lfw.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e0789264-91e0-4b39-b0b4-6cda292dbd05",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import cv2\n",
    "import os.path as op\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4a9ebd03-eae1-489d-8143-f75d6be87635",
   "metadata": {},
   "outputs": [],
   "source": [
    "source = 'lfw'\n",
    "dest = 'lfw_resize'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b3a3232d-1c35-4dd5-9fec-b9a628a99cd8",
   "metadata": {},
   "outputs": [
    {
     "ename": "FileExistsError",
     "evalue": "[Errno 17] File exists: 'lfw_resize'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileExistsError\u001b[0m                           Traceback (most recent call last)",
      "Input \u001b[0;32mIn [6]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmkdir\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdest\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[0;31mFileExistsError\u001b[0m: [Errno 17] File exists: 'lfw_resize'"
     ]
    }
   ],
   "source": [
    "os.mkdir(dest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "644ae813-5b5b-433b-966c-7021ff773cca",
   "metadata": {},
   "outputs": [],
   "source": [
    "face_res = 100\n",
    "files = os.listdir(source)\n",
    "count = 0 #len(os.listdir('real_data/'))\n",
    "\n",
    "for f in files:\n",
    "    if f.startswith('.'): continue\n",
    "    \n",
    "    files = os.listdir(op.join(source, f))\n",
    "\n",
    "    # print(len(files))\n",
    "    for fname in files:\n",
    "        if fname.startswith('.'): continue\n",
    "        newf = str(count).zfill(5) + '.jpeg'\n",
    "\n",
    "        face = cv2.imread(op.join(source,f,fname))\n",
    "        face = face[50:-50,50:-50] \n",
    "        face = cv2.resize(face,(face_res,face_res))\n",
    "        cv2.imwrite(op.join(dest, newf),face)\n",
    "\n",
    "\n",
    "        count += 1\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "84ede378-c3de-4461-8a29-454d3fb66160",
   "metadata": {},
   "outputs": [],
   "source": [
    "count = len(os.listdir('generated_data/faces_generated/'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "3b368cb5-f59b-4b6d-a9ab-4fc66fe88da8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# cv2.imwrite?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fca010e3-ef2e-409e-a220-a61e41f14bcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "files = os.listdir(source)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e4be3839-1966-4c77-8477-d410421082e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Claudia_Pechstein',\n",
       " 'Ranil_Wickremasinghe',\n",
       " 'Ben_Chandler',\n",
       " 'Mark_Komara',\n",
       " 'Rand_Beers',\n",
       " 'Joanne_Woodward',\n",
       " 'John_Bond',\n",
       " 'Reginald_Hudlin',\n",
       " 'Lee_Baca',\n",
       " 'Mary-Kate_Olsen',\n",
       " 'Emily_Stevens',\n",
       " 'Xiang_Huaicheng',\n",
       " 'Phil_Mickelson',\n",
       " 'Gerry_Kelly',\n",
       " 'Salma_Hayek',\n",
       " 'Jim_Edmonds',\n",
       " 'Martina_McBride',\n",
       " 'Anthony_Pico',\n",
       " 'Jose_Theodore',\n",
       " 'Heidi_Fleiss',\n",
       " 'Mark_Richt',\n",
       " 'Mike_Smith',\n",
       " 'Paul_ONeill',\n",
       " 'Horace_Newcomb',\n",
       " 'Mohammad_Fares',\n",
       " 'JK_Rowling',\n",
       " 'Shinya_Taniguchi',\n",
       " 'Tony_Curtis',\n",
       " 'Laurie_Pirtle',\n",
       " 'Angel_Maza',\n",
       " 'Ray_Sherman',\n",
       " 'Nancy_Powell',\n",
       " 'Kathryn_Tucker',\n",
       " 'Gro_Harlem_Brundtland',\n",
       " 'Jacqueline_Marris',\n",
       " 'Mikhail_Gorbachev',\n",
       " 'Takuma_Sato',\n",
       " 'Ray_Lewis',\n",
       " 'Hank_Aaron',\n",
       " 'Chip_Knight',\n",
       " 'Tracee_Treadwell',\n",
       " 'Ronald_Young_Jr',\n",
       " 'Gustavo_Cisneros',\n",
       " 'Jack_Osbourne',\n",
       " 'Isidro_Pastor',\n",
       " 'Mike_Duke',\n",
       " 'Natalie_Williams',\n",
       " 'Angela_Lansbury',\n",
       " 'Cathy_Freeman',\n",
       " 'Milt_Palacio',\n",
       " 'Wilbert_Elki_Meza_Majino',\n",
       " 'Ekke_Hard_Forberg',\n",
