Copy_of_CVPROJ.ipynb

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      "execution_count": null,
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          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **PREPROCESSING**\n"
      ],
      "metadata": {
        "id": "kUYzVApjINAh"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "p-_9hZG8PBb7"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import cv2\n",
        "import numpy as np\n",
        "from tensorflow.keras.utils import to_categorical\n",
        "from PIL import Image\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data_path = '/content/drive/MyDrive/data1/origin'\n",
        "output_folder = \"/content/drive/MyDrive/cropped\"\n",
        "labels_file = '/content/drive/MyDrive/data/label/label.lst'"
      ],
      "metadata": {
        "id": "J2Dp0Le2gXXX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "dataframe = pd.read_csv(labels_file, sep=\" \", header=None)\n",
        "col_names = \"image_name face_id_in_image face_box_top face_box_left face_box_right face_box_bottom face_box_cofidence expression_label\".split()\n",
        "dataframe.columns = col_names\n",
        "dataframe"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "JnvZC2fJgXuI",
        "outputId": "cee7830d-0659-46e1-a379-bb93fa2bf483"
      },
      "execution_count": null,
      "outputs": [
        {
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          "data": {
            "text/plain": [
              "                         image_name  face_id_in_image  face_box_top  \\\n",
              "0               angry_actor_104.jpg                 0            28   \n",
              "1               angry_actor_109.jpg                 0            31   \n",
              "2               angry_actor_120.jpg                 1            53   \n",
              "3                angry_actor_13.jpg                 0            77   \n",
              "4               angry_actor_132.jpg                 0            95   \n",
              "...                             ...               ...           ...   \n",
              "91788  surprised_expression_546.jpg                 0            70   \n",
              "91789  surprised_expression_381.jpg                 0            51   \n",
              "91790  surprised_expression_395.jpg                 0            27   \n",
              "91791         ecstatic_asian_31.jpg                 0            60   \n",
              "91792  surprised_expression_394.jpg                 0            47   \n",
              "\n",
              "       face_box_left  face_box_right  face_box_bottom  face_box_cofidence  \\\n",
              "0                113             226              141             22.9362   \n",
              "1                157             345              219             50.3056   \n",
              "2                 53             372              372             13.9434   \n",
              "3                 51             362              388             85.8104   \n",
              "4                 31             412              476             82.3948   \n",
              "...              ...             ...              ...                 ...   \n",
              "91788             70             351              351             37.7117   \n",
              "91789             61             117              107             91.6307   \n",
              "91790             95             258              190             96.2861   \n",
              "91791            136             184              108             39.9223   \n",
              "91792             38             152              161             77.7758   \n",
              "\n",
              "       expression_label  \n",
              "0                     0  \n",
              "1                     0  \n",
              "2                     2  \n",
              "3                     3  \n",
              "4                     0  \n",
              "...                 ...  \n",
              "91788                 5  \n",
              "91789                 5  \n",
              "91790                 5  \n",
              "91791                 3  \n",
              "91792                 5  \n",
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              "<p>91793 rows × 8 columns</p>\n",
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              "\n",
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              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
