face_recognition/find_facial_features/find_facial_features.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# find_facial_features for one face"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I found 1 face(s) in this photograph.\n",
      "The chin in this face has the following points: [(85, 65), (84, 73), (85, 81), (85, 89), (87, 96), (92, 102), (98, 106), (105, 110), (112, 112), (120, 113), (126, 110), (131, 106), (134, 101), (137, 95), (139, 89), (140, 82), (141, 76)]\n",
      "The left_eyebrow in this face has the following points: [(97, 58), (101, 56), (106, 55), (112, 56), (116, 59)]\n",
      "The right_eyebrow in this face has the following points: [(124, 61), (129, 61), (134, 62), (137, 64), (139, 68)]\n",
      "The nose_bridge in this face has the following points: [(120, 65), (120, 70), (119, 75), (119, 80)]\n",
      "The nose_tip in this face has the following points: [(111, 83), (114, 84), (117, 85), (120, 85), (123, 85)]\n",
      "The left_eye in this face has the following points: [(102, 64), (106, 63), (109, 64), (111, 66), (108, 66), (105, 65)]\n",
      "The right_eye in this face has the following points: [(125, 69), (129, 68), (132, 69), (134, 72), (131, 71), (128, 71)]\n",
      "The top_lip in this face has the following points: [(103, 91), (108, 90), (113, 91), (116, 92), (119, 92), (122, 94), (125, 96), (124, 95), (118, 94), (115, 94), (112, 92), (105, 91)]\n",
      "The bottom_lip in this face has the following points: [(125, 96), (121, 96), (118, 96), (115, 96), (111, 95), (107, 93), (103, 91), (105, 91), (112, 92), (115, 93), (118, 93), (124, 95)]\n"
     ]
    }
   ],
   "source": [
    "from PIL import Image, ImageDraw\n",
    "import face_recognition\n",
    "\n",
    "# Load the jpg file into a numpy array\n",
    "image = face_recognition.load_image_file(\"biden.png\")\n",
    "\n",
    "# Find all facial features in all the faces in the image\n",
    "face_landmarks_list = face_recognition.face_landmarks(image)\n",
    "\n",
    "print(\"I found {} face(s) in this photograph.\".format(len(face_landmarks_list)))\n",
    "\n",
    "for face_landmarks in face_landmarks_list:\n",
    "\n",
    "    # Print the location of each facial feature in this image\n",
    "    facial_features = [\n",
    "        'chin',\n",
    "        'left_eyebrow',\n",
    "        'right_eyebrow',\n",
    "        'nose_bridge',\n",
    "        'nose_tip',\n",
    "        'left_eye',\n",
    "        'right_eye',\n",
    "        'top_lip',\n",
    "        'bottom_lip'\n",
    "    ]\n",
    "\n",
    "    for facial_feature in facial_features:\n",
    "        print(\"The {} in this face has the following points: {}\".format(facial_feature, face_landmarks[facial_feature]))\n",
    "\n",
    "    # Let's trace out each facial feature in the image with a line!\n",
    "    pil_image = Image.fromarray(image)\n",
    "    d = ImageDraw.Draw(pil_image)\n",
    "\n",
    "    for facial_feature in facial_features:\n",
    "        d.line(face_landmarks[facial_feature], width=5)\n",
    "\n",
    "    pil_image.save('outpic_biden.jpg')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# find_facial_features for all faces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I found 64 face(s) in this photograph.\n",
      "The chin in this face has the following points: [(20, 109), (20, 114), (21, 118), (22, 122), (23, 126), (26, 129), (29, 132), (33, 134), (36, 134), (40, 133), (43, 131), (46, 128), (48, 124), (49, 120), (50, 116), (51, 112), (51, 108)]\n",
      "The left_eyebrow in this face has the following points: [(22, 107), (24, 105), (26, 105), (29, 105), (32, 107)]\n",
      "The right_eyebrow in this face has the following points: [(39, 106), (41, 105), (44, 104), (46, 104), (48, 106)]\n",
      "The nose_bridge in this face has the following points: [(35, 109), (36, 112), (36, 115), (36, 118)]\n",
      "The nose_tip in this face has the following points: [(33, 120), (35, 121), (36, 121), (38, 120), (39, 120)]\n",
      "The left_eye in this face has the following points: [(25, 109), (27, 108), (29, 108), (31, 110), (29, 110), (27, 110)]\n",
      "The right_eye in this face has the following points: [(39, 110), (41, 108), (43, 107), (45, 109), (44, 109), (42, 110)]\n",
      "The top_lip in this face has the following points: [(30, 124), (33, 124), (35, 123), (36, 123), (38, 123), (40, 123), (42, 123), (41, 123), (38, 124), (37, 125), (35, 125), (31, 124)]\n",
      "The bottom_lip in this face has the following points: [(42, 123), (40, 125), (39, 126), (37, 127), (35, 127), (33, 126), (30, 124), (31, 124), (35, 125), (37, 125), (38, 124), (41, 123)]\n",
      "The chin in this face has the following points: [(552, 184), (552, 188), (552, 193), (552, 197), (553, 202), (555, 206), (558, 209), (562, 211), (567, 213), (571, 213), (576, 211), (580, 209), (583, 206), (584, 202), (585, 197), (586, 193), (587, 188)]\n",
      "The left_eyebrow in this face has the following points: [(556, 180), (558, 177), (561, 177), (564, 177), (567, 179)]\n",
      "The right_eyebrow in this face has the following points: [(574, 180), (577, 180), (580, 180), (583, 182), (584, 185)]\n",
      "The nose_bridge in this face has the following points: [(570, 183), (570, 186), (569, 189), (569, 192)]\n",
      "The nose_tip in this face has the following points: [(565, 193), (567, 194), (568, 195), (570, 195), (572, 194)]\n",
      "The left_eye in this face has the following points: [(560, 183), (562, 182), (564, 182), (566, 184), (564, 183), (562, 183)]\n",
      "The right_eye in this face has the following points: [(574, 185), (577, 184), (579, 185), (580, 186), (578, 186), (576, 186)]\n",
      "The top_lip in this face has the following points: [(560, 197), (563, 196), (565, 197), (568, 197), (571, 197), (574, 198), (577, 200), (575, 200), (571, 198), (568, 198), (565, 198), (561, 197)]\n",
      "The bottom_lip in this face has the following points: [(577, 200), (573, 202), (570, 202), (567, 202), (564, 202), (562, 200), (560, 197), (561, 197), (565, 200), (568, 201), (570, 201), (575, 200)]\n",
      "The chin in this face has the following points: [(93, 338), (93, 343), (94, 348), (95, 353), (97, 358), (99, 362), (103, 365), (107, 367), (112, 368), (117, 367), (122, 364), (125, 361), (127, 357), (129, 352), (129, 347), (130, 343), (130, 338)]\n",
      "The left_eyebrow in this face has the following points: [(96, 334), (98, 332), (101, 331), (104, 332), (107, 333)]\n",
      "The right_eyebrow in this face has the following points: [(116, 332), (119, 331), (122, 330), (125, 331), (127, 332)]\n",
      "The nose_bridge in this face has the following points: [(111, 337), (111, 340), (111, 343), (111, 347)]\n",
      "The nose_tip in this face has the following points: [(108, 349), (110, 350), (111, 350), (113, 349), (115, 349)]\n",
      "The left_eye in this face has the following points: [(99, 338), (101, 336), (104, 337), (106, 338), (104, 339), (101, 339)]\n",
      "The right_eye in this face has the following points: [(117, 338), (119, 336), (121, 336), (124, 337), (122, 338), (119, 338)]\n",
      "The top_lip in this face has the following points: [(102, 354), (106, 353), (109, 352), (112, 352), (114, 352), (118, 352), (122, 353), (121, 353), (114, 353), (112, 354), (109, 354), (103, 355)]\n",
      "The bottom_lip in this face has the following points: [(122, 353), (119, 357), (115, 358), (112, 359), (109, 359), (106, 357), (102, 354), (103, 355), (109, 357), (112, 357), (115, 356), (121, 353)]\n",
      "The chin in this face has the following points: [(92, 422), (92, 427), (93, 431), (94, 435), (96, 440), (99, 443), (103, 446), (108, 449), (112, 449), (117, 449), (121, 446), (124, 442), (127, 439), (128, 434), (129, 430), (130, 425), (130, 421)]\n",
      "The left_eyebrow in this face has the following points: [(95, 416), (97, 413), (100, 412), (103, 412), (107, 413)]\n",
      "The right_eyebrow in this face has the following points: [(115, 413), (118, 411), (121, 411), (124, 412), (126, 414)]\n",
      "The nose_bridge in this face has the following points: [(111, 419), (111, 422), (111, 424), (111, 427)]\n",
      "The nose_tip in this face has the following points: [(108, 430), (110, 431), (112, 431), (113, 430), (115, 430)]\n",
      "The left_eye in this face has the following points: [(99, 420), (101, 419), (104, 419), (106, 420), (103, 421), (101, 421)]\n",
      "The right_eye in this face has the following points: [(116, 420), (118, 418), (121, 418), (123, 419), (121, 420), (119, 421)]\n",
      "The top_lip in this face has the following points: [(102, 436), (106, 434), (109, 434), (112, 434), (114, 434), (118, 434), (121, 435), (120, 435), (114, 435), (112, 436), (109, 436), (103, 436)]\n",
      "The bottom_lip in this face has the following points: [(121, 435), (118, 439), (115, 441), (112, 441), (109, 441), (106, 440), (102, 436), (103, 436), (109, 439), (112, 439), (114, 439), (120, 435)]\n",
      "The chin in this face has the following points: [(171, 106), (171, 111), (171, 115), (172, 119), (173, 124), (175, 128), (178, 131), (181, 134), (185, 135), (189, 135), (192, 133), (196, 131), (198, 128), (200, 124), (201, 120), (202, 116), (203, 112)]\n",
      "The left_eyebrow in this face has the following points: [(174, 105), (177, 104), (180, 104), (183, 105), (186, 107)]\n",
      "The right_eyebrow in this face has the following points: [(190, 108), (193, 107), (197, 106), (200, 107), (201, 109)]\n",
      "The nose_bridge in this face has the following points: [(188, 110), (187, 112), (187, 115), (187, 118)]\n",
      "The nose_tip in this face has the following points: [(183, 119), (185, 120), (186, 121), (188, 121), (190, 120)]\n",
      "The left_eye in this face has the following points: [(177, 108), (179, 108), (181, 108), (183, 110), (181, 110), (179, 109)]\n",
      "The right_eye in this face has the following points: [(192, 111), (194, 110), (196, 111), (198, 112), (196, 112), (194, 112)]\n",
      "The top_lip in this face has the following points: [(180, 123), (182, 123), (184, 123), (186, 124), (188, 123), (191, 124), (193, 124), (192, 124), (188, 125), (186, 125), (184, 124), (181, 123)]\n",
      "The bottom_lip in this face has the following points: [(193, 124), (190, 126), (188, 127), (186, 127), (184, 127), (182, 125), (180, 123), (181, 123), (184, 125), (186, 125), (188, 125), (192, 124)]\n",
      "The chin in this face has the following points: [(168, 263), (169, 268), (170, 273), (171, 278), (172, 282), (175, 287), (178, 291), (183, 294), (188, 295), (193, 294), (197, 290), (200, 286), (202, 281), (203, 276), (204, 271), (205, 267), (205, 262)]\n",
      "The left_eyebrow in this face has the following points: [(172, 262), (174, 261), (177, 261), (180, 261), (183, 262)]\n",
      "The right_eyebrow in this face has the following points: [(190, 261), (193, 260), (196, 259), (199, 259), (201, 261)]\n",
      "The nose_bridge in this face has the following points: [(187, 265), (187, 269), (187, 272), (187, 276)]\n",
      "The nose_tip in this face has the following points: [(184, 277), (185, 278), (187, 279), (189, 278), (190, 277)]\n",
      "The left_eye in this face has the following points: [(175, 266), (177, 265), (180, 265), (182, 266), (179, 267), (177, 267)]\n",
      "The right_eye in this face has the following points: [(191, 266), (194, 264), (196, 263), (198, 265), (196, 266), (194, 266)]\n",
      "The top_lip in this face has the following points: [(180, 282), (182, 281), (185, 281), (187, 282), (189, 281), (192, 281), (195, 281), (194, 282), (189, 282), (187, 282), (185, 282), (181, 282)]\n",
      "The bottom_lip in this face has the following points: [(195, 281), (192, 284), (189, 286), (187, 286), (185, 286), (183, 284), (180, 282), (181, 282), (185, 284), (187, 284), (189, 284), (194, 282)]\n",
      "The chin in this face has the following points: [(247, 489), (247, 493), (247, 498), (247, 502), (248, 506), (250, 510), (253, 513), (257, 515), (261, 516), (266, 516), (271, 515), (275, 512), (278, 509), (280, 505), (281, 501), (282, 497), (282, 492)]\n",
