpg                   1.0   \n",
       "Zinedine_Zidane/Zinedine_Zidane_0006.jpg                   1.0   \n",
       "Ziwang_Xu/Ziwang_Xu_0001.jpg                               1.0   \n",
       "Zoe_Ball/Zoe_Ball_0001.jpg                                 1.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0001.jpg                     1.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0002.jpg                     1.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0003.jpg                     1.0   \n",
       "Zoran_Djindjic/Zoran_Djindjic_0004.jpg                     1.0   \n",
       "Zorica_Radovic/Zorica_Radovic_0001.jpg                     1.0   \n",
       "Zulfiqar_Ahmed/Zulfiqar_Ahmed_0001.jpg                     1.0   \n",
       "Zumrati_Juma/Zumrati_Juma_0001.jpg                         1.0   \n",
       "Zurab_Tsereteli/Zurab_Tsereteli_0001.jpg                   1.0   \n",
       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg             1.0   \n",
       "\n",
       "                                                    Wearing Earrings  \\\n",
       "Aaron_Eckhart/Aaron_Eckhart_0001.jpg                             0.0   \n",
       "Aaron_Guiel/Aaron_Guiel_0001.jpg                                 0.0   \n",
       "Aaron_Patterson/Aaron_Patterson_0001.jpg                         0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0001.jpg                             0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0002.jpg                             0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0003.jpg                             0.0   \n",
       "Aaron_Peirsol/Aaron_Peirsol_0004.jpg                             0.0   \n",
       "Aaron_Pena/Aaron_Pena_0001.jpg                                   0.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0001.jpg                               0.0   \n",
       "Aaron_Sorkin/Aaron_Sorkin_0002.jpg                               0.0   \n",
       "Aaron_Tippin/Aaron_Tippin_0001.jpg                               0.0   \n",
       "Abba_Eban/Abba_Eban_0001.jpg                                     0.0   \n",
       "Abbas_Kiarostami/Abbas_Kiarostami_0001.jpg                       0.0   \n",
       "Abdel_Aziz_Al-Hakim/Abdel_Aziz_Al-Hakim_0001.jpg                 0.0   \n",
       "Abdel_Madi_Shabneh/Abdel_Madi_Shabneh_0001.jpg                   0.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0001.jpg                 0.0   \n",
       "Abdel_Nasser_Assidi/Abdel_Nasser_Assidi_0002.jpg                 0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0001.jpg                           0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0002.jpg                           0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0003.jpg                           0.0   \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0004.jpg                           0.0   \n",
       "Abdulaziz_Kamilov/Abdulaziz_Kamilov_0001.jpg                     0.0   \n",
       "Abdullah/Abdullah_0001.jpg                                       0.0   \n",
       "Abdullah/Abdullah_0002.jpg                                       0.0   \n",
       "Abdullah/Abdullah_0003.jpg                                       0.0   \n",
       "Abdullah/Abdullah_0004.jpg                                       0.0   \n",
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       "...                                                              ...   \n",
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       "Zico/Zico_0001.jpg                                               0.0   \n",
       "Zico/Zico_0002.jpg                                               0.0   \n",
       "Zico/Zico_0003.jpg                                               0.0   \n",
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       "Zoe_Ball/Zoe_Ball_0001.jpg                                       1.0   \n",
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       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg                   0.0   \n",
       "\n",
       "                                                    Wearing Necktie  \\\n",
       "Aaron_Eckhart/Aaron_Eckhart_0001.jpg                            1.0   \n",
       "Aaron_Guiel/Aaron_Guiel_0001.jpg                                1.0   \n",
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       "...                                                             ...   \n",
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       "Zico/Zico_0001.jpg                                              0.0   \n",
       "Zico/Zico_0002.jpg                                              0.0   \n",
       "Zico/Zico_0003.jpg                                              0.0   \n",
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       "Zinedine_Zidane/Zinedine_Zidane_0006.jpg                        1.0   \n",
       "Ziwang_Xu/Ziwang_Xu_0001.jpg                                    1.0   \n",
       "Zoe_Ball/Zoe_Ball_0001.jpg                                      0.0   \n",
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       "\n",
       "                                                    Wearing Necklace  \n",
       "Aaron_Eckhart/Aaron_Eckhart_0001.jpg                             0.0  \n",
       "Aaron_Guiel/Aaron_Guiel_0001.jpg                                 0.0  \n",
       "Aaron_Patterson/Aaron_Patterson_0001.jpg                         0.0  \n",
       "Aaron_Peirsol/Aaron_Peirsol_0001.jpg                             0.0  \n",
       "Aaron_Peirsol/Aaron_Peirsol_0002.jpg                             0.0  \n",