       " 'Jack_Welch',\n",
       " 'Nizar_Trabelsi',\n",
       " 'Gonzalo_Barrientos',\n",
       " 'Jason_Biggs',\n",
       " 'Lisa_Leslie',\n",
       " 'Tayyeb_Abdel_Rahim',\n",
       " 'Tyron_Garner',\n",
       " 'John_Sidgmore',\n",
       " 'Alexander_Payne',\n",
       " 'Brad_Brownell',\n",
       " 'John_Duprey',\n",
       " 'Ainsworth_Dyer',\n",
       " 'Christine_Ebersole',\n",
       " 'Amer_al-Saadi',\n",
       " 'Alison_Lohman',\n",
       " 'Duane_Lee_Chapman',\n",
       " 'Andre_Smith',\n",
       " 'Iban_Mayo',\n",
       " 'Jeong_Se-hyun',\n",
       " 'Charles_Rogers',\n",
       " 'Eric_Rosser',\n",
       " 'Ziwang_Xu',\n",
       " 'Larry_Pleau',\n",
       " 'Bill_Byrne',\n",
       " 'Peter_Gabriel',\n",
       " 'Paul_LeClerc',\n",
       " 'Maria_Bello',\n",
       " 'Shawn_Kemp',\n",
       " 'Liza_Minnelli',\n",
       " 'Toby_Keith',\n",
       " 'Horace_Donovan_Reid',\n",
       " 'David_Wells',\n",
       " 'Jose_Alencar',\n",
       " 'Raul_Gonzalez',\n",
       " 'Alex_Popov',\n",
       " 'Anne_Donovan',\n",
       " 'Vin_Diesel',\n",
       " 'Stuart_Whitman',\n",
       " 'Jesse_Jackson',\n",
       " 'Valorie_Brabazon',\n",
       " 'Rob_Niedermayer',\n",
       " 'Lynne_Cheney',\n",
       " 'Minnie_Mendoza',\n",
       " 'Mark_Rosenbaum',\n",
       " 'Stephane_Rousseau',\n",
       " 'Rita_Wilson',\n",
       " 'Terence_Newman',\n",
       " 'Joseph_Biden',\n",
       " 'Tommy_Tubberville',\n",
       " 'Meles_Zenawi',\n",
       " 'Natasha_Henstridge',\n",
       " 'Trevor_McDonald',\n",
       " 'Pat_Burns',\n",
       " 'Caroline_Link',\n",
       " 'Clay_Campbell',\n",
       " 'Holly_Hunter',\n",
       " 'Sophia_Loren',\n",
       " 'Nicolas_Massu',\n",
       " 'Kaisser_Bazan',\n",
       " 'Bryan_Murray',\n",
       " 'Francois_Ozon',\n",
       " 'Mathias_Reichhold',\n",
       " 'Whoopi_Goldberg',\n",
       " 'Bill_Cartwright',\n",
       " 'Victor_Garber',\n",
       " 'Jeane_Kirkpatrick',\n",
       " 'Sue_Grafton',\n",
       " 'Manuel_Jesus',\n",
       " 'Giovanny_Cordoba',\n",
       " 'James_Sensenbrenner',\n",
       " 'Jennie_Finch',\n",
       " 'David_Westerfield',\n",
       " 'Costas_Simitis',\n",
       " 'Carlos_Iturgaitz',\n",
       " 'Mark_Shapiro',\n",
       " 'George_Lopez',\n",
       " 'Taylor_Twellman',\n",
       " 'Peter_Hartz',\n",
       " 'Gianna_Angelopoulos-Daskalaki',\n",
       " 'Beth_Jones',\n",
       " 'Brock_Berlin',\n",
       " 'James_McPherson',\n",
       " 'Geoff_Hoon',\n",
       " 'Elizabeth_Hurley',\n",
       " 'Hipolito_Mejia',\n",
       " 'Bart_Hendricks',\n",
       " 'David_Brown',\n",
       " 'Craig_Burley',\n",
       " 'Hermogenes_Ebdane_Jr',\n",
       " 'Joey_Harrington',\n",
       " 'Wolfgang_Schwarz',\n",
       " 'Saoud_Al_Faisal',\n",
       " 'Sebastian_Saja',\n",
       " 'Rick_Wagoner',\n",
       " 'Don_Henley',\n",
       " 'John_Baldacci',\n",
       " 'Dustin_Brown',\n",
       " 'Dominic_Monaghan',\n",
       " 'Chris_Byrd',\n",
       " 'Niall_Connolly',\n",
       " 'Richard_Palmer',\n",
       " 'Fazal-ur-Rehman',\n",
       " 'Boris_Jordan',\n",
       " 'Charlotte_Rampling',\n",
       " 'Hutomo_Mandala_Putra',\n",
       " 'Lars_Burgsmuller',\n",
       " 'Win_Aung',\n",
       " 'Billy_Bob_Thornton',\n",
       " 'Brett_Perry',\n",
       " 'Linda_Lingle',\n",
       " 'Robert_Ehrlich',\n",
       " 'Glenn_Rivers',\n",
       " 'David_Howard',\n",
       " 'Ian_Wilmut',\n",
       " 'Queen_Elizabeth_II',\n",
       " 'Ingrid_Betancourt',\n",
       " 'Grady_Irvin_Jr',\n",
       " 'Peter_Care',\n",
       " 'Prince_Edward',\n",
       " 'Jennifer_Aniston',\n",
       " 'Eric_Schacht',\n",
       " 'Steve_Stirling',\n",
       " 'Alberto_Acosta',\n",
       " 'Jim_Zorn',\n",
       " 'Billy_Tibbets',\n",
       " 'Justin_Leonard',\n",
       " 'Steve_Alford',\n",
       " 'Osmond_Smith',\n",
       " 'Miranda_Gaddis',\n",
       " 'Geovani_Lapentti',\n",
       " 'Alma_Powell',\n",
       " 'Jimmy_Lee',\n",
       " 'Shobha_De',\n",
       " 'Anil_Ramsook',\n",
       " 'Peter_Mullan',\n",
       " 'Herman_Moore',\n",
       " 'Mark_Martin',\n",