      "The left_eyebrow in this face has the following points: [(250, 483), (252, 481), (255, 480), (258, 480), (261, 482)]\n",
      "The right_eyebrow in this face has the following points: [(268, 482), (271, 481), (275, 481), (278, 483), (280, 486)]\n",
      "The nose_bridge in this face has the following points: [(264, 486), (264, 489), (264, 491), (263, 493)]\n",
      "The nose_tip in this face has the following points: [(260, 496), (261, 497), (263, 497), (265, 497), (267, 497)]\n",
      "The left_eye in this face has the following points: [(253, 487), (255, 486), (257, 486), (259, 488), (257, 488), (255, 488)]\n",
      "The right_eye in this face has the following points: [(269, 489), (271, 487), (274, 487), (276, 489), (274, 489), (271, 489)]\n",
      "The top_lip in this face has the following points: [(254, 502), (257, 500), (260, 499), (263, 499), (265, 499), (268, 500), (272, 503), (270, 503), (265, 501), (263, 501), (260, 501), (255, 502)]\n",
      "The bottom_lip in this face has the following points: [(272, 503), (268, 506), (265, 507), (262, 507), (260, 507), (257, 505), (254, 502), (255, 502), (260, 504), (263, 505), (265, 505), (270, 503)]\n",
      "The chin in this face has the following points: [(94, 493), (94, 498), (95, 502), (96, 507), (98, 512), (101, 516), (104, 520), (109, 522), (114, 523), (119, 523), (124, 520), (128, 516), (131, 512), (133, 507), (134, 502), (134, 497), (134, 492)]\n",
      "The left_eyebrow in this face has the following points: [(98, 486), (100, 484), (103, 483), (106, 483), (109, 485)]\n",
      "The right_eyebrow in this face has the following points: [(118, 485), (121, 483), (124, 482), (127, 482), (130, 484)]\n",
      "The nose_bridge in this face has the following points: [(114, 489), (114, 493), (114, 496), (114, 499)]\n",
      "The nose_tip in this face has the following points: [(110, 501), (112, 502), (114, 502), (116, 502), (118, 501)]\n",
      "The left_eye in this face has the following points: [(102, 491), (104, 490), (106, 490), (109, 491), (106, 491), (104, 491)]\n",
      "The right_eye in this face has the following points: [(120, 491), (122, 489), (124, 489), (126, 490), (124, 491), (122, 491)]\n",
      "The top_lip in this face has the following points: [(105, 508), (108, 505), (112, 505), (115, 505), (117, 505), (121, 505), (124, 507), (123, 508), (117, 506), (115, 506), (112, 506), (106, 508)]\n",
      "The bottom_lip in this face has the following points: [(124, 507), (121, 511), (117, 513), (114, 513), (111, 513), (108, 511), (105, 508), (106, 508), (111, 511), (114, 511), (117, 511), (123, 508)]\n",
      "The chin in this face has the following points: [(170, 493), (171, 499), (171, 504), (172, 509), (174, 514), (178, 518), (182, 521), (187, 524), (192, 525), (197, 524), (201, 520), (205, 517), (208, 512), (210, 507), (211, 501), (211, 496), (211, 490)]\n",
      "The left_eyebrow in this face has the following points: [(172, 488), (174, 486), (178, 485), (181, 485), (184, 486)]\n",
      "The right_eyebrow in this face has the following points: [(194, 486), (197, 484), (200, 483), (204, 483), (207, 485)]\n",
      "The nose_bridge in this face has the following points: [(189, 492), (189, 495), (190, 499), (190, 503)]\n",
      "The nose_tip in this face has the following points: [(187, 506), (189, 506), (190, 506), (192, 506), (193, 505)]\n",
      "The left_eye in this face has the following points: [(176, 493), (178, 491), (181, 491), (184, 493), (181, 494), (178, 494)]\n",
      "The right_eye in this face has the following points: [(195, 492), (198, 490), (201, 489), (203, 491), (201, 492), (198, 493)]\n",
      "The top_lip in this face has the following points: [(182, 511), (185, 510), (188, 509), (190, 510), (192, 509), (196, 509), (199, 510), (198, 511), (193, 512), (191, 512), (188, 512), (184, 511)]\n",
      "The bottom_lip in this face has the following points: [(199, 510), (196, 513), (193, 514), (191, 514), (188, 514), (185, 514), (182, 511), (184, 511), (188, 511), (190, 512), (193, 511), (198, 511)]\n",
      "The chin in this face has the following points: [(23, 36), (24, 41), (24, 45), (25, 48), (27, 52), (29, 55), (33, 57), (37, 58), (42, 59), (46, 58), (50, 56), (52, 53), (54, 50), (55, 46), (55, 42), (56, 38), (56, 34)]\n",
      "The left_eyebrow in this face has the following points: [(26, 30), (28, 28), (31, 27), (34, 27), (37, 28)]\n",
      "The right_eyebrow in this face has the following points: [(42, 27), (45, 26), (48, 25), (51, 26), (53, 29)]\n",
      "The nose_bridge in this face has the following points: [(40, 31), (40, 34), (40, 36), (41, 39)]\n",
      "The nose_tip in this face has the following points: [(38, 42), (39, 42), (41, 42), (42, 42), (43, 41)]\n",
      "The left_eye in this face has the following points: [(30, 33), (31, 32), (34, 32), (36, 33), (34, 33), (32, 33)]\n",
      "The right_eye in this face has the following points: [(44, 32), (46, 31), (48, 31), (50, 32), (48, 33), (46, 33)]\n",
      "The top_lip in this face has the following points: [(35, 48), (37, 46), (39, 45), (41, 46), (43, 45), (45, 46), (47, 47), (46, 47), (43, 47), (41, 47), (39, 47), (36, 48)]\n",
      "The bottom_lip in this face has the following points: [(47, 47), (45, 48), (43, 49), (41, 49), (40, 49), (37, 49), (35, 48), (36, 48), (39, 47), (41, 47), (43, 47), (46, 47)]\n",
      "The chin in this face has the following points: [(252, 261), (253, 267), (253, 273), (255, 279), (259, 283), (264, 287), (269, 290), (274, 292), (279, 292), (282, 290), (284, 286), (287, 282), (289, 278), (292, 274), (293, 270), (293, 266), (292, 262)]\n",
      "The left_eyebrow in this face has the following points: [(263, 258), (266, 256), (270, 255), (273, 256), (277, 258)]\n",
      "The right_eyebrow in this face has the following points: [(285, 258), (287, 256), (289, 255), (290, 255), (292, 256)]\n",
      "The nose_bridge in this face has the following points: [(281, 263), (281, 266), (282, 270), (282, 273)]\n",
      "The nose_tip in this face has the following points: [(276, 275), (279, 275), (281, 276), (283, 275), (285, 274)]\n",
      "The left_eye in this face has the following points: [(266, 262), (269, 261), (271, 262), (274, 263), (271, 263), (268, 263)]\n",
      "The right_eye in this face has the following points: [(284, 263), (286, 261), (288, 260), (290, 261), (288, 262), (286, 262)]\n",
      "The top_lip in this face has the following points: [(269, 278), (273, 277), (278, 277), (281, 278), (283, 277), (285, 277), (287, 277), (286, 278), (282, 278), (280, 279), (278, 279), (270, 278)]\n",
      "The bottom_lip in this face has the following points: [(287, 277), (285, 282), (282, 284), (280, 285), (277, 285), (273, 283), (269, 278), (270, 278), (278, 282), (280, 282), (282, 281), (286, 278)]\n",
      "The chin in this face has the following points: [(94, 261), (95, 267), (95, 272), (96, 277), (98, 282), (101, 287), (104, 291), (108, 294), (114, 294), (119, 293), (123, 289), (126, 285), (129, 280), (130, 275), (130, 269), (130, 264), (130, 259)]\n",
      "The left_eyebrow in this face has the following points: [(96, 260), (98, 257), (101, 255), (105, 256), (108, 257)]\n",
      "The right_eyebrow in this face has the following points: [(115, 257), (118, 255), (122, 254), (125, 255), (127, 257)]\n",
      "The nose_bridge in this face has the following points: [(112, 260), (112, 263), (112, 266), (113, 270)]\n",
      "The nose_tip in this face has the following points: [(109, 272), (111, 272), (113, 273), (115, 272), (116, 271)]\n",
      "The left_eye in this face has the following points: [(100, 261), (102, 260), (105, 260), (107, 261), (105, 261), (102, 262)]\n",
      "The right_eye in this face has the following points: [(116, 260), (118, 259), (121, 259), (123, 260), (121, 260), (119, 260)]\n",
      "The top_lip in this face has the following points: [(104, 278), (107, 277), (110, 277), (113, 277), (115, 277), (118, 276), (121, 277), (120, 277), (115, 277), (113, 278), (110, 278), (105, 278)]\n",
      "The bottom_lip in this face has the following points: [(121, 277), (118, 280), (116, 282), (113, 283), (110, 283), (107, 282), (104, 278), (105, 278), (110, 280), (113, 280), (115, 280), (120, 277)]\n",
      "The chin in this face has the following points: [(27, 271), (30, 275), (33, 279), (36, 283), (39, 286), (44, 287), (50, 288), (55, 288), (59, 286), (62, 283), (63, 279), (64, 276), (65, 271), (64, 267), (63, 262), (61, 258), (59, 254)]\n",
      "The left_eyebrow in this face has the following points: [(30, 267), (31, 264), (34, 263), (37, 262), (40, 261)]\n",
      "The right_eyebrow in this face has the following points: [(46, 258), (48, 256), (50, 254), (53, 252), (56, 253)]\n",
      "The nose_bridge in this face has the following points: [(45, 263), (47, 265), (48, 268), (50, 271)]\n",
      "The nose_tip in this face has the following points: [(47, 273), (49, 273), (51, 273), (52, 271), (53, 269)]\n",
      "The left_eye in this face has the following points: [(35, 269), (36, 267), (38, 265), (41, 266), (39, 267), (37, 268)]\n",
      "The right_eye in this face has the following points: [(49, 261), (50, 259), (52, 258), (54, 258), (53, 259), (51, 260)]\n",
      "The top_lip in this face has the following points: [(45, 279), (47, 276), (50, 275), (52, 274), (54, 272), (56, 271), (59, 271), (58, 272), (55, 273), (53, 275), (51, 276), (46, 279)]\n",
      "The bottom_lip in this face has the following points: [(59, 271), (59, 275), (57, 278), (55, 279), (53, 280), (49, 281), (45, 279), (46, 279), (52, 279), (54, 278), (56, 276), (58, 272)]\n",
      "The chin in this face has the following points: [(399, 188), (399, 193), (400, 198), (401, 202), (403, 207), (406, 211), (409, 214), (412, 217), (417, 218), (422, 217), (426, 215), (429, 211), (432, 207), (434, 202), (435, 197), (435, 192), (436, 187)]\n",
      "The left_eyebrow in this face has the following points: [(400, 186), (403, 184), (406, 184), (409, 184), (412, 186)]\n",
      "The right_eyebrow in this face has the following points: [(418, 186), (422, 184), (425, 183), (428, 184), (431, 185)]\n",
      "The nose_bridge in this face has the following points: [(415, 189), (415, 193), (415, 196), (415, 200)]\n",
      "The nose_tip in this face has the following points: [(412, 201), (414, 202), (416, 203), (418, 202), (420, 201)]\n",
      "The left_eye in this face has the following points: [(404, 190), (406, 188), (409, 188), (411, 190), (409, 190), (406, 190)]\n",
      "The right_eye in this face has the following points: [(420, 190), (422, 188), (425, 188), (428, 189), (425, 190), (423, 190)]\n",
      "The top_lip in this face has the following points: [(407, 205), (411, 205), (414, 204), (416, 205), (419, 204), (422, 204), (426, 204), (425, 205), (419, 206), (416, 206), (414, 206), (409, 205)]\n",
      "The bottom_lip in this face has the following points: [(426, 204), (423, 209), (419, 211), (417, 211), (414, 211), (411, 209), (407, 205), (409, 205), (414, 208), (416, 209), (419, 208), (425, 205)]\n",
      "The chin in this face has the following points: [(250, 109), (250, 113), (250, 118), (251, 122), (252, 126), (255, 130), (258, 133), (261, 136), (264, 137), (268, 136), (272, 134), (275, 131), (278, 128), (279, 124), (281, 120), (282, 116), (282, 111)]\n",
      "The left_eyebrow in this face has the following points: [(252, 107), (255, 106), (258, 107), (260, 108), (263, 109)]\n",
      "The right_eyebrow in this face has the following points: [(269, 109), (272, 108), (275, 107), (278, 107), (281, 109)]\n",
      "The nose_bridge in this face has the following points: [(266, 111), (266, 115), (265, 118), (265, 121)]\n",
      "The nose_tip in this face has the following points: [(262, 122), (264, 123), (265, 123), (267, 123), (269, 122)]\n",
      "The left_eye in this face has the following points: [(256, 110), (258, 109), (260, 110), (262, 112), (260, 112), (257, 111)]\n",