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            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **CROPPING IMAGES**"
      ],
      "metadata": {
        "id": "DTWDBdS5JZ0q"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import cv2\n",
        "from tqdm import tqdm_gui\n",
        "\n",
        "all_images = []\n",
        "all_labels = []\n",
        "all_confidences = []\n",
        "\n",
        "for i, row in dataframe.iterrows():\n",
        "    image_name = row[\"image_name\"]\n",
        "    x1 = row[\"face_box_left\"]\n",
        "    x2 = row[\"face_box_right\"]\n",
        "    y1 = row[\"face_box_top\"]\n",
        "    y2 = row[\"face_box_bottom\"]\n",
        "    label = row[\"expression_label\"]\n",
        "    confidence = row[\"face_box_cofidence\"]\n",
        "\n",
        "    if confidence < 60:\n",
        "        continue  # Skip images with confidence less than 60\n",
        "\n",
        "    combined_filename = os.path.join(data_path, image_name)\n",
        "    img = cv2.imread(combined_filename)\n",
        "\n",
        "    if img is not None:\n",
        "        cropped_img = img[y1:y2, x1:x2]\n",
        "        print(f\"Face shape: {cropped_img.shape}, x1={x1}, x2={x2}, y1={y1}, y2={y2}\")\n",
        "    else:\n",
        "        continue\n",
        "\n",
        "    if cropped_img is not None:\n",
        "        face_resized = cv2.resize(cropped_img, (64, 64))\n",
        "    else:\n",
        "        continue\n",
        "\n",
        "    all_images.append(face_resized)\n",
        "    all_labels.append(label)\n",
        "    all_confidences.append(confidence)"
      ],
      "metadata": {
        "id": "8Ad1_wpP6MkG",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c5c730e9-05db-4b0d-8c89-eaa03b9108ed"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "Face shape: (114, 114, 3), x1=1000, x2=1114, y1=276, y2=390\n",
            "Face shape: (162, 162, 3), x1=392, x2=554, y1=54, y2=216\n",
            "Face shape: (80, 80, 3), x1=247, x2=327, y1=20, y2=100\n",
            "Face shape: (80, 80, 3), x1=303, x2=383, y1=40, y2=120\n",
            "Face shape: (160, 160, 3), x1=294, x2=454, y1=0, y2=160\n",
            "Face shape: (67, 67, 3), x1=163, x2=230, y1=158, y2=225\n",
            "Face shape: (68, 68, 3), x1=261, x2=329, y1=96, y2=164\n",
            "Face shape: (161, 161, 3), x1=606, x2=767, y1=188, y2=349\n",
            "Face shape: (229, 229, 3), x1=498, x2=727, y1=172, y2=401\n",
            "Face shape: (324, 324, 3), x1=324, x2=648, y1=54, y2=378\n",
            "Face shape: (67, 67, 3), x1=1180, x2=1247, y1=740, y2=807\n",
            "Face shape: (112, 112, 3), x1=112, x2=224, y1=47, y2=159\n",
            "Face shape: (322, 322, 3), x1=564, x2=886, y1=483, y2=805\n",
            "Face shape: (67, 67, 3), x1=214, x2=281, y1=260, y2=327\n",
            "Face shape: (80, 80, 3), x1=343, x2=423, y1=437, y2=517\n",
            "Face shape: (115, 115, 3), x1=86, x2=201, y1=38, y2=153\n",
            "Face shape: (768, 768, 3), x1=704, x2=1472, y1=896, y2=1664\n",
            "Face shape: (57, 57, 3), x1=238, x2=295, y1=166, y2=223\n",
            "Face shape: (96, 96, 3), x1=128, x2=224, y1=40, y2=136\n",
            "Face shape: (228, 228, 3), x1=856, x2=1084, y1=95, y2=323\n",
            "Face shape: (193, 193, 3), x1=145, x2=338, y1=64, y2=257\n",
            "Face shape: (95, 95, 3), x1=183, x2=278, y1=15, y2=110\n",
            "Face shape: (96, 96, 3), x1=544, x2=640, y1=304, y2=400\n",
            "Face shape: (114, 114, 3), x1=430, x2=544, y1=143, y2=257\n",
            "Face shape: (234, 234, 3), x1=58, x2=292, y1=39, y2=273\n",
            "Face shape: (163, 163, 3), x1=203, x2=366, y1=67, y2=230\n",
            "Face shape: (96, 96, 3), x1=536, x2=632, y1=264, y2=360\n",
            "Face shape: (456, 456, 3), x1=646, x2=1102, y1=76, y2=532\n",
            "Face shape: (56, 56, 3), x1=142, x2=198, y1=28, y2=84\n",
            "Face shape: (228, 228, 3), x1=666, x2=894, y1=266, y2=494\n",
            "Face shape: (136, 136, 3), x1=238, x2=374, y1=147, y2=283\n",
            "Face shape: (382, 382, 3), x1=701, x2=1083, y1=191, y2=573\n",
            "Face shape: (57, 57, 3), x1=85, x2=142, y1=66, y2=123\n",
            "Face shape: (462, 462, 3), x1=0, x2=462, y1=115, y2=577\n",
            "Face shape: (136, 136, 3), x1=329, x2=465, y1=45, y2=181\n",
            "Face shape: (96, 96, 3), x1=536, x2=632, y1=264, y2=360\n",
            "Face shape: (227, 227, 3), x1=322, x2=549, y1=151, y2=378\n",
            "Face shape: (315, 315, 3), x1=52, x2=367, y1=78, y2=393\n",