       " 'Din_Samsudin',\n",
       " 'Jason_Statham',\n",
       " 'Mike_Bair',\n",
       " 'Yana_Klochkova',\n",
       " 'Doug_Racine',\n",
       " 'Chan_Ho_Park',\n",
       " 'Elena_Likhovtseva',\n",
       " 'Paul_Ebert',\n",
       " 'Anita_DeFrantz',\n",
       " 'Lee_Nam-shin',\n",
       " 'Crispin_Glover',\n",
       " 'Kevin_Marshall',\n",
       " 'Sven_Ottke',\n",
       " 'Raf_Vallone',\n",
       " 'Nick_Reilly',\n",
       " 'Bob_Huggins',\n",
       " 'David_Zeplowitz',\n",
       " 'Tayshaun_Prince',\n",
       " 'Emmanuelle_Jagodsinski',\n",
       " 'Lyle_Vanclief',\n",
       " 'Paula_Locke',\n",
       " 'James_Mathis',\n",
       " 'Lou_Piniella',\n",
       " 'Soenarno',\n",
       " 'Tara_Reid',\n",
       " 'Christian_Von_Wernich',\n",
       " 'Jacques_Rogge',\n",
       " 'Nawabzada_Nasrullah_Khan',\n",
       " 'Catherine_Donkers',\n",
       " 'Agnelo_Queiroz',\n",
       " 'Henry_Hilow',\n",
       " 'Eric_Hinske',\n",
       " 'Chris_Cornell',\n",
       " 'Bonnie_Fuller',\n",
       " 'Matt_Morris',\n",
       " 'Harbhajan_Singh',\n",
       " 'Kim_Dong-hwa',\n",
       " 'Tim_Matheson',\n",
       " 'Dick_Smothers',\n",
       " 'Jia_Qinglin',\n",
       " 'Gerald_Calabrese',\n",
       " 'Rowan_Williams',\n",
       " 'Peter_Goldmark',\n",
       " 'Brian_Van_Dusen',\n",
       " 'Osama_bin_Laden',\n",
       " 'Stanley_McChrystal',\n",
       " 'Carlos_Ghosn',\n",
       " 'Jean_Todt',\n",
       " 'Wally_Szczerbiak',\n",
       " 'Zara_Akhmadova',\n",
       " 'Donald_Keck',\n",
       " 'Andy_Roddick',\n",
       " 'John_Paul_II',\n",
       " 'Paul_Tracy',\n",
       " 'Ismail_Khan',\n",
       " 'Svetislav_Pesic',\n",
       " 'Sven_Goran_Eriksson',\n",
       " 'Aline_Chretien',\n",
       " 'Jeffery_Hendren',\n",
       " 'Ian_Huntley',\n",
       " 'Andrew_Luster',\n",
       " 'Emilio_Azcarraga_Jean',\n",
       " 'Wilbert_Foy',\n",
       " 'Pham_Thi_Mai_Phuong',\n",
       " 'William_McDonough',\n",
       " 'Linda_Franklin',\n",
       " 'Liane_Janda',\n",
       " 'Jana_Pittman',\n",
       " 'Leuris_Pupo',\n",
       " 'Martin_Sheen',\n",
       " 'Lisa_Girman',\n",
       " 'Brian_Clemens',\n",
       " 'Larry_Donald',\n",
       " 'Colleen_Ryan',\n",
       " 'Max_Baucus',\n",
       " 'Bill_Sizemore',\n",
       " 'Sandra_Day_OConner',\n",
       " 'Mirela_Manjani',\n",
       " 'Estella_Warren',\n",
       " 'Zoran_Djindjic',\n",
       " 'Nate_Hybl',\n",
       " 'Ed_Case',\n",
       " 'Stephen_Funk',\n",
       " 'John_McEnroe',\n",
       " 'Walter_Mondale',\n",
       " 'Diana_Krall',\n",
       " 'Heather_Willson',\n",
       " 'Felipe_De_Borbon',\n",
       " 'Carolina_Moraes',\n",
       " 'Ali_Mohammed_Maher',\n",
       " 'Rick_Husband',\n",
       " 'Stephanie_Zimbalist',\n",
       " 'Shanna_Zolman',\n",
       " 'Isaiah_Washington',\n",
       " 'Edgar_Savisaar',\n",
       " 'Dave_Tucker',\n",
       " 'Brandon_Larson',\n",
       " 'Phoenix_Chang',\n",
       " 'Penelope_Ann_Miller',\n",
       " 'Natalie_Juniardi',\n",
       " 'Ted_Maher',\n",
       " 'Noor_Mohammed',\n",
       " 'Walt_Harris',\n",
       " 'Olivera_Labus',\n",
       " 'Stephen_Covey',\n",
       " 'Woodrow_Stanley',\n",
       " 'Yuvraj_Singh',\n",
       " 'Bobby_Bowden',\n",
       " 'Hussein_Malik',\n",
       " 'Tom_Hanks',\n",
       " 'Gary_Gitnick',\n",
       " 'Mike_Richter',\n",
       " 'Luke_Walton',\n",
       " 'Denys_Arcand',\n",
       " 'Bill_Butler',\n",
       " 'Michael_Goldrich',\n",
       " 'Yekaterina_Guseva',\n",
       " 'Darren_Clarke',\n",
       " 'Intisar_Ajouri',\n",
       " 'Cristiano_da_Matta',\n",
       " 'Hugh_Carey',\n",
       " 'Danny_Glover',\n",
       " 'Peter_Hunt',\n",
       " 'Steven_Feldman',\n",
       " 'Dinah_Turner',\n",
       " 'Rosny_Desroches',\n",
       " 'Cosmo_Iacavazzi',\n",
       " 'Daniel_Day-Lewis',\n",
       " 'Robert_Wiener',\n",
       " 'Derrick_Battie',\n",
       " 'Candice_Beatty',\n",
       " 'Gerald_Riley',\n",
       " 'Julie_Andrews',\n",
       " 'Jean-Marc_de_La_Sabliere',\n",
       " 'Zhang_Ziyi',\n",
       " 'Kurt_Busch',\n",