      "The right_eye in this face has the following points: [(270, 112), (272, 110), (275, 110), (277, 111), (275, 112), (273, 112)]\n",
      "The top_lip in this face has the following points: [(258, 124), (261, 124), (263, 124), (265, 125), (268, 124), (271, 125), (273, 125), (272, 125), (268, 126), (265, 126), (263, 125), (259, 124)]\n",
      "The bottom_lip in this face has the following points: [(273, 125), (271, 129), (267, 131), (265, 131), (263, 130), (260, 128), (258, 124), (259, 124), (263, 128), (265, 129), (267, 128), (272, 125)]\n",
      "The chin in this face has the following points: [(167, 341), (167, 346), (167, 350), (168, 355), (169, 359), (171, 363), (174, 367), (178, 371), (183, 372), (188, 371), (193, 369), (198, 366), (201, 363), (203, 358), (204, 353), (205, 348), (205, 343)]\n",
      "The left_eyebrow in this face has the following points: [(169, 337), (170, 334), (174, 333), (177, 333), (180, 335)]\n",
      "The right_eyebrow in this face has the following points: [(187, 334), (191, 333), (195, 332), (198, 334), (201, 336)]\n",
      "The nose_bridge in this face has the following points: [(183, 338), (183, 341), (183, 344), (183, 347)]\n",
      "The nose_tip in this face has the following points: [(179, 349), (181, 350), (183, 351), (185, 350), (188, 349)]\n",
      "The left_eye in this face has the following points: [(172, 340), (174, 338), (177, 338), (179, 340), (177, 340), (174, 340)]\n",
      "The right_eye in this face has the following points: [(189, 340), (192, 338), (194, 338), (196, 340), (194, 340), (192, 340)]\n",
      "The top_lip in this face has the following points: [(175, 356), (178, 355), (181, 354), (183, 355), (186, 354), (190, 355), (194, 356), (193, 356), (186, 355), (183, 356), (181, 355), (176, 356)]\n",
      "The bottom_lip in this face has the following points: [(194, 356), (190, 360), (186, 361), (183, 361), (181, 361), (177, 360), (175, 356), (176, 356), (181, 359), (183, 360), (186, 359), (193, 356)]\n",
      "The chin in this face has the following points: [(557, 413), (558, 417), (558, 422), (559, 427), (561, 431), (564, 434), (567, 437), (570, 439), (574, 440), (578, 439), (582, 437), (585, 434), (587, 430), (589, 426), (590, 422), (591, 418), (591, 413)]\n",
      "The left_eyebrow in this face has the following points: [(559, 408), (562, 406), (565, 406), (568, 407), (570, 408)]\n",
      "The right_eyebrow in this face has the following points: [(579, 408), (581, 407), (585, 406), (588, 407), (590, 409)]\n",
      "The nose_bridge in this face has the following points: [(575, 412), (575, 415), (575, 418), (575, 421)]\n",
      "The nose_tip in this face has the following points: [(571, 422), (572, 423), (575, 424), (577, 423), (579, 422)]\n",
      "The left_eye in this face has the following points: [(563, 412), (565, 411), (567, 412), (570, 413), (567, 413), (565, 413)]\n",
      "The right_eye in this face has the following points: [(580, 413), (582, 412), (584, 412), (586, 413), (584, 414), (582, 414)]\n",
      "The top_lip in this face has the following points: [(566, 426), (569, 425), (572, 425), (575, 426), (577, 425), (580, 426), (583, 427), (582, 427), (577, 427), (575, 427), (572, 427), (567, 426)]\n",
      "The bottom_lip in this face has the following points: [(583, 427), (580, 431), (577, 432), (574, 433), (572, 432), (569, 431), (566, 426), (567, 426), (572, 430), (574, 431), (577, 430), (582, 427)]\n",
      "The chin in this face has the following points: [(321, 183), (321, 188), (321, 192), (321, 196), (322, 201), (325, 205), (329, 208), (332, 211), (337, 212), (342, 212), (346, 209), (350, 205), (353, 202), (354, 198), (355, 193), (355, 189), (356, 185)]\n",
      "The left_eyebrow in this face has the following points: [(325, 177), (327, 174), (331, 174), (334, 174), (337, 175)]\n",
      "The right_eyebrow in this face has the following points: [(345, 176), (348, 176), (351, 176), (354, 177), (355, 180)]\n",
      "The nose_bridge in this face has the following points: [(341, 181), (341, 184), (340, 188), (340, 191)]\n",
      "The nose_tip in this face has the following points: [(336, 192), (338, 193), (340, 194), (342, 193), (344, 192)]\n",
      "The left_eye in this face has the following points: [(329, 181), (331, 180), (333, 180), (335, 181), (333, 181), (331, 181)]\n",
      "The right_eye in this face has the following points: [(345, 182), (347, 182), (349, 182), (351, 183), (349, 183), (347, 183)]\n",
      "The top_lip in this face has the following points: [(329, 195), (333, 195), (337, 196), (339, 197), (342, 196), (345, 197), (348, 197), (347, 198), (342, 197), (339, 197), (336, 197), (330, 196)]\n",
      "The bottom_lip in this face has the following points: [(348, 197), (344, 200), (341, 201), (338, 201), (336, 201), (332, 199), (329, 195), (330, 196), (336, 199), (339, 199), (341, 200), (347, 198)]\n",
      "The chin in this face has the following points: [(162, 417), (162, 422), (162, 427), (162, 432), (164, 437), (167, 441), (169, 446), (172, 450), (176, 451), (181, 451), (187, 448), (192, 445), (197, 441), (200, 437), (201, 431), (202, 426), (203, 419)]\n",
      "The left_eyebrow in this face has the following points: [(163, 413), (164, 411), (167, 411), (170, 411), (173, 412)]\n",
      "The right_eyebrow in this face has the following points: [(182, 413), (186, 413), (190, 413), (193, 414), (196, 416)]\n",
      "The nose_bridge in this face has the following points: [(177, 418), (177, 422), (176, 426), (175, 430)]\n",
      "The nose_tip in this face has the following points: [(172, 431), (174, 432), (176, 433), (178, 432), (181, 432)]\n",
      "The left_eye in this face has the following points: [(166, 417), (169, 415), (171, 416), (173, 418), (171, 418), (168, 418)]\n",
      "The right_eye in this face has the following points: [(184, 419), (186, 417), (189, 417), (191, 419), (189, 419), (186, 419)]\n",
      "The top_lip in this face has the following points: [(169, 434), (171, 435), (174, 435), (176, 436), (179, 435), (183, 436), (188, 436), (186, 436), (179, 436), (176, 436), (174, 436), (170, 435)]\n",
      "The bottom_lip in this face has the following points: [(188, 436), (183, 439), (179, 441), (176, 441), (173, 440), (171, 438), (169, 434), (170, 435), (174, 438), (176, 438), (179, 438), (186, 436)]\n",
      "The chin in this face has the following points: [(472, 490), (472, 495), (472, 500), (472, 504), (473, 509), (475, 514), (478, 518), (481, 521), (486, 522), (492, 521), (498, 519), (504, 516), (509, 512), (511, 506), (512, 501), (513, 495), (513, 489)]\n",
      "The left_eyebrow in this face has the following points: [(472, 485), (474, 483), (477, 482), (480, 483), (483, 484)]\n",
      "The right_eyebrow in this face has the following points: [(488, 484), (492, 483), (496, 482), (500, 483), (504, 485)]\n",
      "The nose_bridge in this face has the following points: [(485, 488), (484, 491), (484, 495), (483, 499)]\n",
      "The nose_tip in this face has the following points: [(481, 500), (482, 501), (484, 502), (487, 501), (489, 500)]\n",
      "The left_eye in this face has the following points: [(475, 488), (477, 487), (479, 487), (481, 488), (479, 489), (477, 489)]\n",
      "The right_eye in this face has the following points: [(493, 488), (495, 487), (497, 487), (499, 488), (497, 489), (495, 489)]\n",
      "The top_lip in this face has the following points: [(479, 507), (481, 505), (483, 505), (486, 505), (488, 505), (493, 505), (497, 506), (496, 506), (489, 506), (486, 506), (483, 506), (480, 507)]\n",
      "The bottom_lip in this face has the following points: [(497, 506), (493, 510), (489, 511), (486, 512), (484, 512), (481, 510), (479, 507), (480, 507), (484, 509), (486, 510), (489, 509), (496, 506)]\n",
      "The chin in this face has the following points: [(19, 417), (19, 423), (20, 428), (22, 433), (25, 438), (29, 442), (34, 445), (39, 448), (44, 448), (49, 445), (52, 441), (55, 437), (58, 433), (59, 427), (59, 422), (59, 417), (58, 412)]\n",
      "The left_eyebrow in this face has the following points: [(21, 413), (24, 410), (28, 409), (31, 409), (35, 410)]\n",
      "The right_eyebrow in this face has the following points: [(41, 409), (45, 407), (48, 406), (52, 407), (55, 409)]\n",
      "The nose_bridge in this face has the following points: [(39, 413), (40, 417), (40, 421), (41, 425)]\n",
      "The nose_tip in this face has the following points: [(36, 427), (39, 428), (41, 428), (43, 427), (45, 426)]\n",
      "The left_eye in this face has the following points: [(26, 415), (28, 414), (31, 414), (33, 415), (31, 415), (29, 416)]\n",
      "The right_eye in this face has the following points: [(44, 414), (46, 412), (48, 412), (51, 412), (49, 413), (46, 413)]\n",
      "The top_lip in this face has the following points: [(31, 432), (35, 431), (38, 430), (41, 431), (44, 430), (47, 429), (51, 430), (50, 430), (44, 431), (41, 432), (38, 432), (32, 432)]\n",
      "The bottom_lip in this face has the following points: [(51, 430), (48, 434), (45, 437), (42, 437), (39, 437), (35, 436), (31, 432), (32, 432), (39, 435), (42, 435), (45, 434), (50, 430)]\n",
      "The chin in this face has the following points: [(248, 339), (248, 344), (249, 349), (249, 354), (251, 359), (254, 363), (258, 366), (262, 368), (267, 369), (272, 367), (276, 365), (279, 361), (281, 357), (283, 353), (284, 348), (284, 344), (284, 339)]\n",
      "The left_eyebrow in this face has the following points: [(252, 333), (254, 330), (257, 329), (261, 330), (264, 331)]\n",
      "The right_eyebrow in this face has the following points: [(272, 331), (274, 330), (277, 329), (280, 330), (282, 333)]\n",
      "The nose_bridge in this face has the following points: [(268, 335), (268, 338), (268, 340), (268, 343)]\n",
      "The nose_tip in this face has the following points: [(264, 345), (266, 346), (268, 347), (270, 346), (272, 345)]\n",
      "The left_eye in this face has the following points: [(256, 336), (258, 336), (260, 336), (262, 337), (260, 337), (258, 336)]\n",
      "The right_eye in this face has the following points: [(272, 337), (275, 336), (276, 336), (278, 336), (277, 337), (275, 337)]\n",
      "The top_lip in this face has the following points: [(257, 352), (260, 349), (264, 348), (268, 348), (271, 348), (274, 349), (277, 352), (275, 352), (271, 350), (268, 350), (264, 350), (258, 352)]\n",
      "The bottom_lip in this face has the following points: [(277, 352), (274, 357), (271, 359), (267, 359), (264, 359), (260, 357), (257, 352), (258, 352), (264, 356), (267, 357), (271, 356), (275, 352)]\n",
      "The chin in this face has the following points: [(18, 336), (19, 341), (19, 346), (20, 350), (21, 355), (24, 359), (27, 364), (31, 367), (36, 368), (41, 367), (46, 364), (51, 361), (54, 357), (56, 352), (57, 346), (57, 341), (58, 336)]\n",
      "The left_eyebrow in this face has the following points: [(21, 333), (23, 331), (26, 330), (29, 331), (32, 332)]\n",
      "The right_eyebrow in this face has the following points: [(40, 332), (43, 330), (47, 330), (50, 330), (53, 332)]\n",
      "The nose_bridge in this face has the following points: [(36, 335), (36, 338), (36, 341), (35, 344)]\n",
      "The nose_tip in this face has the following points: [(32, 346), (34, 347), (36, 347), (38, 347), (40, 346)]\n",
      "The left_eye in this face has the following points: [(25, 336), (27, 335), (29, 336), (31, 337), (29, 337), (27, 337)]\n",
      "The right_eye in this face has the following points: [(42, 337), (44, 335), (46, 335), (49, 336), (46, 337), (44, 337)]\n",
      "The top_lip in this face has the following points: [(27, 352), (30, 350), (33, 350), (36, 350), (39, 350), (43, 350), (46, 351), (45, 352), (39, 351), (36, 351), (33, 351), (28, 352)]\n",
      "The bottom_lip in this face has the following points: [(46, 351), (43, 356), (39, 357), (36, 358), (33, 358), (30, 356), (27, 352), (28, 352), (33, 355), (36, 356), (39, 355), (45, 352)]\n",