            "Face shape: (113, 113, 3), x1=66, x2=179, y1=132, y2=245\n",
            "Face shape: (163, 163, 3), x1=81, x2=244, y1=40, y2=203\n",
            "Face shape: (56, 56, 3), x1=156, x2=212, y1=175, y2=231\n",
            "Face shape: (134, 134, 3), x1=404, x2=538, y1=33, y2=167\n",
            "Face shape: (67, 67, 3), x1=186, x2=253, y1=147, y2=214\n",
            "Face shape: (96, 96, 3), x1=320, x2=416, y1=64, y2=160\n",
            "Face shape: (135, 135, 3), x1=724, x2=859, y1=668, y2=803\n",
            "Face shape: (230, 230, 3), x1=632, x2=862, y1=421, y2=651\n",
            "Face shape: (96, 96, 3), x1=536, x2=632, y1=264, y2=360\n",
            "Face shape: (80, 80, 3), x1=140, x2=220, y1=13, y2=93\n",
            "Face shape: (68, 68, 3), x1=91, x2=159, y1=28, y2=96\n",
            "Face shape: (81, 81, 3), x1=385, x2=466, y1=20, y2=101\n",
            "Face shape: (163, 163, 3), x1=232, x2=395, y1=68, y2=231\n",
            "Face shape: (113, 113, 3), x1=47, x2=160, y1=28, y2=141\n",
            "Face shape: (321, 321, 3), x1=1151, x2=1472, y1=80, y2=401\n",
            "Face shape: (461, 461, 3), x1=76, x2=537, y1=76, y2=537\n",
            "Face shape: (96, 96, 3), x1=168, x2=264, y1=120, y2=216\n",
            "Face shape: (135, 135, 3), x1=248, x2=383, y1=440, y2=575\n",
            "Face shape: (325, 325, 3), x1=596, x2=921, y1=81, y2=406\n",
            "Face shape: (81, 81, 3), x1=271, x2=352, y1=88, y2=169\n",
            "Face shape: (96, 96, 3), x1=536, x2=632, y1=264, y2=360\n",
            "Face shape: (113, 113, 3), x1=816, x2=929, y1=1376, y2=1489\n",
            "Face shape: (113, 113, 3), x1=1633, x2=1746, y1=1281, y2=1394\n",
            "Face shape: (161, 161, 3), x1=578, x2=739, y1=121, y2=282\n",
            "Face shape: (194, 194, 3), x1=194, x2=388, y1=113, y2=307\n",
            "Face shape: (187, 187, 3), x1=78, x2=265, y1=46, y2=233\n",
            "Face shape: (69, 69, 3), x1=51, x2=120, y1=17, y2=86\n",
            "Face shape: (192, 192, 3), x1=833, x2=1025, y1=80, y2=272\n",
            "Face shape: (56, 56, 3), x1=270, x2=326, y1=80, y2=136\n",
            "Face shape: (80, 80, 3), x1=80, x2=160, y1=46, y2=126\n",
            "Face shape: (57, 57, 3), x1=71, x2=128, y1=14, y2=71\n",
            "Face shape: (57, 57, 3), x1=166, x2=223, y1=90, y2=147\n",
            "Face shape: (444, 444, 3), x1=74, x2=518, y1=148, y2=592\n",
            "Face shape: (96, 96, 3), x1=224, x2=320, y1=1073, y2=1169\n",
            "Face shape: (163, 163, 3), x1=436, x2=599, y1=163, y2=326\n",
            "Face shape: (68, 68, 3), x1=181, x2=249, y1=73, y2=141\n",
            "Face shape: (95, 95, 3), x1=495, x2=590, y1=631, y2=726\n",
            "Face shape: (324, 324, 3), x1=649, x2=973, y1=243, y2=567\n",
            "Face shape: (135, 135, 3), x1=451, x2=586, y1=56, y2=191\n",
            "Face shape: (48, 48, 3), x1=144, x2=192, y1=200, y2=248\n",
            "Face shape: (231, 231, 3), x1=309, x2=540, y1=77, y2=308\n",
            "Face shape: (113, 113, 3), x1=312, x2=425, y1=274, y2=387\n",
            "Face shape: (95, 95, 3), x1=1201, x2=1296, y1=151, y2=246\n",
            "Face shape: (225, 225, 3), x1=225, x2=450, y1=131, y2=356\n",
            "Face shape: (137, 137, 3), x1=228, x2=365, y1=34, y2=171\n",
            "Face shape: (321, 321, 3), x1=107, x2=428, y1=53, y2=374\n",
            "Face shape: (67, 67, 3), x1=56, x2=123, y1=79, y2=146\n",
            "Face shape: (80, 80, 3), x1=982, x2=1062, y1=632, y2=712\n",
            "Face shape: (161, 161, 3), x1=67, x2=228, y1=134, y2=295\n",
            "Face shape: (94, 94, 3), x1=23, x2=117, y1=15, y2=109\n",
            "Face shape: (192, 192, 3), x1=948, x2=1140, y1=208, y2=400\n",
            "Face shape: (48, 48, 3), x1=104, x2=152, y1=24, y2=72\n",
            "Face shape: (272, 272, 3), x1=385, x2=657, y1=136, y2=408\n",
            "Face shape: (81, 81, 3), x1=353, x2=434, y1=68, y2=149\n",
            "Face shape: (113, 113, 3), x1=227, x2=340, y1=75, y2=188\n",
            "Face shape: (324, 324, 3), x1=1485, x2=1809, y1=567, y2=891\n",
            "Face shape: (114, 114, 3), x1=266, x2=380, y1=85, y2=199\n",
            "Face shape: (95, 95, 3), x1=1962, x2=2057, y1=231, y2=326\n",
            "Face shape: (48, 48, 3), x1=412, x2=460, y1=128, y2=176\n",
            "Face shape: (135, 135, 3), x1=406, x2=541, y1=452, y2=587\n",
            "Face shape: (113, 113, 3), x1=66, x2=179, y1=237, y2=350\n",
            "Face shape: (80, 80, 3), x1=470, x2=550, y1=40, y2=120\n",
            "Face shape: (67, 67, 3), x1=887, x2=954, y1=655, y2=722\n",