       " 'Roberto_Lavagna',\n",
       " 'Dick_Cheney',\n",
       " 'Hamza_Atiya_Muhsen',\n",
       " 'David_Hilt',\n",
       " 'Susan_Walvius',\n",
       " 'Kim_Weeks',\n",
       " 'Darryl_Stingley',\n",
       " 'Colin_Prescot',\n",
       " 'Felix_Mantilla',\n",
       " 'Frank_Van_Ecke',\n",
       " 'Mike_Sherman',\n",
       " 'David_Myers',\n",
       " 'Guillermo_Ruiz_Polanco',\n",
       " 'Ken_Loach',\n",
       " 'Robert_Flodquist',\n",
       " 'Ben_Lee',\n",
       " 'Aung_San_Suu_Kyi',\n",
       " 'Keith_Brown',\n",
       " 'Thomas_Gottschalk',\n",
       " 'Shae-Lynn_Bourne',\n",
       " 'Bob_Sulkin',\n",
       " 'Chakib_Khelil',\n",
       " 'Robert_Wagner',\n",
       " 'William_Cocksedge',\n",
       " 'Giselle_Estefania_Tavarelli',\n",
       " 'Lorne_Michaels',\n",
       " 'Ricky_Barnes',\n",
       " 'Laura_Ziskin',\n",
       " 'Ray_Evernham',\n",
       " 'Pedro_Velasquez',\n",
       " 'Marion_Fahnestock',\n",
       " 'Jane_Pauley',\n",
       " 'Bernardo_Segura',\n",
       " 'Padraig_Harrington',\n",
       " 'Luke_Smith',\n",
       " 'Jeffrey_Pfeffer',\n",
       " 'Brandon_Boyd',\n",
       " 'Jim_Jeffords',\n",
       " 'Claudio_Abbado',\n",
       " 'Chen_Liang_Yu',\n",
       " 'Maura_Tierney',\n",
       " 'John_Danforth',\n",
       " 'Cheryl_Hines',\n",
       " 'Timothy_Goebel',\n",
       " 'Frank_Sinatra',\n",
       " 'Marissa_Jaret_Winokur',\n",
       " 'Masamori_Tokuyama',\n",
       " 'Bill_Rainer',\n",
       " 'Ken_Watanabe',\n",
       " 'Kimora_Lee',\n",
       " 'Sanjay_Gupta',\n",
       " 'Gary_Locke',\n",
       " 'Sinead_OConnor',\n",
       " 'James_W_Kennedy',\n",
       " 'Kurt_Suzuki',\n",
       " 'Frederick_Madden',\n",
       " 'Priscilla_Owen',\n",
       " 'Malcolm_Jamal_Warner',\n",
       " 'Naoto_Kan',\n",
       " 'Sue_Guevara',\n",
       " 'John_Sweeney',\n",
       " 'Brian_Cashman',\n",
       " 'Marco_Pantani',\n",
       " 'Theodore_Tweed_Roosevelt',\n",
       " 'Se_Hyuk_Joo',\n",
       " 'Ian_Moran',\n",
       " 'Michael_Olowokandi',\n",
       " 'James_Brosnahan',\n",
       " 'Kevin_Nealon',\n",
       " 'Miguel_Estrada',\n",
       " 'Alison_Krauss',\n",
       " 'Bill_Callahan',\n",
       " 'Allison_Searing',\n",
       " 'Torri_Edwards',\n",
       " 'Bryan_Thomas',\n",
       " 'Kathy_Baker',\n",
       " 'Martha_Stewart',\n",
       " 'William_Hurt',\n",
       " 'Serge_Tchuruk',\n",
       " 'Michael_Brandon',\n",
       " 'Adam_Sandler',\n",
       " 'Sam_Gerald',\n",
       " 'Laura_Linney',\n",
       " 'Aitor_Gonzalez',\n",
       " 'Hamzah_Haz',\n",
       " 'James_Young',\n",
       " 'Misty_Dawn_Clymer',\n",
       " 'Bronson_Arroyo',\n",
       " 'Curtis_Rodriguez',\n",
       " 'Paul_Burrell',\n",
       " 'Jennie_Garth',\n",
       " 'Irina_Yatchenko',\n",
       " 'Don_Matthews',\n",
       " 'David_Eldon',\n",
       " 'Christian_Wulff',\n",
       " 'Paul_Byrd',\n",
       " 'Derek_Bond',\n",
       " 'Wolfgang_Clement',\n",
       " 'Carol_Williams',\n",
       " 'John_Goold',\n",
       " 'Mesut_Yilmaz',\n",
       " 'John_Dallager',\n",
       " 'Cecile_de_France',\n",
       " 'Adrian_Fernandez',\n",
       " 'Alan_Greer',\n",
       " 'Mike_Babcock',\n",
       " 'Casy_Preslar',\n",
       " 'Giuseppe_Gibilisco',\n",
       " 'Wesley_Clark',\n",
       " 'Tom_Osborne',\n",
       " 'Robert_Mueller',\n",
       " 'Keith_Urban',\n",
       " 'Steve_Cox',\n",
       " 'Carly_Fiorina',\n",
       " 'Irv_Nathan',\n",
       " 'Goh_Kun',\n",
       " 'Imam_Samudra',\n",
       " 'Leon_Barmore',\n",
       " 'Martha_Beatriz_Roque',\n",
       " 'Lope_Mendoza',\n",
       " 'Roberto_Benigni',\n",
       " 'Vincent_Sombrotto',\n",
       " 'Scott_Rudin',\n",
       " 'Jesus_Cardenal',\n",
       " 'Kimi_Raikkonen',\n",
       " 'Warren_Beatty',\n",
       " 'Sherri_Coale',\n",
       " 'Matt_Roney',\n",
       " 'Michelle_Branch',\n",
       " 'Teresa_Graves',\n",
       " 'Michel_Temer',\n",
       " 'Benazir_Bhutto',\n",
       " 'Uday_Hussein',\n",
       " 'Brad_Russ',\n",
       " 'Gracia_Burnham',\n",
       " 'James_Watt',\n",
       " 'Reggie_Sanders',\n",
       " 'Orrin_Hatch',\n",