      "The chin in this face has the following points: [(555, 101), (553, 105), (552, 110), (551, 114), (551, 119), (552, 123), (554, 127), (557, 131), (561, 133), (565, 135), (571, 134), (576, 133), (580, 130), (584, 127), (586, 122), (588, 118), (590, 114)]\n",
      "The left_eyebrow in this face has the following points: [(559, 97), (563, 96), (566, 97), (569, 99), (571, 101)]\n",
      "The right_eyebrow in this face has the following points: [(578, 103), (582, 103), (585, 103), (588, 105), (589, 108)]\n",
      "The nose_bridge in this face has the following points: [(573, 105), (572, 109), (571, 112), (570, 115)]\n",
      "The nose_tip in this face has the following points: [(566, 115), (567, 116), (569, 118), (570, 118), (573, 118)]\n",
      "The left_eye in this face has the following points: [(561, 102), (564, 102), (566, 103), (568, 105), (565, 104), (563, 103)]\n",
      "The right_eye in this face has the following points: [(578, 108), (581, 108), (583, 108), (585, 110), (583, 110), (580, 109)]\n",
      "The top_lip in this face has the following points: [(559, 118), (562, 118), (565, 118), (567, 120), (570, 120), (573, 122), (576, 124), (575, 124), (569, 122), (567, 121), (565, 120), (559, 119)]\n",
      "The bottom_lip in this face has the following points: [(576, 124), (571, 127), (567, 127), (565, 127), (562, 125), (560, 123), (559, 118), (559, 119), (564, 123), (566, 124), (568, 125), (575, 124)]\n",
      "The chin in this face has the following points: [(322, 30), (322, 34), (322, 39), (322, 43), (323, 47), (325, 51), (328, 54), (331, 57), (336, 58), (340, 58), (345, 57), (349, 54), (352, 51), (354, 47), (355, 42), (356, 38), (357, 33)]\n",
      "The left_eyebrow in this face has the following points: [(324, 25), (325, 23), (328, 23), (331, 23), (333, 25)]\n",
      "The right_eyebrow in this face has the following points: [(340, 25), (343, 24), (347, 23), (350, 24), (353, 26)]\n",
      "The nose_bridge in this face has the following points: [(336, 29), (336, 32), (335, 34), (335, 37)]\n",
      "The nose_tip in this face has the following points: [(332, 40), (334, 41), (335, 41), (337, 41), (339, 41)]\n",
      "The left_eye in this face has the following points: [(326, 30), (328, 28), (330, 28), (332, 30), (330, 31), (328, 31)]\n",
      "The right_eye in this face has the following points: [(342, 31), (344, 29), (347, 29), (348, 31), (347, 32), (344, 31)]\n",
      "The top_lip in this face has the following points: [(329, 46), (331, 45), (333, 44), (335, 45), (337, 44), (340, 45), (344, 47), (343, 47), (337, 47), (335, 47), (333, 46), (330, 46)]\n",
      "The bottom_lip in this face has the following points: [(344, 47), (340, 48), (337, 49), (335, 49), (333, 49), (331, 48), (329, 46), (330, 46), (333, 46), (335, 47), (337, 47), (343, 47)]\n",
      "The chin in this face has the following points: [(404, 560), (404, 565), (404, 570), (405, 576), (407, 580), (411, 583), (415, 586), (420, 588), (425, 589), (430, 589), (434, 587), (438, 584), (441, 580), (442, 575), (443, 570), (443, 566), (443, 562)]\n",
      "The left_eyebrow in this face has the following points: [(413, 557), (415, 555), (418, 554), (421, 555), (425, 556)]\n",
      "The right_eyebrow in this face has the following points: [(432, 557), (434, 556), (437, 556), (439, 557), (440, 559)]\n",
      "The nose_bridge in this face has the following points: [(428, 560), (428, 562), (429, 565), (429, 568)]\n",
      "The nose_tip in this face has the following points: [(424, 569), (426, 570), (428, 571), (430, 571), (432, 570)]\n",
      "The left_eye in this face has the following points: [(417, 560), (419, 559), (421, 559), (423, 560), (420, 561), (418, 560)]\n",
      "The right_eye in this face has the following points: [(432, 561), (434, 560), (436, 560), (437, 561), (436, 562), (434, 562)]\n",
      "The top_lip in this face has the following points: [(418, 575), (422, 575), (426, 574), (428, 575), (430, 575), (432, 575), (435, 576), (434, 576), (430, 576), (428, 576), (425, 575), (419, 575)]\n",
      "The bottom_lip in this face has the following points: [(435, 576), (432, 578), (429, 579), (427, 578), (425, 578), (422, 577), (418, 575), (419, 575), (425, 577), (428, 577), (430, 577), (434, 576)]\n",
      "The chin in this face has the following points: [(246, 410), (245, 414), (245, 419), (245, 423), (245, 428), (246, 432), (249, 436), (251, 439), (256, 441), (260, 441), (265, 440), (269, 438), (273, 435), (276, 431), (278, 427), (279, 423), (281, 418)]\n",
      "The left_eyebrow in this face has the following points: [(249, 406), (252, 405), (255, 406), (257, 407), (260, 409)]\n",
      "The right_eyebrow in this face has the following points: [(267, 410), (270, 410), (273, 410), (275, 411), (278, 413)]\n",
      "The nose_bridge in this face has the following points: [(262, 413), (262, 415), (261, 418), (260, 421)]\n",
      "The nose_tip in this face has the following points: [(256, 422), (258, 423), (259, 424), (261, 424), (263, 424)]\n",
      "The left_eye in this face has the following points: [(251, 411), (254, 410), (256, 411), (258, 413), (255, 413), (253, 412)]\n",
      "The right_eye in this face has the following points: [(267, 415), (269, 414), (272, 415), (274, 416), (271, 417), (269, 416)]\n",
      "The top_lip in this face has the following points: [(250, 425), (254, 425), (257, 425), (259, 426), (261, 426), (264, 428), (268, 429), (267, 429), (261, 428), (258, 427), (256, 427), (251, 426)]\n",
      "The bottom_lip in this face has the following points: [(268, 429), (264, 433), (260, 433), (257, 433), (255, 432), (252, 430), (250, 425), (251, 426), (256, 430), (258, 431), (260, 432), (267, 429)]\n",
      "The chin in this face has the following points: [(478, 32), (477, 37), (478, 41), (479, 46), (480, 50), (482, 54), (485, 58), (488, 62), (493, 63), (498, 62), (502, 60), (505, 56), (508, 52), (509, 47), (511, 43), (512, 38), (512, 34)]\n",
      "The left_eyebrow in this face has the following points: [(480, 28), (483, 26), (486, 26), (488, 27), (491, 29)]\n",
      "The right_eyebrow in this face has the following points: [(498, 29), (501, 28), (505, 27), (508, 27), (510, 29)]\n",
      "The nose_bridge in this face has the following points: [(494, 33), (494, 37), (494, 40), (494, 43)]\n",
      "The nose_tip in this face has the following points: [(490, 45), (492, 45), (494, 46), (496, 45), (498, 45)]\n",
      "The left_eye in this face has the following points: [(482, 34), (484, 32), (487, 33), (489, 35), (487, 35), (484, 35)]\n",
      "The right_eye in this face has the following points: [(500, 35), (503, 33), (505, 33), (507, 35), (505, 36), (503, 36)]\n",
      "The top_lip in this face has the following points: [(485, 49), (488, 48), (491, 48), (494, 49), (496, 49), (500, 49), (503, 50), (502, 50), (496, 51), (494, 51), (491, 50), (486, 50)]\n",
      "The bottom_lip in this face has the following points: [(503, 50), (500, 54), (496, 56), (493, 56), (491, 55), (488, 53), (485, 49), (486, 50), (491, 52), (494, 53), (496, 53), (502, 50)]\n",
      "The chin in this face has the following points: [(556, 259), (556, 263), (558, 267), (559, 272), (561, 276), (563, 279), (566, 283), (570, 285), (575, 285), (580, 284), (585, 283), (588, 280), (591, 276), (592, 271), (593, 266), (594, 261), (594, 255)]\n",
      "The left_eyebrow in this face has the following points: [(557, 253), (559, 251), (561, 250), (565, 250), (567, 251)]\n",
      "The right_eyebrow in this face has the following points: [(574, 250), (577, 248), (581, 247), (584, 246), (587, 248)]\n",
      "The nose_bridge in this face has the following points: [(571, 254), (571, 257), (571, 260), (571, 263)]\n",
      "The nose_tip in this face has the following points: [(569, 266), (571, 267), (572, 267), (574, 266), (576, 265)]\n",
      "The left_eye in this face has the following points: [(561, 257), (563, 255), (565, 255), (567, 256), (565, 257), (563, 257)]\n",
      "The right_eye in this face has the following points: [(577, 255), (579, 253), (582, 253), (584, 254), (582, 255), (580, 255)]\n",
      "The top_lip in this face has the following points: [(566, 273), (569, 271), (571, 269), (573, 270), (575, 269), (578, 270), (582, 271), (581, 271), (575, 271), (573, 271), (571, 271), (568, 273)]\n",
      "The bottom_lip in this face has the following points: [(582, 271), (579, 273), (576, 274), (574, 275), (572, 275), (569, 275), (566, 273), (568, 273), (571, 273), (573, 273), (576, 272), (581, 271)]\n",
      "The chin in this face has the following points: [(554, 336), (553, 342), (553, 348), (553, 354), (555, 360), (557, 365), (561, 370), (565, 373), (569, 375), (574, 374), (577, 371), (580, 366), (583, 362), (585, 358), (587, 353), (588, 349), (588, 345)]\n",
      "The left_eyebrow in this face has the following points: [(561, 335), (564, 333), (568, 333), (572, 335), (576, 336)]\n",
      "The right_eyebrow in this face has the following points: [(581, 337), (584, 337), (587, 336), (590, 337), (591, 340)]\n",
      "The nose_bridge in this face has the following points: [(578, 340), (578, 344), (577, 347), (577, 351)]\n",
      "The nose_tip in this face has the following points: [(571, 352), (573, 353), (575, 354), (577, 354), (579, 353)]\n",
      "The left_eye in this face has the following points: [(565, 338), (567, 337), (569, 337), (571, 339), (569, 339), (567, 339)]\n",
      "The right_eye in this face has the following points: [(581, 341), (583, 340), (586, 341), (587, 342), (585, 343), (583, 342)]\n",
      "The top_lip in this face has the following points: [(565, 359), (568, 357), (571, 357), (573, 358), (576, 358), (578, 360), (578, 363), (577, 362), (575, 360), (573, 359), (571, 359), (566, 359)]\n",
      "The bottom_lip in this face has the following points: [(578, 363), (576, 366), (574, 368), (572, 368), (569, 367), (566, 364), (565, 359), (566, 359), (570, 364), (572, 365), (575, 365), (577, 362)]\n",
      "The chin in this face has the following points: [(480, 260), (480, 265), (480, 271), (481, 276), (483, 282), (486, 286), (490, 290), (495, 293), (500, 294), (505, 294), (510, 291), (514, 287), (517, 283), (519, 278), (520, 273), (521, 268), (522, 262)]\n",
      "The left_eyebrow in this face has the following points: [(486, 258), (489, 256), (492, 255), (495, 256), (499, 257)]\n",
      "The right_eyebrow in this face has the following points: [(506, 257), (509, 257), (512, 257), (515, 258), (517, 260)]\n",
      "The nose_bridge in this face has the following points: [(502, 261), (502, 265), (502, 268), (502, 272)]\n",
      "The nose_tip in this face has the following points: [(497, 273), (499, 274), (501, 275), (504, 274), (506, 273)]\n",
      "The left_eye in this face has the following points: [(491, 261), (493, 260), (495, 260), (497, 262), (495, 262), (492, 261)]\n",
      "The right_eye in this face has the following points: [(507, 262), (509, 261), (511, 261), (513, 262), (511, 263), (509, 263)]\n",
      "The top_lip in this face has the following points: [(492, 277), (495, 277), (498, 277), (501, 278), (504, 277), (507, 278), (510, 279), (509, 279), (504, 278), (501, 279), (498, 278), (493, 278)]\n",
      "The bottom_lip in this face has the following points: [(510, 279), (507, 282), (504, 283), (501, 283), (498, 282), (495, 281), (492, 277), (493, 278), (498, 280), (501, 281), (504, 281), (509, 279)]\n",
      "The chin in this face has the following points: [(480, 573), (480, 579), (481, 583), (482, 588), (483, 593), (486, 597), (490, 601), (494, 604), (498, 605), (502, 603), (506, 600), (509, 596), (512, 592), (514, 587), (514, 582), (515, 578), (515, 572)]\n",
      "The left_eyebrow in this face has the following points: [(483, 572), (485, 569), (488, 569), (491, 570), (494, 571)]\n",
      "The right_eyebrow in this face has the following points: [(501, 571), (504, 570), (507, 569), (510, 570), (512, 572)]\n",
      "The nose_bridge in this face has the following points: [(498, 575), (498, 579), (498, 582), (498, 586)]\n",