            "Face shape: (161, 161, 3), x1=215, x2=376, y1=80, y2=241\n",
            "Face shape: (47, 47, 3), x1=271, x2=318, y1=331, y2=378\n",
            "Face shape: (325, 325, 3), x1=570, x2=895, y1=108, y2=433\n",
            "Face shape: (96, 96, 3), x1=760, x2=856, y1=184, y2=280\n",
            "Face shape: (115, 115, 3), x1=76, x2=191, y1=28, y2=143\n",
            "Face shape: (95, 95, 3), x1=2177, x2=2272, y1=263, y2=358\n",
            "Face shape: (114, 114, 3), x1=305, x2=419, y1=248, y2=362\n",
            "Face shape: (57, 57, 3), x1=271, x2=328, y1=238, y2=295\n",
            "Face shape: (114, 114, 3), x1=380, x2=494, y1=427, y2=541\n",
            "Face shape: (115, 115, 3), x1=317, x2=432, y1=9, y2=124\n",
            "Face shape: (324, 324, 3), x1=2052, x2=2376, y1=378, y2=702\n",
            "Face shape: (324, 324, 3), x1=81, x2=405, y1=81, y2=405\n",
            "Face shape: (96, 96, 3), x1=288, x2=384, y1=104, y2=200\n",
            "Face shape: (57, 57, 3), x1=61, x2=118, y1=524, y2=581\n",
            "Face shape: (273, 273, 3), x1=409, x2=682, y1=68, y2=341\n",
            "Face shape: (68, 68, 3), x1=51, x2=119, y1=198, y2=266\n",
            "Face shape: (161, 161, 3), x1=1198, x2=1359, y1=269, y2=430\n",
            "Face shape: (114, 114, 3), x1=256, x2=370, y1=28, y2=142\n",
            "Face shape: (57, 57, 3), x1=171, x2=228, y1=47, y2=104\n",
            "Face shape: (457, 457, 3), x1=38, x2=495, y1=114, y2=571\n",
            "Face shape: (135, 135, 3), x1=146, x2=281, y1=56, y2=191\n",
            "Face shape: (161, 161, 3), x1=336, x2=497, y1=148, y2=309\n",
            "Face shape: (95, 95, 3), x1=2177, x2=2272, y1=263, y2=358\n",
            "Face shape: (79, 79, 3), x1=313, x2=392, y1=146, y2=225\n",
            "Face shape: (325, 325, 3), x1=325, x2=650, y1=380, y2=705\n",
            "Face shape: (193, 193, 3), x1=80, x2=273, y1=32, y2=225\n",
            "Face shape: (113, 113, 3), x1=2421, x2=2534, y1=189, y2=302\n",
            "Face shape: (57, 57, 3), x1=453, x2=510, y1=100, y2=157\n",
            "Face shape: (163, 163, 3), x1=149, x2=312, y1=122, y2=285\n",
            "Face shape: (162, 162, 3), x1=324, x2=486, y1=40, y2=202\n",
            "Face shape: (67, 67, 3), x1=96, x2=163, y1=56, y2=123\n",
            "Face shape: (57, 57, 3), x1=895, x2=952, y1=590, y2=647\n",
            "Face shape: (227, 227, 3), x1=208, x2=435, y1=75, y2=302\n",
            "Face shape: (643, 643, 3), x1=696, x2=1339, y1=535, y2=1178\n",
            "Face shape: (80, 80, 3), x1=1847, x2=1927, y1=202, y2=282\n",
            "Face shape: (67, 67, 3), x1=16, x2=83, y1=140, y2=207\n",
            "Face shape: (188, 188, 3), x1=62, x2=250, y1=47, y2=235\n",
            "Face shape: (68, 68, 3), x1=618, x2=686, y1=153, y2=221\n",
            "Face shape: (273, 273, 3), x1=273, x2=546, y1=68, y2=341\n",
            "Face shape: (230, 230, 3), x1=95, x2=325, y1=57, y2=287\n",
            "Face shape: (161, 161, 3), x1=942, x2=1103, y1=67, y2=228\n",
            "Face shape: (192, 192, 3), x1=1173, x2=1365, y1=289, y2=481\n",
            "Face shape: (160, 160, 3), x1=710, x2=870, y1=1193, y2=1353\n",
            "Face shape: (57, 57, 3), x1=104, x2=161, y1=462, y2=519\n",
            "Face shape: (94, 94, 3), x1=94, x2=188, y1=62, y2=156\n",
            "Face shape: (96, 96, 3), x1=304, x2=400, y1=160, y2=256\n",
            "Face shape: (225, 225, 3), x1=206, x2=431, y1=37, y2=262\n",
            "Face shape: (80, 80, 3), x1=53, x2=133, y1=33, y2=113\n",
            "Face shape: (80, 80, 3), x1=1542, x2=1622, y1=831, y2=911\n",
            "Face shape: (95, 95, 3), x1=2177, x2=2272, y1=263, y2=358\n",
            "Face shape: (57, 57, 3), x1=262, x2=319, y1=195, y2=252\n",
            "Face shape: (80, 80, 3), x1=174, x2=254, y1=564, y2=644\n",
            "Face shape: (93, 93, 3), x1=101, x2=194, y1=23, y2=116\n",
            "Face shape: (135, 135, 3), x1=849, x2=984, y1=33, y2=168\n",
            "Face shape: (80, 80, 3), x1=573, x2=653, y1=182, y2=262\n",
            "Face shape: (57, 57, 3), x1=23, x2=80, y1=28, y2=85\n",
            "Face shape: (57, 57, 3), x1=357, x2=414, y1=524, y2=581\n",
            "Face shape: (113, 113, 3), x1=226, x2=339, y1=18, y2=131\n",
            "Face shape: (114, 114, 3), x1=418, x2=532, y1=180, y2=294\n",
            "Face shape: (81, 81, 3), x1=122, x2=203, y1=54, y2=135\n",
            "Face shape: (161, 161, 3), x1=741, x2=902, y1=40, y2=201\n",
            "Face shape: (114, 114, 3), x1=573, x2=687, y1=219, y2=333\n",
            "Face shape: (57, 57, 3), x1=196, x2=253, y1=33, y2=90\n",