       " 'Howard_Schultz',\n",
       " 'Piers_Sellers',\n",
       " 'Doug_Christie',\n",
       " 'Larry_Harris',\n",
       " 'Lin_Yung_Hsi',\n",
       " 'Abdullah_al-Attiyah',\n",
       " 'Vladimir_Ustinov',\n",
       " 'Dustan_Mohr',\n",
       " 'Farouk_Kaddoumi',\n",
       " 'Shigeru_Ishiba',\n",
       " 'Peter_Sejna',\n",
       " 'Robert_Tyrrell',\n",
       " 'Beyonce_Knowles',\n",
       " 'Brandon_Inge',\n",
       " 'Ignatius_Wang',\n",
       " 'Patsy_Kensit',\n",
       " 'Keith_Lockhart',\n",
       " 'Spencer_Abraham',\n",
       " 'Ronde_Barber',\n",
       " 'Antonio_Palocci',\n",
       " 'Desmon_Farmer',\n",
       " 'Dieter_Holzer',\n",
       " 'Stacey_Yamaguchi',\n",
       " 'Viara_Vike-Freiberga',\n",
       " 'Lokendra_Bahadur_Chand',\n",
       " 'Ivan_Shvedoff',\n",
       " 'Dana_Vollmer',\n",
       " 'Bob_Curtis',\n",
       " 'John_Burnett',\n",
       " 'Thomas_Cloyd',\n",
       " 'Katrin_Cartlidge',\n",
       " 'Horst_Koehler',\n",
       " 'Julian_Battle',\n",
       " 'Billy_Crawford',\n",
       " 'Carolyn_Kuhl',\n",
       " 'Marc_Gold',\n",
       " 'Jerry_Pauley',\n",
       " 'Li_Ka-shing',\n",
       " 'Vaclav_Havel',\n",
       " 'Jorge_Quiroga',\n",
       " 'Manijeh_Hekmat',\n",
       " 'Graciano_Rocchigiani',\n",
       " 'Marquis_Estill',\n",
       " 'Clive_Lloyd',\n",
       " 'Sandra_Bullock',\n",
       " 'Buck_Rodgers',\n",
       " 'Natalie_Stewart',\n",
       " 'Adisai_Bodharamik',\n",
       " 'Jim_Flaherty',\n",
       " 'Erik_Morales',\n",
       " 'Cynthia_Rowley',\n",
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       " 'Fidel_Castro',\n",
       " 'Terry_Semel',\n",
       " 'Trista_Rehn',\n",
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       " 'Katie_Couric',\n",
       " 'Carlos_Beltran',\n",
       " 'Peter_Shaw',\n",
       " 'Shinzo_Abe',\n",
       " 'Candace_Sutton',\n",
       " 'Dave_Matthews',\n",
       " 'Bob_Cantrell',\n",
       " 'Danielle_Spencer',\n",
       " 'Kiki_Vandeweghe',\n",
       " 'Scott_Hubbard',\n",
       " 'Michael_Frayn',\n",
       " 'James_Robertson_Jr',\n",
       " 'Kieran_Prendergast',\n",
       " 'Patti_Balgojevich',\n",
       " 'Scott_Wittman',\n",
       " 'Richard_Lennon',\n",
       " 'Nestor_Gonzalez',\n",
       " 'Tom_McClintock',\n",
       " 'Iain_Anderson',\n",
       " 'Michael_Powell',\n",
       " 'Lela_Rochon',\n",
       " 'Shane_Warne',\n",
       " 'Lauren_Killian',\n",
       " 'Perry_Gibbs',\n",
       " 'Curt_Weldon',\n",
       " 'Tony_Elias',\n",
       " 'Bill_McBride',\n",
       " 'Nick_Markakis',\n",
       " 'Mikhail_Kalashnikov',\n",
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       " 'Joaquin_Phoenix',\n",
       " 'Magda_Kertasz',\n",
       " 'Mel_Brooks',\n",
       " 'Todd_MacCulloch',\n",
       " 'Keiko_Sofia_Fujimori',\n",
       " 'Jeffrey_Archer',\n",
       " 'Richard_Dreyfuss',\n",
       " 'Frank_Shea',\n",
       " 'Dan_Monson',\n",
       " 'Ruth_Stubbs',\n",
       " 'James_McMahon',\n",
       " 'Lennox_Lewis',\n",
       " 'Tian_Liang',\n",
       " 'Timbul_Silaen',\n",
       " 'BJ_Habibie',\n",
       " 'George_Gregan',\n",
       " 'Tom_Curley',\n",
       " 'Justin_Timberlake',\n",
       " 'Frank_Wycheck',\n",
       " 'Nicola_Bono',\n",
       " 'Nikolay_Davydenko',\n",
       " 'John_Petty',\n",
       " 'Paul_Hogan',\n",
       " 'Paul_Cerjan',\n",
       " 'Ali_Ahmeti',\n",
       " 'Rachel_Griffiths',\n",
       " 'Nate_Blackwell',\n",
       " 'Yves_Brodeur',\n",
       " 'Yory_Boy_Campas',\n",
       " 'Patricia_Clarkson',\n",
       " 'Jan_Petersen',\n",
       " 'Tatiana_Shchegoleva',\n",
       " 'George_Foreman',\n",
       " 'Peter_Chan',\n",
       " 'Baburam_Bhattari',\n",
       " 'Stacy_Dragila',\n",
       " 'George_Tenet',\n",
       " 'Sam_Mendes',\n",
       " 'Humberto_Espinoza',\n",
       " 'Alexa_Vega',\n",
       " 'Vaclav_Klaus',\n",
       " 'Judy_Vassar',\n",
       " 'Aram_Adler',\n",
       " 'Andy_Hebb',\n",
       " 'Sheldon_Silver',\n",
       " 'Ilham_Aliev',\n",
       " 'Maria_Soledad_Alvear_Valenzuela',\n",
       " 'Luis_Horna',\n",