      "The nose_tip in this face has the following points: [(494, 587), (496, 587), (498, 588), (500, 587), (502, 586)]\n",
      "The left_eye in this face has the following points: [(487, 574), (489, 573), (491, 573), (493, 575), (491, 575), (489, 575)]\n",
      "The right_eye in this face has the following points: [(502, 575), (504, 573), (506, 573), (509, 574), (507, 575), (505, 575)]\n",
      "The top_lip in this face has the following points: [(489, 589), (492, 589), (496, 589), (498, 590), (501, 589), (505, 589), (508, 589), (507, 589), (501, 590), (498, 591), (496, 590), (489, 590)]\n",
      "The bottom_lip in this face has the following points: [(508, 589), (505, 594), (501, 597), (498, 597), (495, 597), (492, 595), (489, 589), (489, 590), (496, 595), (498, 595), (501, 594), (507, 589)]\n",
      "The chin in this face has the following points: [(478, 417), (477, 421), (477, 426), (478, 430), (479, 434), (481, 438), (484, 442), (487, 445), (491, 447), (495, 447), (500, 445), (505, 442), (510, 439), (513, 435), (515, 430), (517, 425), (518, 419)]\n",
      "The left_eyebrow in this face has the following points: [(479, 410), (482, 409), (484, 410), (487, 411), (489, 412)]\n",
      "The right_eyebrow in this face has the following points: [(496, 412), (500, 412), (504, 411), (507, 412), (510, 414)]\n",
      "The nose_bridge in this face has the following points: [(493, 417), (492, 420), (491, 422), (491, 425)]\n",
      "The nose_tip in this face has the following points: [(487, 427), (489, 428), (491, 428), (493, 428), (496, 428)]\n",
      "The left_eye in this face has the following points: [(482, 416), (484, 415), (486, 416), (488, 417), (486, 418), (483, 417)]\n",
      "The right_eye in this face has the following points: [(499, 419), (501, 417), (504, 417), (506, 419), (504, 420), (501, 419)]\n",
      "The top_lip in this face has the following points: [(483, 432), (486, 431), (489, 431), (491, 432), (493, 432), (497, 433), (502, 434), (501, 434), (493, 433), (491, 433), (489, 433), (484, 432)]\n",
      "The bottom_lip in this face has the following points: [(502, 434), (497, 437), (493, 438), (490, 438), (488, 438), (485, 436), (483, 432), (484, 432), (489, 435), (491, 436), (493, 436), (501, 434)]\n",
      "The chin in this face has the following points: [(95, 188), (95, 192), (95, 196), (96, 200), (98, 203), (100, 207), (103, 210), (106, 213), (110, 214), (114, 213), (118, 211), (122, 207), (124, 204), (126, 199), (127, 195), (127, 190), (127, 186)]\n",
      "The left_eyebrow in this face has the following points: [(95, 184), (97, 182), (99, 182), (101, 183), (104, 184)]\n",
      "The right_eyebrow in this face has the following points: [(112, 183), (115, 182), (117, 181), (120, 182), (123, 183)]\n",
      "The nose_bridge in this face has the following points: [(108, 187), (108, 190), (108, 194), (108, 197)]\n",
      "The nose_tip in this face has the following points: [(105, 198), (107, 198), (108, 199), (110, 198), (112, 197)]\n",
      "The left_eye in this face has the following points: [(98, 187), (100, 186), (102, 186), (104, 188), (102, 188), (100, 188)]\n",
      "The right_eye in this face has the following points: [(114, 187), (115, 185), (118, 185), (120, 186), (118, 187), (116, 187)]\n",
      "The top_lip in this face has the following points: [(102, 201), (104, 200), (107, 200), (109, 201), (112, 200), (115, 200), (119, 200), (118, 200), (112, 201), (109, 202), (107, 201), (103, 201)]\n",
      "The bottom_lip in this face has the following points: [(119, 200), (116, 204), (112, 207), (110, 207), (107, 207), (104, 205), (102, 201), (103, 201), (107, 204), (109, 205), (112, 204), (118, 200)]\n",
      "The chin in this face has the following points: [(20, 183), (21, 188), (22, 193), (23, 198), (25, 202), (27, 206), (31, 209), (34, 212), (39, 212), (43, 211), (46, 208), (49, 204), (52, 200), (53, 195), (54, 190), (54, 186), (54, 181)]\n",
      "The left_eyebrow in this face has the following points: [(23, 183), (25, 181), (28, 180), (31, 180), (34, 181)]\n",
      "The right_eyebrow in this face has the following points: [(40, 181), (43, 179), (46, 178), (49, 178), (52, 180)]\n",
      "The nose_bridge in this face has the following points: [(38, 185), (38, 188), (38, 192), (38, 195)]\n",
      "The nose_tip in this face has the following points: [(34, 196), (36, 197), (38, 197), (40, 196), (42, 195)]\n",
      "The left_eye in this face has the following points: [(27, 185), (29, 184), (31, 184), (33, 186), (31, 186), (29, 186)]\n",
      "The right_eye in this face has the following points: [(42, 185), (44, 183), (46, 183), (48, 183), (47, 184), (45, 184)]\n",
      "The top_lip in this face has the following points: [(29, 199), (32, 199), (36, 198), (38, 199), (41, 198), (44, 198), (47, 198), (46, 198), (41, 199), (38, 200), (36, 199), (30, 199)]\n",
      "The bottom_lip in this face has the following points: [(47, 198), (44, 202), (41, 204), (39, 205), (36, 205), (32, 203), (29, 199), (30, 199), (36, 203), (38, 203), (41, 202), (46, 198)]\n",
      "The chin in this face has the following points: [(403, 40), (404, 45), (405, 50), (407, 55), (409, 60), (412, 64), (415, 68), (419, 70), (424, 70), (429, 69), (432, 65), (435, 60), (437, 55), (439, 50), (439, 45), (438, 40), (438, 34)]\n",
      "The left_eyebrow in this face has the following points: [(405, 38), (406, 35), (409, 34), (412, 34), (416, 35)]\n",
      "The right_eyebrow in this face has the following points: [(422, 34), (425, 32), (428, 31), (431, 31), (434, 33)]\n",
      "The nose_bridge in this face has the following points: [(419, 38), (420, 42), (420, 46), (421, 50)]\n",
      "The nose_tip in this face has the following points: [(417, 51), (419, 52), (422, 52), (424, 51), (426, 50)]\n",
      "The left_eye in this face has the following points: [(409, 40), (410, 39), (413, 39), (415, 40), (413, 41), (411, 41)]\n",
      "The right_eye in this face has the following points: [(424, 38), (426, 36), (428, 36), (430, 37), (429, 38), (426, 38)]\n",
      "The top_lip in this face has the following points: [(414, 56), (417, 55), (419, 55), (422, 55), (424, 54), (427, 53), (430, 53), (429, 54), (425, 55), (422, 56), (420, 56), (415, 57)]\n",
      "The bottom_lip in this face has the following points: [(430, 53), (428, 58), (426, 60), (423, 61), (420, 61), (417, 60), (414, 56), (415, 57), (420, 59), (423, 59), (425, 58), (429, 54)]\n",
      "The chin in this face has the following points: [(555, 33), (555, 37), (555, 41), (556, 45), (557, 50), (559, 54), (561, 57), (564, 61), (568, 62), (572, 62), (577, 60), (581, 57), (584, 53), (587, 49), (588, 44), (589, 39), (590, 34)]\n",
      "The left_eyebrow in this face has the following points: [(556, 29), (558, 28), (560, 28), (562, 29), (565, 30)]\n",
      "The right_eyebrow in this face has the following points: [(571, 30), (575, 29), (578, 29), (581, 29), (584, 31)]\n",
      "The nose_bridge in this face has the following points: [(568, 34), (568, 37), (567, 41), (567, 44)]\n",
      "The nose_tip in this face has the following points: [(564, 45), (566, 46), (567, 46), (569, 46), (572, 45)]\n",
      "The left_eye in this face has the following points: [(559, 33), (560, 32), (563, 32), (565, 34), (562, 34), (560, 34)]\n",
      "The right_eye in this face has the following points: [(574, 34), (576, 33), (578, 33), (580, 34), (578, 35), (576, 35)]\n",
      "The top_lip in this face has the following points: [(561, 48), (563, 48), (566, 48), (568, 49), (570, 48), (573, 48), (578, 49), (576, 49), (570, 49), (568, 49), (566, 49), (562, 49)]\n",
      "The bottom_lip in this face has the following points: [(578, 49), (574, 53), (570, 54), (568, 54), (566, 54), (563, 52), (561, 48), (562, 49), (566, 52), (568, 52), (570, 52), (576, 49)]\n",
      "The chin in this face has the following points: [(324, 416), (324, 420), (325, 425), (326, 429), (329, 433), (332, 436), (336, 439), (340, 441), (345, 440), (350, 439), (354, 436), (357, 432), (360, 428), (360, 423), (360, 419), (359, 414), (359, 409)]\n",
      "The left_eyebrow in this face has the following points: [(326, 414), (327, 411), (330, 410), (333, 410), (336, 411)]\n",
      "The right_eyebrow in this face has the following points: [(342, 410), (345, 408), (348, 407), (351, 407), (353, 409)]\n",
      "The nose_bridge in this face has the following points: [(340, 413), (340, 416), (341, 419), (341, 423)]\n",
      "The nose_tip in this face has the following points: [(338, 423), (339, 424), (342, 425), (344, 423), (345, 422)]\n",
      "The left_eye in this face has the following points: [(330, 414), (332, 413), (334, 413), (335, 414), (334, 414), (332, 414)]\n",
      "The right_eye in this face has the following points: [(345, 412), (346, 411), (348, 411), (350, 411), (348, 411), (347, 412)]\n",
      "The top_lip in this face has the following points: [(334, 428), (337, 427), (340, 427), (342, 427), (345, 426), (348, 425), (352, 425), (351, 425), (345, 427), (342, 427), (340, 427), (334, 428)]\n",
      "The bottom_lip in this face has the following points: [(352, 425), (349, 429), (346, 431), (343, 431), (341, 432), (337, 431), (334, 428), (334, 428), (340, 430), (343, 430), (346, 429), (351, 425)]\n",
      "The chin in this face has the following points: [(252, 569), (252, 573), (252, 577), (253, 582), (254, 586), (257, 590), (260, 593), (263, 597), (267, 598), (272, 598), (276, 595), (280, 592), (283, 589), (285, 584), (285, 580), (286, 575), (286, 570)]\n",
      "The left_eyebrow in this face has the following points: [(254, 566), (256, 564), (259, 564), (262, 565), (265, 566)]\n",
      "The right_eyebrow in this face has the following points: [(273, 567), (276, 566), (279, 565), (282, 566), (284, 567)]\n",
      "The nose_bridge in this face has the following points: [(269, 570), (269, 574), (269, 578), (268, 581)]\n",
      "The nose_tip in this face has the following points: [(265, 581), (266, 582), (268, 583), (270, 582), (272, 581)]\n",
      "The left_eye in this face has the following points: [(258, 569), (260, 568), (262, 569), (264, 570), (262, 570), (259, 570)]\n",
      "The right_eye in this face has the following points: [(274, 571), (276, 570), (278, 570), (280, 571), (278, 571), (276, 571)]\n",
      "The top_lip in this face has the following points: [(260, 584), (263, 584), (266, 584), (268, 585), (271, 584), (274, 584), (277, 585), (276, 585), (271, 585), (268, 586), (266, 585), (261, 584)]\n",
      "The bottom_lip in this face has the following points: [(277, 585), (274, 589), (270, 590), (268, 590), (265, 590), (262, 588), (260, 584), (261, 584), (266, 588), (268, 588), (271, 588), (276, 585)]\n",
      "The chin in this face has the following points: [(474, 105), (475, 110), (476, 115), (477, 120), (480, 124), (484, 127), (488, 129), (493, 131), (497, 131), (501, 130), (503, 127), (506, 124), (507, 120), (509, 117), (509, 113), (510, 108), (509, 104)]\n",
      "The left_eyebrow in this face has the following points: [(480, 99), (483, 96), (486, 95), (490, 95), (493, 97)]\n",
      "The right_eyebrow in this face has the following points: [(501, 97), (503, 95), (505, 95), (507, 96), (509, 97)]\n",
      "The nose_bridge in this face has the following points: [(498, 102), (498, 104), (499, 107), (499, 110)]\n",
      "The nose_tip in this face has the following points: [(495, 112), (497, 113), (498, 113), (500, 113), (501, 112)]\n",
      "The left_eye in this face has the following points: [(485, 103), (487, 101), (489, 101), (492, 103), (489, 103), (487, 103)]\n",
      "The right_eye in this face has the following points: [(500, 103), (502, 101), (505, 101), (506, 102), (505, 103), (503, 103)]\n",
      "The top_lip in this face has the following points: [(488, 117), (492, 116), (496, 115), (498, 115), (500, 115), (502, 116), (504, 118), (503, 118), (500, 117), (498, 117), (496, 117), (489, 117)]\n",