            "Face shape: (134, 134, 3), x1=291, x2=425, y1=359, y2=493\n",
            "Face shape: (114, 114, 3), x1=693, x2=807, y1=66, y2=180\n",
            "Face shape: (57, 57, 3), x1=186, x2=243, y1=66, y2=123\n",
            "Face shape: (192, 192, 3), x1=112, x2=304, y1=48, y2=240\n",
            "Face shape: (57, 57, 3), x1=738, x2=795, y1=109, y2=166\n",
            "Face shape: (190, 190, 3), x1=428, x2=618, y1=174, y2=364\n",
            "Face shape: (96, 96, 3), x1=296, x2=392, y1=40, y2=136\n",
            "Face shape: (80, 80, 3), x1=248, x2=328, y1=67, y2=147\n",
            "Face shape: (132, 132, 3), x1=55, x2=187, y1=33, y2=165\n",
            "Face shape: (133, 133, 3), x1=44, x2=177, y1=22, y2=155\n",
            "Face shape: (47, 47, 3), x1=466, x2=513, y1=135, y2=182\n",
            "Face shape: (135, 135, 3), x1=236, x2=371, y1=33, y2=168\n",
            "Face shape: (192, 192, 3), x1=128, x2=320, y1=64, y2=256\n",
            "Face shape: (164, 164, 3), x1=164, x2=328, y1=68, y2=232\n",
            "Face shape: (113, 113, 3), x1=939, x2=1052, y1=417, y2=530\n",
            "Face shape: (67, 67, 3), x1=226, x2=293, y1=90, y2=157\n",
            "Face shape: (67, 67, 3), x1=457, x2=524, y1=112, y2=179\n",
            "Face shape: (67, 67, 3), x1=236, x2=303, y1=39, y2=106\n",
            "Face shape: (160, 160, 3), x1=200, x2=360, y1=93, y2=253\n",
            "Face shape: (96, 96, 3), x1=280, x2=376, y1=16, y2=112\n",
            "Face shape: (80, 80, 3), x1=999, x2=1079, y1=804, y2=884\n",
            "Face shape: (190, 190, 3), x1=713, x2=903, y1=237, y2=427\n",
            "Face shape: (324, 324, 3), x1=594, x2=918, y1=540, y2=864\n",
            "Face shape: (135, 135, 3), x1=270, x2=405, y1=78, y2=213\n",
            "Face shape: (135, 135, 3), x1=406, x2=541, y1=452, y2=587\n",
            "Face shape: (96, 96, 3), x1=441, x2=537, y1=72, y2=168\n",
            "Face shape: (114, 114, 3), x1=95, x2=209, y1=238, y2=352\n",
            "Face shape: (68, 68, 3), x1=28, x2=96, y1=11, y2=79\n",
            "Face shape: (225, 225, 3), x1=37, x2=262, y1=37, y2=262\n",
            "Face shape: (57, 57, 3), x1=57, x2=114, y1=85, y2=142\n",
            "Face shape: (188, 188, 3), x1=31, x2=219, y1=47, y2=235\n",
            "Face shape: (161, 161, 3), x1=619, x2=780, y1=229, y2=390\n",
            "Face shape: (134, 134, 3), x1=112, x2=246, y1=44, y2=178\n",
            "Face shape: (270, 270, 3), x1=270, x2=540, y1=45, y2=315\n",
            "Face shape: (274, 274, 3), x1=182, x2=456, y1=45, y2=319\n",
            "Face shape: (314, 314, 3), x1=157, x2=471, y1=26, y2=340\n",
            "Face shape: (96, 96, 3), x1=64, x2=160, y1=32, y2=128\n",
            "Face shape: (644, 644, 3), x1=537, x2=1181, y1=1558, y2=2202\n",
            "Face shape: (57, 57, 3), x1=104, x2=161, y1=462, y2=519\n",
            "Face shape: (114, 114, 3), x1=733, x2=847, y1=733, y2=847\n",
            "Face shape: (67, 67, 3), x1=889, x2=956, y1=101, y2=168\n",
            "Face shape: (57, 57, 3), x1=176, x2=233, y1=9, y2=66\n",
            "Face shape: (95, 95, 3), x1=71, x2=166, y1=23, y2=118\n",
            "Face shape: (96, 96, 3), x1=88, x2=184, y1=88, y2=184\n",
            "Face shape: (96, 96, 3), x1=320, x2=416, y1=32, y2=128\n",
            "Face shape: (57, 57, 3), x1=681, x2=738, y1=123, y2=180\n",
            "Face shape: (80, 80, 3), x1=416, x2=496, y1=60, y2=140\n",
            "Face shape: (324, 324, 3), x1=1622, x2=1946, y1=405, y2=729\n",
            "Face shape: (160, 160, 3), x1=401, x2=561, y1=200, y2=360\n",
            "Face shape: (47, 47, 3), x1=641, x2=688, y1=147, y2=194\n",
            "Face shape: (80, 80, 3), x1=100, x2=180, y1=66, y2=146\n",
            "Face shape: (81, 81, 3), x1=326, x2=407, y1=74, y2=155\n",
            "Face shape: (918, 918, 3), x1=1147, x2=2065, y1=306, y2=1224\n",
            "Face shape: (193, 193, 3), x1=274, x2=467, y1=193, y2=386\n",
            "Face shape: (57, 57, 3), x1=529, x2=586, y1=47, y2=104\n",
            "Face shape: (161, 161, 3), x1=255, x2=416, y1=53, y2=214\n",
            "Face shape: (68, 68, 3), x1=244, x2=312, y1=74, y2=142\n",
            "Face shape: (324, 324, 3), x1=54, x2=378, y1=405, y2=729\n",
            "Face shape: (229, 229, 3), x1=419, x2=648, y1=438, y2=667\n",
            "Face shape: (227, 227, 3), x1=454, x2=681, y1=113, y2=340\n",
            "Face shape: (48, 48, 3), x1=40, x2=88, y1=12, y2=60\n",
            "Face shape: (67, 67, 3), x1=196, x2=263, y1=67, y2=134\n",
            "Face shape: (48, 48, 3), x1=224, x2=272, y1=632, y2=680\n",