       " 'Tom_Daschle',\n",
       " 'Kevin_Keegan',\n",
       " 'Taia_Balk',\n",
       " 'Kwon_Young-gil',\n",
       " 'Tab_Baldwin',\n",
       " 'Ramon_Cardenas',\n",
       " 'Mary_Tyler_Moore',\n",
       " 'Audrey_Sauret',\n",
       " 'Bill_Frist',\n",
       " 'Scott_Wallach',\n",
       " 'Larry_Wilmore',\n",
       " 'Rosa_Haywa_de_Condori',\n",
       " 'Clara_Harris',\n",
       " 'Alvaro_Uribe',\n",
       " 'Mark_Philippoussis',\n",
       " 'Boris_Berezovsky',\n",
       " 'Petro_Symonenko',\n",
       " 'Tammy_Lynn_Michaels',\n",
       " 'Angelina_Jolie',\n",
       " 'Juanes',\n",
       " 'BB_King',\n",
       " 'Wayne_Newton',\n",
       " 'JT_Snow',\n",
       " 'Stefano_Accorsi',\n",
       " 'Francis_Mer',\n",
       " 'William_Donaldson',\n",
       " 'Monica_Gabrielle',\n",
       " 'Woody_Allen',\n",
       " 'Will_Ofenheusle',\n",
       " 'Jim_Beattie',\n",
       " 'Mitchell_Potter',\n",
       " 'Stacey_Jones',\n",
       " 'Debra_Messing',\n",
       " 'Dan_Boyle',\n",
       " 'Lisa_Murkowski',\n",
       " 'Damarius_Bilbo',\n",
       " 'Steny_Hoyer',\n",
       " 'Luciano_Pavarotti',\n",
       " 'Jason_Petty',\n",
       " 'Brian_Pavlich',\n",
       " 'Ismail_Cem',\n",
       " 'Ana_Claudia_Talancon',\n",
       " 'Charlene_Barshefsky',\n",
       " 'Mitchell_Swartz',\n",
       " 'Steve_Cutler',\n",
       " 'Venus_Williams',\n",
       " 'Kwame_Kilpatrick',\n",
       " 'Eddie_Sutton',\n",
       " 'Enrique_Oliu',\n",
       " 'Tom_Sizemore',\n",
       " 'Vincent_Brooks',\n",
       " 'Ricky_Quick',\n",
       " 'Slobodan_Milosevic',\n",
       " 'Mary_Landrieu',\n",
       " 'Christopher_Reeve',\n",
       " 'Daryl_Hannah',\n",
       " 'Adel_Al-Jubeir',\n",
       " 'Mario_Austin',\n",
       " 'Pak_Gil_Yon',\n",
       " 'Kimberly_Stewart',\n",
       " 'Robert_Hanssen',\n",
       " 'Mary_Matalin',\n",
       " 'Mary_Hill',\n",
       " 'Cesar_Gaviria',\n",
       " 'Michael_Kostelnik',\n",
       " 'Romain_Duris',\n",
       " 'Mohammad_Khatami',\n",
       " 'Peter_Caruana',\n",
       " 'Lynn_Abraham',\n",
       " 'Kelly_Osbourne',\n",
       " 'Condoleezza_Rice',\n",
       " 'Julia_Tymoshenko',\n",
       " 'Eminem',\n",
       " 'Tom_Watson',\n",
       " 'Thomas_Klestil',\n",
       " 'Caio_Blat',\n",
       " 'Bob_Ferguson',\n",
       " 'Randy_Jackson',\n",
       " 'Eunice_Barber',\n",
       " 'Ozzy_Osbourne',\n",
       " 'William_Jackson',\n",
       " 'Osama_Al_Baz',\n",
       " 'Gus_Van_Sant',\n",
       " 'Bryce_Carmine',\n",
       " 'Edward_Johnson',\n",
       " 'Stephen_Cooper',\n",
       " 'Richard_Harris',\n",
       " 'Sadie_Frost',\n",
       " 'Rod_Jong-il',\n",
       " 'Marco_Irizarry',\n",
       " 'Bulent_Ecevit',\n",
       " 'Rick_Dinse',\n",
       " 'Hubie_Brown',\n",
       " 'Javier_Camara',\n",
       " 'Kurt_Warner',\n",
       " 'Rick_Pitino',\n",
       " 'Toni_Jennings',\n",
       " 'Branko_Crvenkovski',\n",
       " 'Chip_Ganassi',\n",
       " 'Jason_Mewes',\n",
       " 'Zalmay_Khalilzad',\n",
       " 'Ken_Macha',\n",
       " 'Ali_Adbul_Karim_Madani',\n",
       " 'Raul_Chacon',\n",
       " 'Luis_Guzman',\n",
       " 'Rena_Sofer',\n",
       " 'Vince_Dooley',\n",
       " 'Janet_Ecker',\n",
       " 'Carlos_Fasciolo',\n",
       " 'Massoud_Barzani',\n",
       " 'Candice_Bergen',\n",
       " 'Ralph_Firman',\n",
       " 'Rick_Santorum',\n",
       " 'Javier_Bardem',\n",
       " 'Luis_Rosario_Huertas',\n",
       " 'Sandra_Milo',\n",
       " 'Julius_Barnes',\n",
       " 'Taha_Yassin_Ramadan',\n",
       " 'El_Hadji_Diouf',\n",
       " 'Felix_Doh',\n",
       " 'John_Stallworth',\n",
       " 'Francis_Ford_Coppola',\n",
       " 'Peter_Hillary',\n",
       " 'Kristen_Breitweiser',\n",
       " 'Gregor_Gysi',\n",
       " 'Eglis_Yaima_Cruz',\n",
       " 'Sandra_Shamas',\n",
       " 'Helen_Clark',\n",
       " 'Ted_Christopher',\n",
       " 'Takeo_Hiranuma',\n",
       " 'Marcos_Milinkovic',\n",
       " 'Jim_Carrey',\n",
       " 'Steve-O',\n",
       " 'Edward_James_Olmos',\n",
       " 'John_McCain',\n",
       " 'Gustavo_Noboa',\n",
       " 'Ms_Dynamite',\n",