      "The bottom_lip in this face has the following points: [(504, 118), (502, 121), (500, 123), (498, 123), (495, 123), (492, 121), (488, 117), (489, 117), (496, 121), (498, 121), (500, 121), (503, 118)]\n",
      "The chin in this face has the following points: [(404, 485), (404, 489), (404, 494), (404, 498), (405, 502), (408, 506), (411, 510), (414, 512), (418, 513), (422, 513), (425, 512), (429, 509), (431, 506), (433, 503), (435, 499), (437, 495), (437, 490)]\n",
      "The left_eyebrow in this face has the following points: [(408, 480), (410, 479), (413, 479), (416, 479), (418, 480)]\n",
      "The right_eyebrow in this face has the following points: [(426, 481), (429, 481), (432, 481), (434, 482), (436, 485)]\n",
      "The nose_bridge in this face has the following points: [(422, 485), (421, 488), (421, 490), (421, 493)]\n",
      "The nose_tip in this face has the following points: [(417, 495), (419, 495), (420, 496), (422, 496), (423, 496)]\n",
      "The left_eye in this face has the following points: [(411, 485), (413, 484), (415, 484), (417, 486), (415, 486), (412, 485)]\n",
      "The right_eye in this face has the following points: [(426, 487), (428, 486), (430, 486), (432, 488), (430, 488), (428, 488)]\n",
      "The top_lip in this face has the following points: [(412, 499), (415, 498), (418, 498), (420, 498), (422, 498), (425, 499), (427, 501), (426, 501), (422, 500), (419, 500), (417, 500), (412, 500)]\n",
      "The bottom_lip in this face has the following points: [(427, 501), (424, 504), (421, 505), (419, 505), (417, 504), (414, 502), (412, 499), (412, 500), (417, 502), (419, 503), (422, 503), (426, 501)]\n",
      "The chin in this face has the following points: [(94, 564), (94, 569), (94, 574), (94, 579), (96, 584), (98, 588), (102, 592), (106, 595), (111, 595), (117, 595), (122, 593), (126, 590), (129, 586), (131, 581), (132, 577), (133, 572), (133, 567)]\n",
      "The left_eyebrow in this face has the following points: [(98, 561), (100, 558), (103, 558), (107, 558), (110, 559)]\n",
      "The right_eyebrow in this face has the following points: [(117, 559), (120, 558), (124, 558), (127, 560), (129, 563)]\n",
      "The nose_bridge in this face has the following points: [(113, 563), (112, 566), (112, 569), (112, 573)]\n",
      "The nose_tip in this face has the following points: [(107, 575), (109, 575), (112, 576), (114, 575), (117, 575)]\n",
      "The left_eye in this face has the following points: [(101, 563), (103, 562), (106, 562), (108, 564), (105, 564), (103, 564)]\n",
      "The right_eye in this face has the following points: [(118, 564), (121, 563), (123, 563), (125, 564), (123, 565), (121, 565)]\n",
      "The top_lip in this face has the following points: [(102, 579), (105, 579), (109, 578), (112, 579), (115, 579), (119, 579), (123, 580), (122, 580), (115, 580), (112, 580), (109, 580), (103, 580)]\n",
      "The bottom_lip in this face has the following points: [(123, 580), (119, 584), (115, 585), (111, 585), (109, 585), (105, 583), (102, 579), (103, 580), (109, 583), (112, 583), (115, 583), (122, 580)]\n",
      "The chin in this face has the following points: [(170, 191), (171, 195), (172, 198), (174, 202), (177, 206), (180, 210), (183, 213), (187, 215), (192, 215), (196, 213), (200, 209), (204, 205), (206, 201), (207, 196), (207, 191), (206, 186), (205, 182)]\n",
      "The left_eyebrow in this face has the following points: [(171, 187), (171, 184), (173, 183), (176, 182), (179, 183)]\n",
      "The right_eyebrow in this face has the following points: [(185, 181), (188, 180), (191, 179), (194, 179), (197, 180)]\n",
      "The nose_bridge in this face has the following points: [(183, 186), (183, 189), (184, 192), (184, 195)]\n",
      "The nose_tip in this face has the following points: [(182, 197), (184, 197), (186, 198), (188, 196), (190, 194)]\n",
      "The left_eye in this face has the following points: [(174, 189), (176, 187), (178, 187), (180, 187), (178, 188), (176, 188)]\n",
      "The right_eye in this face has the following points: [(189, 185), (190, 183), (192, 183), (194, 183), (193, 184), (191, 184)]\n",
      "The top_lip in this face has the following points: [(181, 203), (183, 201), (185, 200), (187, 200), (190, 199), (193, 198), (197, 198), (196, 198), (190, 200), (188, 201), (185, 201), (182, 202)]\n",
      "The bottom_lip in this face has the following points: [(197, 198), (195, 202), (192, 204), (189, 205), (187, 206), (184, 205), (181, 203), (182, 202), (186, 204), (188, 203), (191, 202), (196, 198)]\n",
      "The chin in this face has the following points: [(22, 566), (22, 572), (24, 578), (25, 583), (27, 588), (31, 592), (36, 595), (42, 597), (47, 597), (50, 595), (53, 592), (55, 588), (57, 583), (58, 579), (59, 575), (59, 570), (59, 566)]\n",
      "The left_eyebrow in this face has the following points: [(31, 562), (34, 560), (38, 559), (42, 560), (45, 561)]\n",
      "The right_eyebrow in this face has the following points: [(52, 561), (54, 560), (56, 559), (59, 559), (60, 561)]\n",
      "The nose_bridge in this face has the following points: [(49, 565), (49, 567), (50, 570), (51, 573)]\n",
      "The nose_tip in this face has the following points: [(45, 575), (47, 576), (49, 577), (51, 576), (52, 575)]\n",
      "The left_eye in this face has the following points: [(35, 565), (38, 564), (40, 564), (42, 565), (40, 565), (37, 566)]\n",
      "The right_eye in this face has the following points: [(51, 565), (53, 564), (56, 564), (57, 565), (56, 566), (54, 566)]\n",
      "The top_lip in this face has the following points: [(38, 582), (42, 579), (46, 579), (48, 579), (50, 579), (53, 580), (54, 582), (53, 582), (50, 580), (48, 580), (46, 580), (38, 582)]\n",
      "The bottom_lip in this face has the following points: [(54, 582), (52, 586), (50, 588), (47, 589), (45, 588), (41, 587), (38, 582), (38, 582), (45, 586), (48, 586), (50, 586), (53, 582)]\n",
      "The chin in this face has the following points: [(323, 265), (325, 269), (327, 273), (329, 277), (333, 280), (337, 282), (341, 284), (346, 285), (350, 283), (353, 281), (355, 277), (356, 273), (357, 268), (357, 264), (356, 260), (354, 256), (352, 252)]\n",
      "The left_eyebrow in this face has the following points: [(324, 263), (325, 260), (328, 259), (331, 258), (334, 257)]\n",
      "The right_eyebrow in this face has the following points: [(341, 255), (343, 253), (345, 251), (348, 250), (350, 250)]\n",
      "The nose_bridge in this face has the following points: [(339, 258), (340, 262), (342, 265), (343, 268)]\n",
      "The nose_tip in this face has the following points: [(340, 270), (342, 270), (344, 270), (346, 268), (347, 266)]\n",
      "The left_eye in this face has the following points: [(328, 263), (330, 262), (332, 261), (334, 261), (332, 262), (330, 263)]\n",
      "The right_eye in this face has the following points: [(344, 257), (345, 255), (347, 254), (349, 254), (348, 255), (346, 256)]\n",
      "The top_lip in this face has the following points: [(337, 274), (340, 273), (342, 272), (345, 271), (346, 270), (349, 269), (351, 268), (350, 269), (347, 271), (345, 272), (343, 272), (338, 274)]\n",
      "The bottom_lip in this face has the following points: [(351, 268), (350, 273), (349, 276), (347, 277), (344, 278), (341, 277), (337, 274), (338, 274), (344, 276), (346, 275), (348, 274), (350, 269)]\n",
      "The chin in this face has the following points: [(326, 342), (327, 347), (330, 352), (332, 357), (335, 362), (339, 366), (344, 369), (349, 370), (354, 370), (359, 368), (362, 364), (364, 359), (366, 354), (367, 349), (366, 344), (366, 339), (365, 334)]\n",
      "The left_eyebrow in this face has the following points: [(329, 338), (331, 335), (335, 334), (338, 334), (342, 335)]\n",
      "The right_eyebrow in this face has the following points: [(349, 333), (352, 332), (355, 330), (358, 330), (361, 331)]\n",
      "The nose_bridge in this face has the following points: [(346, 338), (347, 341), (348, 344), (349, 347)]\n",
      "The nose_tip in this face has the following points: [(345, 350), (347, 350), (349, 350), (351, 349), (353, 348)]\n",
      "The left_eye in this face has the following points: [(335, 341), (336, 339), (339, 339), (342, 340), (339, 341), (337, 341)]\n",
      "The right_eye in this face has the following points: [(351, 338), (353, 336), (356, 335), (358, 336), (356, 338), (353, 338)]\n",
      "The top_lip in this face has the following points: [(341, 356), (344, 354), (347, 353), (350, 353), (352, 352), (356, 351), (359, 352), (358, 353), (353, 353), (350, 354), (348, 354), (342, 356)]\n",
      "The bottom_lip in this face has the following points: [(359, 352), (357, 357), (354, 359), (352, 360), (349, 361), (345, 360), (341, 356), (342, 356), (348, 359), (351, 358), (353, 357), (358, 353)]\n",
      "The chin in this face has the following points: [(253, 36), (252, 41), (252, 45), (252, 50), (253, 55), (256, 59), (259, 62), (262, 66), (267, 67), (271, 67), (275, 64), (278, 61), (281, 57), (283, 53), (284, 49), (285, 45), (286, 41)]\n",
      "The left_eyebrow in this face has the following points: [(257, 33), (260, 31), (264, 31), (267, 33), (270, 35)]\n",
      "The right_eyebrow in this face has the following points: [(275, 36), (278, 35), (281, 34), (284, 35), (285, 38)]\n",
      "The nose_bridge in this face has the following points: [(272, 38), (272, 42), (271, 46), (271, 49)]\n",
      "The nose_tip in this face has the following points: [(266, 49), (268, 50), (270, 51), (272, 51), (274, 50)]\n",
      "The left_eye in this face has the following points: [(261, 37), (263, 36), (265, 37), (267, 39), (265, 38), (263, 38)]\n",
      "The right_eye in this face has the following points: [(276, 40), (278, 39), (280, 39), (282, 41), (280, 41), (278, 41)]\n",
      "The top_lip in this face has the following points: [(260, 51), (263, 52), (267, 53), (269, 53), (272, 53), (275, 54), (278, 54), (276, 55), (271, 55), (269, 55), (267, 54), (261, 52)]\n",
      "The bottom_lip in this face has the following points: [(278, 54), (274, 58), (271, 60), (268, 60), (266, 59), (262, 56), (260, 51), (261, 52), (266, 56), (269, 57), (271, 57), (276, 55)]\n",
      "The chin in this face has the following points: [(325, 565), (325, 571), (326, 578), (327, 584), (329, 589), (333, 594), (337, 598), (342, 602), (348, 603), (353, 601), (356, 596), (359, 591), (362, 586), (364, 581), (364, 575), (365, 570), (365, 565)]\n",
      "The left_eyebrow in this face has the following points: [(331, 565), (334, 563), (338, 563), (341, 564), (344, 566)]\n",
      "The right_eyebrow in this face has the following points: [(353, 565), (355, 563), (358, 562), (361, 561), (363, 563)]\n",
      "The nose_bridge in this face has the following points: [(349, 570), (349, 575), (349, 579), (350, 583)]\n",
      "The nose_tip in this face has the following points: [(344, 583), (346, 584), (349, 585), (352, 584), (354, 583)]\n",
      "The left_eye in this face has the following points: [(335, 569), (337, 568), (340, 568), (343, 571), (340, 571), (337, 570)]\n",
      "The right_eye in this face has the following points: [(353, 570), (355, 567), (358, 567), (360, 568), (358, 569), (356, 570)]\n",
      "The top_lip in this face has the following points: [(336, 586), (341, 586), (346, 587), (348, 587), (351, 587), (354, 586), (358, 585), (356, 586), (351, 587), (348, 588), (346, 588), (337, 587)]\n",
      "The bottom_lip in this face has the following points: [(358, 585), (355, 591), (351, 594), (348, 595), (345, 595), (340, 592), (336, 586), (337, 587), (345, 592), (348, 592), (351, 592), (356, 586)]\n",
      "The chin in this face has the following points: [(99, 116), (101, 120), (103, 124), (105, 127), (107, 131), (111, 133), (115, 135), (120, 135), (124, 134), (128, 132), (130, 129), (132, 126), (133, 122), (132, 117), (131, 113), (130, 110), (129, 106)]\n",
      "The left_eyebrow in this face has the following points: [(101, 112), (103, 109), (105, 107), (109, 106), (112, 107)]\n",