            "Face shape: (135, 135, 3), x1=249, x2=384, y1=33, y2=168\n",
            "Face shape: (80, 80, 3), x1=100, x2=180, y1=262, y2=342\n",
            "Face shape: (56, 56, 3), x1=118, x2=174, y1=23, y2=79\n",
            "Face shape: (160, 160, 3), x1=120, x2=280, y1=160, y2=320\n",
            "Face shape: (96, 96, 3), x1=200, x2=296, y1=168, y2=264\n",
            "Face shape: (161, 161, 3), x1=40, x2=201, y1=40, y2=201\n",
            "Face shape: (277, 277, 3), x1=115, x2=392, y1=69, y2=346\n",
            "Face shape: (113, 113, 3), x1=636, x2=749, y1=417, y2=530\n",
            "Face shape: (134, 134, 3), x1=370, x2=504, y1=67, y2=201\n",
            "Face shape: (93, 93, 3), x1=39, x2=132, y1=62, y2=155\n",
            "Face shape: (133, 133, 3), x1=111, x2=244, y1=78, y2=211\n",
            "Face shape: (57, 57, 3), x1=833, x2=890, y1=109, y2=166\n",
            "Face shape: (95, 95, 3), x1=463, x2=558, y1=167, y2=262\n",
            "Face shape: (80, 80, 3), x1=74, x2=154, y1=202, y2=282\n",
            "Face shape: (48, 48, 3), x1=132, x2=180, y1=32, y2=80\n",
            "Face shape: (57, 57, 3), x1=124, x2=181, y1=14, y2=71\n",
            "Face shape: (80, 80, 3), x1=234, x2=314, y1=33, y2=113\n",
            "Face shape: (57, 57, 3), x1=104, x2=161, y1=462, y2=519\n",
            "Face shape: (324, 324, 3), x1=1054, x2=1378, y1=378, y2=702\n",
            "Face shape: (67, 67, 3), x1=446, x2=513, y1=101, y2=168\n",
            "Face shape: (47, 47, 3), x1=581, x2=628, y1=103, y2=150\n",
            "Face shape: (324, 324, 3), x1=1216, x2=1540, y1=378, y2=702\n",
            "Face shape: (95, 95, 3), x1=207, x2=302, y1=207, y2=302\n",
            "Face shape: (272, 272, 3), x1=431, x2=703, y1=318, y2=590\n",
            "Face shape: (227, 227, 3), x1=208, x2=435, y1=75, y2=302\n",
            "Face shape: (57, 57, 3), x1=290, x2=347, y1=90, y2=147\n",
            "Face shape: (81, 81, 3), x1=278, x2=359, y1=95, y2=176\n",
            "Face shape: (67, 67, 3), x1=209, x2=276, y1=62, y2=129\n",
            "Face shape: (80, 80, 3), x1=431, x2=511, y1=202, y2=282\n",
            "Face shape: (80, 80, 3), x1=60, x2=140, y1=33, y2=113\n",
            "Face shape: (229, 229, 3), x1=153, x2=382, y1=114, y2=343\n",
            "Face shape: (224, 224, 3), x1=56, x2=280, y1=74, y2=298\n",
            "Face shape: (270, 270, 3), x1=293, x2=563, y1=383, y2=653\n",
            "Face shape: (96, 96, 3), x1=168, x2=264, y1=56, y2=152\n",
            "Face shape: (194, 194, 3), x1=226, x2=420, y1=113, y2=307\n",
            "Face shape: (56, 56, 3), x1=161, x2=217, y1=66, y2=122\n",
            "Face shape: (95, 95, 3), x1=2177, x2=2272, y1=263, y2=358\n",
            "Face shape: (56, 56, 3), x1=165, x2=221, y1=123, y2=179\n",
            "Face shape: (48, 48, 3), x1=1233, x2=1281, y1=276, y2=324\n",
            "Face shape: (113, 113, 3), x1=18, x2=131, y1=18, y2=131\n",
            "Face shape: (457, 457, 3), x1=228, x2=685, y1=152, y2=609\n",
            "Face shape: (112, 112, 3), x1=93, x2=205, y1=56, y2=168\n",
            "Face shape: (229, 229, 3), x1=1183, x2=1412, y1=286, y2=515\n",
            "Face shape: (96, 96, 3), x1=728, x2=824, y1=144, y2=240\n",
            "Face shape: (324, 324, 3), x1=999, x2=1323, y1=648, y2=972\n",
            "Face shape: (113, 113, 3), x1=539, x2=652, y1=189, y2=302\n",
            "Face shape: (67, 67, 3), x1=56, x2=123, y1=39, y2=106\n",
            "Face shape: (80, 80, 3), x1=370, x2=450, y1=80, y2=160\n",
            "Face shape: (67, 67, 3), x1=214, x2=281, y1=424, y2=491\n",
            "Face shape: (67, 67, 3), x1=400, x2=467, y1=124, y2=191\n",
            "Face shape: (163, 163, 3), x1=204, x2=367, y1=54, y2=217\n",
            "Face shape: (462, 462, 3), x1=231, x2=693, y1=192, y2=654\n",
            "Face shape: (66, 66, 3), x1=38, x2=104, y1=72, y2=138\n",
            "Face shape: (264, 264, 3), x1=330, x2=594, y1=66, y2=330\n",
            "Face shape: (114, 114, 3), x1=391, x2=505, y1=47, y2=161\n",
            "Face shape: (134, 134, 3), x1=437, x2=571, y1=44, y2=178\n",
            "Face shape: (268, 268, 3), x1=178, x2=446, y1=111, y2=379\n",
            "Face shape: (47, 47, 3), x1=511, x2=558, y1=83, y2=130\n",
            "Face shape: (273, 273, 3), x1=159, x2=432, y1=182, y2=455\n",
            "Face shape: (114, 114, 3), x1=152, x2=266, y1=133, y2=247\n",
            "Face shape: (161, 161, 3), x1=228, x2=389, y1=161, y2=322\n",
            "Face shape: (56, 56, 3), x1=669, x2=725, y1=470, y2=526\n",
            "Face shape: (227, 227, 3), x1=0, x2=227, y1=454, y2=681\n",