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       "Aaron_Sorkin/Aaron_Sorkin_0002.jpg                               1.0  \n",
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       "Abba_Eban/Abba_Eban_0001.jpg                                     1.0  \n",
       "Abbas_Kiarostami/Abbas_Kiarostami_0001.jpg                       1.0  \n",
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       "Abdoulaye_Wade/Abdoulaye_Wade_0001.jpg                           0.0  \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0002.jpg                           0.0  \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0003.jpg                           0.0  \n",
       "Abdoulaye_Wade/Abdoulaye_Wade_0004.jpg                           0.0  \n",
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       "Abdullah/Abdullah_0001.jpg                                       0.0  \n",
       "Abdullah/Abdullah_0002.jpg                                       1.0  \n",
       "Abdullah/Abdullah_0003.jpg                                       0.0  \n",
       "Abdullah/Abdullah_0004.jpg                                       0.0  \n",
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       "Abdullah_al-Attiyah/Abdullah_al-Attiyah_0003.jpg                 0.0  \n",
       "...                                                              ...  \n",
       "Zhong_Nanshan/Zhong_Nanshan_0001.jpg                             0.0  \n",
       "Zhu_Rongji/Zhu_Rongji_0001.jpg                                   0.0  \n",
       "Zhu_Rongji/Zhu_Rongji_0002.jpg                                   0.0  \n",
       "Zhu_Rongji/Zhu_Rongji_0003.jpg                                   0.0  \n",
       "Zhu_Rongji/Zhu_Rongji_0004.jpg                                   0.0  \n",
       "Zhu_Rongji/Zhu_Rongji_0005.jpg                                   0.0  \n",
       "Zhu_Rongji/Zhu_Rongji_0006.jpg                                   0.0  \n",
       "Zhu_Rongji/Zhu_Rongji_0007.jpg                                   0.0  \n",
       "Zhu_Rongji/Zhu_Rongji_0008.jpg                                   0.0  \n",
       "Zhu_Rongji/Zhu_Rongji_0009.jpg                                   0.0  \n",
       "Zico/Zico_0001.jpg                                               0.0  \n",
       "Zico/Zico_0002.jpg                                               0.0  \n",
       "Zico/Zico_0003.jpg                                               0.0  \n",
       "Zinedine_Zidane/Zinedine_Zidane_0001.jpg                         0.0  \n",
       "Zinedine_Zidane/Zinedine_Zidane_0002.jpg                         0.0  \n",
       "Zinedine_Zidane/Zinedine_Zidane_0003.jpg                         0.0  \n",
       "Zinedine_Zidane/Zinedine_Zidane_0004.jpg                         0.0  \n",
       "Zinedine_Zidane/Zinedine_Zidane_0005.jpg                         0.0  \n",
       "Zinedine_Zidane/Zinedine_Zidane_0006.jpg                         0.0  \n",
       "Ziwang_Xu/Ziwang_Xu_0001.jpg                                     0.0  \n",
       "Zoe_Ball/Zoe_Ball_0001.jpg                                       1.0  \n",
       "Zoran_Djindjic/Zoran_Djindjic_0001.jpg                           0.0  \n",
       "Zoran_Djindjic/Zoran_Djindjic_0002.jpg                           0.0  \n",
       "Zoran_Djindjic/Zoran_Djindjic_0003.jpg                           0.0  \n",
       "Zoran_Djindjic/Zoran_Djindjic_0004.jpg                           0.0  \n",
       "Zorica_Radovic/Zorica_Radovic_0001.jpg                           0.0  \n",
       "Zulfiqar_Ahmed/Zulfiqar_Ahmed_0001.jpg                           0.0  \n",
       "Zumrati_Juma/Zumrati_Juma_0001.jpg                               0.0  \n",
       "Zurab_Tsereteli/Zurab_Tsereteli_0001.jpg                         0.0  \n",
       "Zydrunas_Ilgauskas/Zydrunas_Ilgauskas_0001.jpg                   0.0  \n",
       "\n",
       "[13143 rows x 73 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read data (might take several minutes)\n",
    "f = h5py.File(attr_path, mode='r')\n",
    "data = recursive_dict(f)\n",
    "df_label = pd.DataFrame(data['label'].T, columns=data['AttrName'], index=data['name'])\n",
    "# change \"\\\\\" to \"/\"\n",
    "df_label.index = [name.replace('\\\\', '/') for name in df_label.index]\n",
    "df_label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 13143/13143 [10:18<00:00, 21.26it/s]\n",
      "/home/dhwon/anaconda2/lib/python2.7/site-packages/ipykernel/__main__.py:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    }
   ],
   "source": [
    "# extract face features using face_recognition.face_encodings\n",
    "# take about 10 minutes on my pc\n",
    "feature_vecs = []\n",
    "fnames = []\n",
    "for fname in tqdm(df_label.index):\n",
    "    img_path = os.path.join(img_dir, fname)\n",
    "    # face detection\n",
    "    X_img = face_recognition.load_image_file(img_path)\n",
    "    X_faces_loc = face_locations(X_img)\n",
    "    # if the number of faces detected in a image is not 1, ignore the image\n",
    "    if len(X_faces_loc) != 1:\n",
    "        continue\n",
    "    # extract 128 dimensional face features\n",
    "    faces_encoding = face_recognition.face_encodings(X_img, known_face_locations=X_faces_loc)[0]\n",
    "    feature_vecs.append(faces_encoding)\n",
    "    fnames.append(fname)\n",
    "df_feat = pd.DataFrame(feature_vecs, index=fnames)\n",
    "df_label = df_label[df_label.index.isin(df_feat.index)]\n",
    "df_feat.sort_index(inplace=True)\n",
    "df_label.sort_index(inplace=True)\n",
    "\n",
    "df_feat.to_csv('feature.csv')\n",
    "df_label.to_csv('label.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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