      "The right_eyebrow in this face has the following points: [(117, 105), (119, 103), (121, 102), (124, 102), (126, 103)]\n",
      "The nose_bridge in this face has the following points: [(115, 108), (116, 111), (117, 114), (119, 117)]\n",
      "The nose_tip in this face has the following points: [(115, 119), (117, 119), (119, 119), (121, 118), (122, 117)]\n",
      "The left_eye in this face has the following points: [(106, 113), (107, 112), (109, 111), (111, 111), (109, 112), (107, 112)]\n",
      "The right_eye in this face has the following points: [(120, 108), (121, 107), (123, 106), (124, 107), (123, 107), (122, 108)]\n",
      "The top_lip in this face has the following points: [(111, 124), (114, 123), (117, 121), (119, 121), (122, 120), (124, 119), (127, 119), (126, 119), (122, 121), (120, 122), (117, 122), (112, 124)]\n",
      "The bottom_lip in this face has the following points: [(127, 119), (126, 122), (124, 124), (121, 125), (119, 126), (115, 126), (111, 124), (112, 124), (118, 125), (121, 124), (123, 123), (126, 119)]\n",
      "The chin in this face has the following points: [(333, 119), (336, 122), (338, 125), (340, 127), (343, 130), (346, 131), (351, 132), (355, 132), (359, 130), (362, 128), (363, 126), (365, 123), (365, 119), (365, 115), (364, 112), (362, 108), (361, 105)]\n",
      "The left_eyebrow in this face has the following points: [(335, 116), (336, 113), (338, 111), (341, 110), (344, 109)]\n",
      "The right_eyebrow in this face has the following points: [(350, 107), (351, 105), (354, 103), (356, 102), (359, 103)]\n",
      "The nose_bridge in this face has the following points: [(349, 111), (350, 113), (351, 115), (352, 116)]\n",
      "The nose_tip in this face has the following points: [(351, 121), (352, 120), (353, 119), (354, 119), (355, 118)]\n",
      "The left_eye in this face has the following points: [(340, 116), (341, 114), (343, 113), (345, 114), (344, 115), (342, 116)]\n",
      "The right_eye in this face has the following points: [(352, 110), (353, 108), (355, 106), (357, 107), (356, 109), (354, 110)]\n",
      "The top_lip in this face has the following points: [(349, 126), (351, 125), (353, 123), (355, 123), (356, 122), (357, 121), (360, 120), (359, 121), (356, 122), (355, 123), (354, 124), (350, 126)]\n",
      "The bottom_lip in this face has the following points: [(360, 120), (359, 122), (358, 123), (357, 124), (355, 125), (353, 126), (349, 126), (350, 126), (354, 124), (356, 123), (357, 122), (359, 121)]\n",
      "The chin in this face has the following points: [(478, 336), (478, 341), (479, 346), (479, 351), (481, 355), (483, 359), (486, 363), (490, 366), (495, 367), (501, 366), (505, 364), (509, 361), (512, 357), (514, 352), (515, 347), (516, 342), (516, 337)]\n",
      "The left_eyebrow in this face has the following points: [(480, 331), (482, 329), (485, 328), (488, 328), (491, 330)]\n",
      "The right_eyebrow in this face has the following points: [(499, 329), (502, 328), (506, 328), (509, 328), (512, 330)]\n",
      "The nose_bridge in this face has the following points: [(495, 333), (495, 336), (495, 339), (495, 342)]\n",
      "The nose_tip in this face has the following points: [(491, 345), (493, 345), (495, 346), (497, 345), (499, 345)]\n",
      "The left_eye in this face has the following points: [(483, 334), (485, 333), (487, 333), (490, 334), (487, 335), (485, 335)]\n",
      "The right_eye in this face has the following points: [(501, 334), (503, 332), (506, 332), (508, 334), (506, 334), (504, 334)]\n",
      "The top_lip in this face has the following points: [(485, 351), (489, 349), (492, 349), (495, 349), (498, 349), (502, 349), (506, 351), (505, 351), (498, 350), (495, 350), (492, 350), (486, 351)]\n",
      "The bottom_lip in this face has the following points: [(506, 351), (502, 356), (498, 357), (495, 358), (492, 357), (488, 355), (485, 351), (486, 351), (492, 356), (495, 356), (498, 356), (505, 351)]\n",
      "The chin in this face has the following points: [(398, 341), (398, 346), (399, 351), (401, 356), (404, 360), (408, 364), (412, 366), (418, 368), (423, 369), (428, 367), (433, 364), (436, 360), (439, 356), (440, 351), (440, 345), (440, 340), (440, 335)]\n",
      "The left_eyebrow in this face has the following points: [(402, 334), (404, 332), (407, 331), (411, 331), (414, 332)]\n",
      "The right_eyebrow in this face has the following points: [(421, 331), (424, 330), (428, 328), (432, 328), (435, 330)]\n",
      "The nose_bridge in this face has the following points: [(418, 335), (419, 338), (419, 341), (420, 344)]\n",
      "The nose_tip in this face has the following points: [(416, 346), (418, 347), (420, 347), (423, 346), (424, 345)]\n",
      "The left_eye in this face has the following points: [(406, 338), (408, 337), (411, 336), (413, 337), (411, 337), (409, 337)]\n",
      "The right_eye in this face has the following points: [(424, 335), (426, 334), (429, 334), (431, 334), (429, 335), (427, 335)]\n",
      "The top_lip in this face has the following points: [(411, 354), (414, 351), (418, 350), (421, 350), (424, 349), (428, 349), (431, 352), (430, 352), (424, 351), (421, 351), (418, 351), (412, 354)]\n",
      "The bottom_lip in this face has the following points: [(431, 352), (429, 356), (425, 358), (422, 359), (419, 359), (415, 358), (411, 354), (412, 354), (418, 356), (421, 356), (424, 356), (430, 352)]\n",
      "The chin in this face has the following points: [(22, 502), (23, 506), (25, 511), (27, 515), (31, 518), (36, 520), (41, 521), (47, 521), (51, 520), (53, 518), (54, 515), (55, 512), (56, 509), (56, 506), (56, 503), (55, 500), (54, 498)]\n",
      "The left_eyebrow in this face has the following points: [(32, 499), (35, 497), (38, 496), (41, 495), (44, 496)]\n",
      "The right_eyebrow in this face has the following points: [(50, 495), (51, 494), (52, 493), (54, 492), (55, 493)]\n",
      "The nose_bridge in this face has the following points: [(48, 498), (49, 501), (50, 503), (52, 505)]\n",
      "The nose_tip in this face has the following points: [(47, 509), (49, 508), (51, 508), (52, 507), (52, 506)]\n",
      "The left_eye in this face has the following points: [(36, 500), (38, 498), (40, 498), (42, 500), (40, 500), (38, 501)]\n",
      "The right_eye in this face has the following points: [(50, 498), (51, 495), (52, 495), (53, 496), (53, 497), (51, 498)]\n",
      "The top_lip in this face has the following points: [(42, 513), (46, 512), (49, 511), (51, 511), (52, 510), (54, 510), (54, 510), (54, 510), (52, 511), (51, 512), (49, 512), (42, 513)]\n",
      "The bottom_lip in this face has the following points: [(54, 510), (54, 511), (53, 513), (51, 514), (49, 514), (46, 514), (42, 513), (42, 513), (49, 513), (51, 512), (53, 511), (54, 510)]\n",
      "The chin in this face has the following points: [(480, 184), (481, 189), (482, 194), (483, 199), (485, 204), (489, 208), (493, 213), (498, 216), (504, 216), (509, 215), (513, 210), (516, 205), (518, 200), (519, 195), (520, 190), (520, 185), (519, 180)]\n",
      "The left_eyebrow in this face has the following points: [(484, 180), (486, 177), (489, 175), (493, 175), (497, 176)]\n",
      "The right_eyebrow in this face has the following points: [(504, 175), (507, 174), (511, 173), (515, 174), (517, 176)]\n",
      "The nose_bridge in this face has the following points: [(501, 180), (501, 184), (502, 187), (502, 190)]\n",
      "The nose_tip in this face has the following points: [(497, 193), (500, 193), (502, 194), (505, 193), (507, 192)]\n",
      "The left_eye in this face has the following points: [(488, 182), (490, 180), (493, 180), (495, 182), (493, 182), (490, 182)]\n",
      "The right_eye in this face has the following points: [(506, 181), (509, 179), (511, 178), (513, 179), (512, 180), (509, 181)]\n",
      "The top_lip in this face has the following points: [(492, 199), (496, 197), (500, 197), (503, 197), (506, 196), (509, 197), (513, 197), (512, 198), (506, 198), (503, 199), (500, 199), (493, 199)]\n",
      "The bottom_lip in this face has the following points: [(513, 197), (510, 202), (506, 204), (503, 205), (500, 205), (496, 203), (492, 199), (493, 199), (500, 202), (503, 202), (506, 201), (512, 198)]\n",
      "The chin in this face has the following points: [(547, 572), (548, 578), (549, 583), (550, 589), (553, 594), (557, 598), (561, 602), (565, 605), (571, 606), (576, 605), (580, 601), (584, 597), (587, 592), (588, 586), (589, 580), (589, 574), (589, 568)]\n",
      "The left_eyebrow in this face has the following points: [(550, 569), (553, 567), (557, 566), (560, 567), (564, 569)]\n",
      "The right_eyebrow in this face has the following points: [(570, 568), (573, 566), (577, 564), (581, 564), (584, 566)]\n",
      "The nose_bridge in this face has the following points: [(567, 572), (568, 576), (568, 580), (569, 584)]\n",
      "The nose_tip in this face has the following points: [(564, 584), (566, 585), (569, 586), (572, 585), (574, 584)]\n",
      "The left_eye in this face has the following points: [(555, 572), (557, 571), (559, 571), (562, 573), (559, 573), (557, 573)]\n",
      "The right_eye in this face has the following points: [(573, 572), (575, 569), (578, 569), (580, 570), (579, 571), (576, 571)]\n",
      "The top_lip in this face has the following points: [(558, 589), (562, 589), (566, 589), (569, 589), (572, 588), (576, 588), (580, 588), (579, 588), (573, 589), (569, 590), (566, 590), (560, 590)]\n",
      "The bottom_lip in this face has the following points: [(580, 588), (577, 593), (573, 596), (570, 596), (567, 596), (563, 594), (558, 589), (560, 590), (566, 593), (570, 594), (573, 593), (579, 588)]\n",
      "The chin in this face has the following points: [(402, 418), (404, 422), (405, 426), (407, 431), (410, 434), (414, 437), (419, 440), (423, 441), (428, 441), (432, 439), (434, 435), (436, 431), (438, 427), (438, 422), (438, 417), (437, 413), (435, 408)]\n",
      "The left_eyebrow in this face has the following points: [(405, 412), (406, 409), (409, 408), (412, 407), (416, 408)]\n",
      "The right_eyebrow in this face has the following points: [(422, 406), (424, 404), (427, 403), (430, 403), (432, 405)]\n",
      "The nose_bridge in this face has the following points: [(420, 411), (421, 413), (422, 416), (423, 419)]\n",
      "The nose_tip in this face has the following points: [(419, 422), (421, 422), (423, 422), (425, 421), (426, 420)]\n",
      "The left_eye in this face has the following points: [(409, 414), (410, 412), (413, 412), (415, 413), (413, 414), (411, 414)]\n",
      "The right_eye in this face has the following points: [(424, 411), (425, 408), (428, 408), (430, 409), (428, 410), (426, 410)]\n",
      "The top_lip in this face has the following points: [(416, 429), (418, 425), (422, 424), (424, 424), (426, 423), (430, 423), (432, 425), (431, 425), (427, 424), (424, 425), (422, 425), (417, 428)]\n",
      "The bottom_lip in this face has the following points: [(432, 425), (431, 430), (428, 433), (426, 434), (423, 434), (419, 433), (416, 429), (417, 428), (422, 432), (425, 432), (427, 431), (431, 425)]\n",
      "The chin in this face has the following points: [(328, 485), (328, 489), (327, 493), (327, 497), (328, 502), (329, 506), (331, 509), (334, 512), (339, 514), (344, 514), (349, 513), (353, 511), (357, 508), (359, 504), (361, 500), (362, 496), (364, 491)]\n",
      "The left_eyebrow in this face has the following points: [(331, 480), (333, 478), (336, 478), (339, 479), (341, 481)]\n",
      "The right_eyebrow in this face has the following points: [(348, 482), (351, 482), (355, 482), (358, 483), (360, 486)]\n",
      "The nose_bridge in this face has the following points: [(344, 486), (343, 489), (343, 492), (342, 495)]\n",
      "The nose_tip in this face has the following points: [(338, 496), (340, 497), (342, 498), (344, 498), (346, 497)]\n",
      "The left_eye in this face has the following points: [(333, 485), (335, 484), (337, 485), (339, 487), (337, 486), (335, 486)]\n",
      "The right_eye in this face has the following points: [(349, 488), (352, 487), (354, 487), (356, 489), (353, 489), (351, 488)]\n",