            "Face shape: (134, 134, 3), x1=167, x2=301, y1=44, y2=178\n",
            "Face shape: (162, 162, 3), x1=420, x2=582, y1=27, y2=189\n",
            "Face shape: (163, 163, 3), x1=395, x2=558, y1=40, y2=203\n",
            "Face shape: (137, 137, 3), x1=45, x2=182, y1=102, y2=239\n",
            "Face shape: (188, 188, 3), x1=31, x2=219, y1=47, y2=235\n",
            "Face shape: (57, 57, 3), x1=119, x2=176, y1=214, y2=271\n",
            "Face shape: (536, 536, 3), x1=402, x2=938, y1=89, y2=625\n",
            "Face shape: (162, 162, 3), x1=582, x2=744, y1=162, y2=324\n",
            "Face shape: (321, 321, 3), x1=508, x2=829, y1=535, y2=856\n",
            "Face shape: (230, 230, 3), x1=673, x2=903, y1=269, y2=499\n",
            "Face shape: (190, 190, 3), x1=381, x2=571, y1=111, y2=301\n",
            "Face shape: (112, 112, 3), x1=75, x2=187, y1=56, y2=168\n",
            "Face shape: (81, 81, 3), x1=196, x2=277, y1=74, y2=155\n",
            "Face shape: (56, 56, 3), x1=150, x2=206, y1=14, y2=70\n",
            "Face shape: (79, 79, 3), x1=193, x2=272, y1=66, y2=145\n",
            "Face shape: (136, 136, 3), x1=307, x2=443, y1=182, y2=318\n",
            "Face shape: (753, 753, 3), x1=251, x2=1004, y1=313, y2=1066\n",
            "Face shape: (228, 228, 3), x1=1330, x2=1558, y1=494, y2=722\n",
            "Face shape: (161, 161, 3), x1=80, x2=241, y1=147, y2=308\n",
            "Face shape: (113, 113, 3), x1=85, x2=198, y1=18, y2=131\n",
            "Face shape: (80, 80, 3), x1=287, x2=367, y1=53, y2=133\n",
            "Face shape: (47, 47, 3), x1=159, x2=206, y1=99, y2=146\n",
            "Face shape: (96, 96, 3), x1=257, x2=353, y1=80, y2=176\n",
            "Face shape: (193, 193, 3), x1=822, x2=1015, y1=242, y2=435\n",
            "Face shape: (272, 272, 3), x1=431, x2=703, y1=295, y2=567\n",
            "Face shape: (47, 47, 3), x1=423, x2=470, y1=59, y2=106\n",
            "Face shape: (225, 225, 3), x1=338, x2=563, y1=187, y2=412\n",
            "Face shape: (326, 326, 3), x1=707, x2=1033, y1=244, y2=570\n",
            "Face shape: (161, 161, 3), x1=147, x2=308, y1=53, y2=214\n",
            "Face shape: (553, 553, 3), x1=276, x2=829, y1=783, y2=1336\n",
            "Face shape: (191, 191, 3), x1=159, x2=350, y1=79, y2=270\n",
            "Face shape: (186, 186, 3), x1=155, x2=341, y1=31, y2=217\n",
            "Face shape: (114, 114, 3), x1=85, x2=199, y1=38, y2=152\n",
            "Face shape: (649, 649, 3), x1=108, x2=757, y1=216, y2=865\n",
            "Face shape: (225, 225, 3), x1=94, x2=319, y1=244, y2=469\n",
            "Face shape: (81, 81, 3), x1=197, x2=278, y1=34, y2=115\n",
            "Face shape: (80, 80, 3), x1=316, x2=396, y1=47, y2=127\n",
            "Face shape: (225, 225, 3), x1=169, x2=394, y1=56, y2=281\n",
            "Face shape: (67, 67, 3), x1=259, x2=326, y1=84, y2=151\n",
            "Face shape: (67, 67, 3), x1=84, x2=151, y1=236, y2=303\n",
            "Face shape: (95, 95, 3), x1=316, x2=411, y1=95, y2=190\n",
            "Face shape: (161, 161, 3), x1=402, x2=563, y1=187, y2=348\n",
            "Face shape: (114, 114, 3), x1=285, x2=399, y1=247, y2=361\n",
            "Face shape: (135, 135, 3), x1=191, x2=326, y1=45, y2=180\n",
            "Face shape: (48, 48, 3), x1=80, x2=128, y1=164, y2=212\n",
            "Face shape: (648, 648, 3), x1=918, x2=1566, y1=378, y2=1026\n",
            "Face shape: (160, 160, 3), x1=120, x2=280, y1=40, y2=200\n",
            "Face shape: (133, 133, 3), x1=89, x2=222, y1=89, y2=222\n",
            "Face shape: (112, 112, 3), x1=131, x2=243, y1=84, y2=196\n",
            "Face shape: (226, 226, 3), x1=94, x2=320, y1=37, y2=263\n",
            "Face shape: (57, 57, 3), x1=371, x2=428, y1=610, y2=667\n",
            "Face shape: (81, 81, 3), x1=54, x2=135, y1=162, y2=243\n",
            "Face shape: (57, 57, 3), x1=71, x2=128, y1=42, y2=99\n",
            "Face shape: (229, 229, 3), x1=689, x2=918, y1=153, y2=382\n",
            "Face shape: (162, 162, 3), x1=392, x2=554, y1=40, y2=202\n",
            "Face shape: (68, 68, 3), x1=119, x2=187, y1=34, y2=102\n",
            "Face shape: (162, 162, 3), x1=121, x2=283, y1=40, y2=202\n",
            "Face shape: (68, 68, 3), x1=131, x2=199, y1=79, y2=147\n",
            "Face shape: (114, 114, 3), x1=190, x2=304, y1=38, y2=152\n",
            "Face shape: (56, 56, 3), x1=170, x2=226, y1=23, y2=79\n",
            "Face shape: (80, 80, 3), x1=478, x2=558, y1=863, y2=943\n",
            "Face shape: (68, 68, 3), x1=85, x2=153, y1=34, y2=102\n",
            "Face shape: (67, 67, 3), x1=118, x2=185, y1=78, y2=145\n",