       " 'Chuck_Yeager',\n",
       " 'Steve_Backley',\n",
       " 'Jacqueline_Edwards',\n",
       " 'Lena_Olin',\n",
       " 'Kaspar_Villiger',\n",
       " 'Edwina_Currie',\n",
       " 'Mark_Hogan',\n",
       " 'Ferenc_Madl',\n",
       " 'Jake_Brace',\n",
       " 'Gavyn_Davies',\n",
       " 'Janine_Pietsch',\n",
       " 'Dagmar_Dunlevy',\n",
       " 'Zico',\n",
       " 'Tatiana_Panova',\n",
       " 'James_Spalding',\n",
       " 'Asif_Hanif',\n",
       " 'Larry_Ellison',\n",
       " 'Marc-Andre_Fleury',\n",
       " 'Andrew_Weissmann',\n",
       " 'Jose_Vicente_Rangel',\n",
       " 'Marc_Bulger',\n",
       " 'Grant_Hackett',\n",
       " 'Victor_Kraatz',\n",
       " 'David_Chase',\n",
       " 'Javier_Weber',\n",
       " 'Marina_Hands',\n",
       " 'Rogelio_Ramos',\n",
       " 'Khalid_Qazi',\n",
       " 'Andres_Manuel_Lopez_Obrador',\n",
       " 'Assad_Ahmadi',\n",
       " 'Bill_Maher',\n",
       " 'Hitoshi_Oshitani',\n",
       " 'Queen_Silvia',\n",
       " 'Julio_Cesar_Franco',\n",
       " 'Richard_Naughton',\n",
       " 'Paddy_Long',\n",
       " 'Mikhail_Youzhny',\n",
       " 'David_Carradine',\n",
       " 'Peter_Struck',\n",
       " 'Terry_Lynn_Barton',\n",
       " 'Gerald_Fitch',\n",
       " 'Cemil_Cicek',\n",
       " 'Frank_Lautenberg',\n",
       " 'Georgia_Giddings',\n",
       " 'Glafcos_Clerides',\n",
       " 'Filippo_Inzaghi',\n",
       " 'Edina_Batar',\n",
       " 'Malak_Habbak',\n",
       " 'David_McCallum',\n",
       " 'Garry_Alejano',\n",
       " 'Peter_Medgyessy',\n",
       " 'JJ_Redick',\n",
       " 'Phil_Gramm',\n",
       " 'Vanessa_Redgrave',\n",
       " 'Mike_Johanns',\n",
       " 'Mark_Salter',\n",
       " 'Jimmy_Carter',\n",
       " 'Wei_Wu',\n",
       " 'John_Blaney',\n",
       " 'Dave_Lewis',\n",
       " 'Hiroki_Gomi',\n",
       " 'Richard_Myers',\n",
       " 'MC_Hammer',\n",
       " 'John_Leguizamo',\n",
       " 'Sonja_Kesselschlager',\n",
       " 'Jessica_Capshaw',\n",
       " 'Robert_De_Niro',\n",
       " 'Anja_Paerson',\n",
       " 'Andres_Pastrana',\n",
       " 'Vytas_Danelius',\n",
       " 'Alexander_Rumyantsev',\n",
       " 'Scott_Blum',\n",
       " 'Hermes_Gamonal',\n",
       " 'Karen_Mok',\n",
       " 'Stan_Heath',\n",
       " 'Greg_Kinnear',\n",
       " 'Ascencion_Barajas',\n",
       " 'John_Barnett',\n",
       " 'Esteban_Cordoba-Velazquez',\n",
       " 'Judy_Locy',\n",
       " 'Randy_Travis',\n",
       " 'Rahul_Dravid',\n",
       " 'Joseph_Hoy',\n",
       " 'Roger_Lyons',\n",
       " 'Daryl_Smith',\n",
       " 'Oleksandr_Moroz',\n",
       " 'Barbara_Walters',\n",
       " 'William_Murabito',\n",
       " 'Ozzie_Smith',\n",
       " 'Matt_Braker',\n",
       " 'Steven_Seagal',\n",
       " 'Kevin_Sorbo',\n",
       " 'Suk_Chung_Hong',\n",
       " 'James_Hoffa',\n",
       " 'Lucio_Angulo',\n",
       " 'Larry_Lindsey',\n",
       " 'Donald_Keyser',\n",
       " 'Adrian_Nastase',\n",
       " 'Jane_Leeves',\n",
       " 'Katie_Holmes',\n",
       " 'Lois_Smart',\n",
       " 'Rosie_Perez',\n",
       " 'Vince_Vaughan',\n",
       " 'Ricardo_Lopez_Murphy',\n",
       " 'Daniel_Barenboim',\n",
       " 'Rachel_Kempson',\n",
       " 'Liliana_Cavani',\n",
       " 'Mark_Redman',\n",
       " 'LeRoy_Millette_Jr',\n",
       " 'Celso_Amorim',\n",
       " '.DS_Store',\n",
       " 'Jacky_Cheung',\n",
       " 'Bo_Ryan',\n",
       " 'Agnes_Bruckner',\n",
       " 'Ali_Abbas',\n",
       " 'Dirk_Kempthorne',\n",
       " 'Jennifer_Pena',\n",
       " 'Stellan_Skarsgard',\n",
       " 'Jung_Bong',\n",
       " 'Charlie_Deane',\n",
       " 'Eliza_Dushku',\n",
       " 'Bilal_Erdogan',\n",
       " 'Etta_James',\n",
       " 'Vecdi_Gonul',\n",
       " 'Larry_Hagman',\n",
       " 'Gil_de_Ferran',\n",
       " 'Ken_Dorsey',\n",
       " 'Matt_Welsh',\n",
       " 'Claudine_Farrell',\n",
       " 'Jen_Bice',\n",
       " 'Alexis_Dennisoff',\n",
       " 'Karen_Allen',\n",
       " 'E_Clay_Shaw',\n",
       " 'Jose_Lina',\n",
       " 'Fujio_Mitarai',\n",
       " 'Leon_Silver',\n",
       " 'Emmanuel_Milingo',\n",
       " 'David_Dorfman',\n",
       " 'Henning_Scherf',\n",