      "The top_lip in this face has the following points: [(334, 500), (337, 500), (339, 500), (341, 500), (344, 500), (347, 501), (351, 502), (350, 502), (343, 502), (341, 502), (339, 501), (335, 500)]\n",
      "The bottom_lip in this face has the following points: [(351, 502), (346, 504), (343, 505), (340, 505), (338, 504), (336, 502), (334, 500), (335, 500), (339, 502), (341, 503), (343, 503), (350, 502)]\n",
      "The chin in this face has the following points: [(164, 566), (164, 571), (164, 576), (164, 582), (166, 587), (168, 592), (170, 597), (173, 602), (177, 604), (181, 604), (185, 601), (189, 597), (193, 593), (196, 588), (197, 583), (199, 578), (200, 573)]\n",
      "The left_eyebrow in this face has the following points: [(169, 564), (173, 563), (176, 564), (179, 565), (182, 567)]\n",
      "The right_eyebrow in this face has the following points: [(187, 568), (190, 567), (193, 567), (196, 568), (198, 570)]\n",
      "The nose_bridge in this face has the following points: [(184, 570), (184, 573), (183, 577), (183, 580)]\n",
      "The nose_tip in this face has the following points: [(178, 580), (180, 582), (182, 583), (184, 582), (186, 582)]\n",
      "The left_eye in this face has the following points: [(172, 568), (175, 567), (177, 568), (178, 569), (176, 569), (174, 568)]\n",
      "The right_eye in this face has the following points: [(188, 571), (190, 570), (193, 571), (194, 572), (192, 572), (190, 571)]\n",
      "The top_lip in this face has the following points: [(173, 585), (176, 585), (179, 585), (181, 586), (183, 586), (186, 586), (188, 588), (187, 588), (183, 586), (181, 586), (179, 586), (173, 586)]\n",
      "The bottom_lip in this face has the following points: [(188, 588), (185, 594), (183, 596), (180, 596), (178, 596), (175, 592), (173, 585), (173, 586), (179, 593), (181, 594), (183, 594), (187, 588)]\n",
      "The chin in this face has the following points: [(405, 260), (405, 264), (405, 269), (405, 274), (407, 278), (410, 281), (414, 283), (418, 285), (422, 286), (426, 285), (428, 283), (431, 281), (434, 278), (435, 274), (436, 270), (437, 267), (437, 263)]\n",
      "The left_eyebrow in this face has the following points: [(411, 257), (414, 255), (418, 255), (421, 256), (424, 257)]\n",
      "The right_eyebrow in this face has the following points: [(431, 257), (433, 257), (435, 256), (437, 257), (438, 258)]\n",
      "The nose_bridge in this face has the following points: [(427, 261), (427, 264), (427, 266), (428, 269)]\n",
      "The nose_tip in this face has the following points: [(423, 271), (425, 271), (426, 272), (427, 272), (429, 271)]\n",
      "The left_eye in this face has the following points: [(414, 260), (417, 259), (419, 260), (421, 261), (419, 262), (416, 262)]\n",
      "The right_eye in this face has the following points: [(430, 262), (431, 260), (434, 260), (435, 262), (434, 262), (432, 262)]\n",
      "The top_lip in this face has the following points: [(418, 276), (422, 275), (425, 275), (426, 275), (427, 275), (429, 276), (430, 277), (429, 277), (427, 276), (426, 276), (424, 276), (419, 276)]\n",
      "The bottom_lip in this face has the following points: [(430, 277), (428, 279), (427, 279), (425, 279), (423, 279), (421, 279), (418, 276), (419, 276), (424, 277), (425, 277), (427, 277), (429, 277)]\n",
      "The chin in this face has the following points: [(251, 187), (252, 191), (254, 195), (257, 199), (261, 202), (265, 204), (270, 205), (275, 206), (280, 204), (283, 202), (284, 199), (285, 196), (285, 192), (285, 188), (285, 184), (284, 180), (282, 176)]\n",
      "The left_eyebrow in this face has the following points: [(256, 181), (258, 178), (262, 176), (265, 176), (269, 176)]\n",
      "The right_eyebrow in this face has the following points: [(275, 175), (276, 172), (278, 171), (280, 170), (282, 170)]\n",
      "The nose_bridge in this face has the following points: [(273, 179), (275, 182), (276, 185), (277, 188)]\n",
      "The nose_tip in this face has the following points: [(274, 190), (276, 190), (278, 190), (279, 189), (279, 188)]\n",
      "The left_eye in this face has the following points: [(261, 183), (263, 181), (265, 180), (267, 181), (265, 182), (263, 183)]\n",
      "The right_eye in this face has the following points: [(276, 178), (277, 176), (280, 175), (281, 176), (280, 177), (278, 178)]\n",
      "The top_lip in this face has the following points: [(270, 198), (273, 195), (276, 193), (278, 193), (279, 192), (281, 192), (283, 193), (282, 193), (280, 194), (278, 194), (276, 195), (272, 197)]\n",
      "The bottom_lip in this face has the following points: [(283, 193), (282, 195), (281, 197), (279, 198), (277, 199), (274, 199), (270, 198), (272, 197), (277, 196), (279, 195), (280, 194), (282, 193)]\n",
      "The chin in this face has the following points: [(92, 39), (93, 42), (94, 45), (96, 48), (98, 51), (101, 54), (103, 57), (106, 59), (109, 59), (113, 58), (116, 55), (119, 52), (121, 48), (123, 44), (123, 40), (122, 35), (121, 31)]\n",
      "The left_eyebrow in this face has the following points: [(92, 35), (93, 34), (95, 34), (97, 34), (99, 35)]\n",
      "The right_eyebrow in this face has the following points: [(104, 33), (106, 31), (108, 30), (111, 30), (114, 30)]\n",
      "The nose_bridge in this face has the following points: [(102, 36), (102, 39), (103, 43), (103, 46)]\n",
      "The nose_tip in this face has the following points: [(101, 46), (102, 47), (104, 47), (106, 46), (108, 45)]\n",
      "The left_eye in this face has the following points: [(94, 37), (95, 36), (97, 36), (99, 37), (97, 37), (96, 37)]\n",
      "The right_eye in this face has the following points: [(107, 35), (108, 34), (110, 33), (112, 34), (111, 34), (109, 35)]\n",
      "The top_lip in this face has the following points: [(100, 49), (102, 49), (104, 49), (105, 49), (108, 48), (111, 47), (115, 46), (114, 47), (108, 49), (106, 49), (104, 49), (101, 49)]\n",
      "The bottom_lip in this face has the following points: [(115, 46), (112, 50), (109, 53), (107, 53), (105, 53), (103, 52), (100, 49), (101, 49), (104, 51), (106, 51), (109, 51), (114, 47)]\n",
      "The chin in this face has the following points: [(552, 493), (553, 500), (554, 506), (555, 511), (558, 516), (561, 521), (565, 525), (569, 527), (574, 528), (579, 527), (583, 523), (587, 518), (590, 514), (593, 509), (594, 503), (594, 497), (595, 491)]\n",
      "The left_eyebrow in this face has the following points: [(554, 490), (557, 487), (561, 487), (564, 488), (568, 490)]\n",
      "The right_eyebrow in this face has the following points: [(577, 490), (581, 488), (584, 487), (588, 487), (591, 489)]\n",
      "The nose_bridge in this face has the following points: [(572, 493), (573, 497), (573, 502), (573, 506)]\n",
      "The nose_tip in this face has the following points: [(568, 507), (571, 508), (573, 508), (575, 507), (578, 506)]\n",
      "The left_eye in this face has the following points: [(559, 493), (561, 491), (564, 491), (567, 494), (564, 494), (561, 494)]\n",
      "The right_eye in this face has the following points: [(578, 494), (581, 491), (584, 491), (587, 492), (584, 493), (581, 494)]\n",
      "The top_lip in this face has the following points: [(563, 510), (567, 510), (571, 510), (573, 511), (576, 510), (580, 510), (584, 509), (583, 510), (576, 511), (573, 511), (571, 511), (564, 511)]\n",
      "The bottom_lip in this face has the following points: [(584, 509), (580, 515), (576, 517), (573, 518), (571, 518), (567, 516), (563, 510), (564, 511), (571, 516), (573, 516), (576, 515), (583, 510)]\n",
      "The chin in this face has the following points: [(395, 112), (397, 116), (398, 121), (401, 125), (404, 128), (407, 131), (412, 133), (416, 135), (420, 135), (425, 133), (428, 130), (430, 126), (432, 121), (433, 117), (433, 112), (433, 107), (432, 102)]\n",
      "The left_eyebrow in this face has the following points: [(397, 104), (398, 100), (401, 99), (404, 98), (408, 99)]\n",
      "The right_eyebrow in this face has the following points: [(414, 98), (417, 96), (420, 95), (423, 96), (425, 97)]\n",
      "The nose_bridge in this face has the following points: [(412, 102), (413, 105), (413, 107), (414, 110)]\n",
      "The nose_tip in this face has the following points: [(411, 114), (413, 114), (415, 114), (417, 113), (419, 112)]\n",
      "The left_eye in this face has the following points: [(402, 106), (403, 104), (405, 103), (408, 105), (406, 106), (404, 106)]\n",
      "The right_eye in this face has the following points: [(417, 103), (419, 101), (421, 100), (423, 101), (422, 102), (419, 102)]\n",
      "The top_lip in this face has the following points: [(409, 122), (411, 118), (414, 117), (416, 117), (418, 116), (422, 116), (424, 118), (423, 118), (419, 117), (416, 118), (414, 118), (410, 122)]\n",
      "The bottom_lip in this face has the following points: [(424, 118), (423, 123), (420, 126), (418, 127), (415, 127), (412, 126), (409, 122), (410, 122), (414, 125), (417, 125), (419, 124), (423, 118)]\n",
      "The chin in this face has the following points: [(169, 33), (169, 37), (170, 42), (172, 46), (174, 49), (177, 53), (179, 56), (181, 59), (185, 59), (189, 57), (193, 53), (198, 49), (202, 44), (205, 39), (205, 33), (204, 27), (203, 21)]\n",
      "The left_eyebrow in this face has the following points: [(168, 27), (168, 26), (169, 25), (170, 25), (171, 24)]\n",
      "The right_eyebrow in this face has the following points: [(178, 22), (181, 20), (184, 18), (188, 18), (191, 18)]\n",
      "The nose_bridge in this face has the following points: [(175, 28), (175, 32), (175, 36), (175, 40)]\n",
      "The nose_tip in this face has the following points: [(174, 41), (175, 42), (177, 42), (180, 41), (181, 39)]\n",
      "The left_eye in this face has the following points: [(169, 33), (170, 31), (172, 31), (174, 31), (172, 33), (171, 33)]\n",
      "The right_eye in this face has the following points: [(182, 27), (184, 25), (186, 24), (188, 24), (187, 26), (184, 27)]\n",
      "The top_lip in this face has the following points: [(176, 49), (175, 46), (177, 45), (178, 45), (180, 44), (184, 43), (188, 44), (187, 44), (181, 45), (179, 46), (177, 47), (176, 48)]\n",
      "The bottom_lip in this face has the following points: [(188, 44), (185, 48), (182, 50), (180, 51), (179, 52), (177, 51), (176, 49), (176, 48), (178, 49), (179, 49), (181, 48), (187, 44)]\n"
     ]
    }
   ],
   "source": [
    "from PIL import Image, ImageDraw\n",
    "import face_recognition\n",
    "\n",
    "# Load the jpg file into a numpy array\n",
    "image = face_recognition.load_image_file(\"faces.jpg\")\n",
    "\n",
    "# Find all facial features in all the faces in the image\n",
    "face_landmarks_list = face_recognition.face_landmarks(image)\n",
    "\n",
    "print(\"I found {} face(s) in this photograph.\".format(len(face_landmarks_list)))\n",
    "pil_image = Image.fromarray(image)\n",
    "for face_landmarks in face_landmarks_list:\n",
    "\n",
    "    # Print the location of each facial feature in this image\n",
    "    facial_features = [\n",
    "        'chin',\n",
    "        'left_eyebrow',\n",
    "        'right_eyebrow',\n",
    "        'nose_bridge',\n",
    "        'nose_tip',\n",
    "        'left_eye',\n",
    "        'right_eye',\n",
    "        'top_lip',\n",
    "        'bottom_lip'\n",
    "    ]\n",
    "\n",
    "    for facial_feature in facial_features:\n",
    "        print(\"The {} in this face has the following points: {}\".format(facial_feature, face_landmarks[facial_feature]))\n",
    "\n",
    "    # Let's trace out each facial feature in the image with a line!\n",
    "    \n",
    "    d = ImageDraw.Draw(pil_image)\n",
    "\n",
    "    for facial_feature in facial_features:\n",
    "        d.line(face_landmarks[facial_feature], width=5)\n",
    "\n",
    "pil_image.save('outpic_faces.jpg')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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