       " 'Lloyd_Mudiwa',\n",
       " 'Barbara_Brezigar',\n",
       " 'Robert_Fico',\n",
       " 'Steve_Wariner',\n",
       " 'Emily_Mortimer',\n",
       " 'Don_Boudria',\n",
       " 'Diane_Ladd',\n",
       " 'Piotr_Anderszewski',\n",
       " 'Robin_Cook',\n",
       " 'Eduardo_Duhalde',\n",
       " 'Kurt_Thomas',\n",
       " 'Hong_Myung',\n",
       " 'Tonga',\n",
       " 'Caroline_Kennedy',\n",
       " 'Allan_Kemakeza',\n",
       " 'Elisabeth_Schumacher',\n",
       " 'Sanjay_Chawla',\n",
       " 'Douglas_Faneuil',\n",
       " 'Picabo_Street',\n",
       " 'Dan_LaCoutre',\n",
       " 'Andy_Madikians',\n",
       " 'Namuddu_Florence',\n",
       " 'Nathalie_Dechy',\n",
       " 'Chen_Tsai-chin',\n",
       " 'Pascal_Lamy',\n",
       " 'Leni_Bjorklund',\n",
       " 'Herbert_Haupt',\n",
       " 'Anna_Chicherova',\n",
       " 'Bernadette_Peters',\n",
       " 'Sue_Slavec',\n",
       " 'Lloyd_Ward',\n",
       " 'Lim_Dong-won',\n",
       " 'Chris_Claiborne',\n",
       " 'Catherine_Woodard',\n",
       " 'Ian_Campbell',\n",
       " 'Dave_McGinnis',\n",
       " 'Tom_Christerson',\n",
       " 'Rosemarie_Stack',\n",
       " 'Tommy_Franks',\n",
       " 'Rosalyn_Carter',\n",
       " 'Kostya_Tszyu',\n",
       " 'Masatoshi_Koshiba',\n",
       " 'Hannah_Stockbauer',\n",
       " 'Stephanie_Moore',\n",
       " 'Saparmurat_Niyazov',\n",
       " 'Suh_Young-hoon',\n",
       " 'Nanni_Moretti',\n",
       " 'Omar_Vizquel',\n",
       " 'Marie_Haghal',\n",
       " 'Tom_Harkin',\n",
       " 'Jenna_Elfman',\n",
       " 'Joseph_LePore',\n",
       " 'Astrid_Betancourt',\n",
       " 'Jennifer_Murray',\n",
       " 'Shaukat_Aziz',\n",
       " 'Lachlan_Murdoch',\n",
       " 'Nora_Ephron',\n",
       " 'Jamie_Carey',\n",
       " 'Antonio_Catania',\n",
       " 'Francois_Botha',\n",
       " 'Jim_Freudenberg',\n",
       " 'Mohammad_Mustapha_Miro',\n",
       " 'Marcelo_Bielsa',\n",
       " 'Miguel_Angel_Rodriguez',\n",
       " 'Teri_Files',\n",
       " 'Andrew_Shutley',\n",
       " 'Ted_Nolan',\n",
       " 'Nikki_McKibbin',\n",
       " 'Debbie_Reynolds',\n",
       " 'Billy_Graham',\n",
       " 'Kirsten_Dunst',\n",
       " 'Bruce_Springsteen',\n",
       " 'Maurice_Cheeks',\n",
       " 'Jose_Miguel_Aleman',\n",
       " 'Dave_Odom',\n",
       " 'Joe_Finley',\n",
       " 'Eddy_Hartenstein',\n",
       " 'Bruce_Weber',\n",
       " 'Adolfo_Aguilar_Zinser',\n",
       " 'Farouk_al-Sharaa',\n",
       " 'Peter_Harrison',\n",
       " 'Mayumi_Moriyama',\n",
       " 'Sally_Clark',\n",
       " 'Matthew_McConaughey',\n",
       " 'Gideon_Yago',\n",
       " 'Natalya_Sazanovich',\n",
       " 'Elizabeth_Regan',\n",
       " 'Abel_Aguilar',\n",
       " 'Sultan_Qaboos',\n",
       " 'Lucia_Kenny_Anthony',\n",
       " 'Raza_Rabbani',\n",
       " 'Bill_Guerin',\n",
       " 'Francis_George',\n",
       " 'Mario_Kreutzberger',\n",
       " 'Hana_Makhmalbaf',\n",
       " 'Robert_Beck',\n",
       " 'Chris_Moore',\n",
       " 'Yolanda_King',\n",
       " 'William_Macy',\n",
       " 'Harriet_Lessy',\n",
       " 'Kathryn_Morris',\n",
       " 'Lucrecia_Orozco',\n",
       " 'Dave_Ragone',\n",
       " 'Melanie_Griffith',\n",
       " 'Joe_Glover',\n",
       " 'Thomas_OBrien',\n",
       " 'Mike_Martz',\n",
       " 'Buddy_Ryan',\n",
       " 'Dennis_Archer',\n",
       " 'Marat_Safin',\n",
       " 'Teresa_Williams',\n",
       " 'Jerry_McEntee',\n",
       " 'Debra_Brown',\n",
       " 'Leo_Mullin',\n",
       " 'Brian_Scalabrine',\n",
       " 'Judy_Spreckels',\n",
       " 'Dan_Prinster',\n",
       " 'Albert_Montanes',\n",
       " 'James_Carville',\n",
       " 'Leszek_Miller',\n",
       " 'Michael_Guiler',\n",
       " ...]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# files[10:-10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a55c08a5-98f0-47ca-b2fe-44ac88d66d26",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dacd3f79-0e6f-4d2d-8370-2af233fddfc1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9a3d3eba-683f-4235-9f01-f4b6d39df9ed",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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