            "Face shape: (133, 133, 3), x1=334, x2=467, y1=33, y2=166\n",
            "Face shape: (113, 113, 3), x1=226, x2=339, y1=94, y2=207\n",
            "Face shape: (321, 321, 3), x1=562, x2=883, y1=53, y2=374\n",
            "Face shape: (161, 161, 3), x1=511, x2=672, y1=188, y2=349\n",
            "Face shape: (96, 96, 3), x1=472, x2=568, y1=280, y2=376\n",
            "Face shape: (158, 158, 3), x1=291, x2=449, y1=105, y2=263\n",
            "Face shape: (67, 67, 3), x1=72, x2=139, y1=11, y2=78\n",
            "Face shape: (94, 94, 3), x1=126, x2=220, y1=55, y2=149\n",
            "Face shape: (159, 159, 3), x1=252, x2=411, y1=66, y2=225\n",
            "Face shape: (270, 270, 3), x1=337, x2=607, y1=382, y2=652\n",
            "Face shape: (322, 322, 3), x1=0, x2=322, y1=161, y2=483\n",
            "Face shape: (67, 67, 3), x1=294, x2=361, y1=62, y2=129\n",
            "Face shape: (135, 135, 3), x1=712, x2=847, y1=192, y2=327\n",
            "Face shape: (163, 163, 3), x1=68, x2=231, y1=40, y2=203\n",
            "Face shape: (190, 190, 3), x1=127, x2=317, y1=397, y2=587\n",
            "Face shape: (67, 67, 3), x1=322, x2=389, y1=22, y2=89\n",
            "Face shape: (66, 66, 3), x1=38, x2=104, y1=22, y2=88\n",
            "Face shape: (47, 47, 3), x1=63, x2=110, y1=15, y2=62\n",
            "Face shape: (80, 80, 3), x1=606, x2=686, y1=154, y2=234\n",
            "Face shape: (320, 320, 3), x1=826, x2=1146, y1=160, y2=480\n",
            "Face shape: (163, 163, 3), x1=489, x2=652, y1=163, y2=326\n",
            "Face shape: (277, 277, 3), x1=161, x2=438, y1=23, y2=300\n",
            "Face shape: (56, 56, 3), x1=451, x2=507, y1=455, y2=511\n",
            "Face shape: (114, 114, 3), x1=722, x2=836, y1=190, y2=304\n",
            "Face shape: (80, 80, 3), x1=411, x2=491, y1=47, y2=127\n",
            "Face shape: (96, 96, 3), x1=136, x2=232, y1=56, y2=152\n",
            "Face shape: (378, 378, 3), x1=1291, x2=1669, y1=441, y2=819\n",
            "Face shape: (272, 272, 3), x1=272, x2=544, y1=158, y2=430\n",
            "Face shape: (47, 47, 3), x1=411, x2=458, y1=127, y2=174\n",
            "Face shape: (160, 160, 3), x1=227, x2=387, y1=93, y2=253\n",
            "Face shape: (326, 326, 3), x1=979, x2=1305, y1=326, y2=652\n",
            "Face shape: (273, 273, 3), x1=159, x2=432, y1=45, y2=318\n",
            "Face shape: (162, 162, 3), x1=216, x2=378, y1=94, y2=256\n",
            "Face shape: (230, 230, 3), x1=500, x2=730, y1=250, y2=480\n",
            "Face shape: (67, 67, 3), x1=379, x2=446, y1=787, y2=854\n",
            "Face shape: (67, 67, 3), x1=225, x2=292, y1=315, y2=382\n",
            "Face shape: (79, 79, 3), x1=152, x2=231, y1=53, y2=132\n",
            "Face shape: (114, 114, 3), x1=592, x2=706, y1=506, y2=620\n",
            "Face shape: (320, 320, 3), x1=826, x2=1146, y1=80, y2=400\n",
            "Face shape: (135, 135, 3), x1=237, x2=372, y1=22, y2=157\n",
            "Face shape: (194, 194, 3), x1=291, x2=485, y1=16, y2=210\n",
            "Face shape: (161, 161, 3), x1=201, x2=362, y1=40, y2=201\n",
            "Face shape: (114, 114, 3), x1=114, x2=228, y1=171, y2=285\n",
            "Face shape: (48, 48, 3), x1=240, x2=288, y1=40, y2=88\n",
            "Face shape: (227, 227, 3), x1=18, x2=245, y1=75, y2=302\n",
            "Face shape: (271, 271, 3), x1=67, x2=338, y1=67, y2=338\n",
            "Face shape: (159, 159, 3), x1=66, x2=225, y1=159, y2=318\n",
            "Face shape: (909, 909, 3), x1=1213, x2=2122, y1=151, y2=1060\n",
            "Face shape: (114, 114, 3), x1=583, x2=697, y1=86, y2=200\n",
            "Face shape: (115, 115, 3), x1=249, x2=364, y1=95, y2=210\n",
            "Face shape: (658, 658, 3), x1=439, x2=1097, y1=54, y2=712\n",
            "Face shape: (323, 323, 3), x1=728, x2=1051, y1=701, y2=1024\n",
            "Face shape: (136, 136, 3), x1=148, x2=284, y1=79, y2=215\n",
            "Face shape: (451, 451, 3), x1=263, x2=714, y1=75, y2=526\n",
            "Face shape: (325, 325, 3), x1=108, x2=433, y1=54, y2=379\n",
            "Face shape: (162, 162, 3), x1=405, x2=567, y1=378, y2=540\n",
            "Face shape: (115, 115, 3), x1=38, x2=153, y1=38, y2=153\n",
            "Face shape: (273, 273, 3), x1=547, x2=820, y1=205, y2=478\n",
            "Face shape: (188, 188, 3), x1=47, x2=235, y1=31, y2=219\n",
            "Face shape: (194, 194, 3), x1=81, x2=275, y1=162, y2=356\n",
            "Face shape: (192, 192, 3), x1=32, x2=224, y1=80, y2=272\n",
            "Face shape: (95, 95, 3), x1=142, x2=237, y1=55, y2=150\n",
            "Face shape: (227, 227, 3), x1=37, x2=264, y1=75, y2=302\n",
            "Face shape: (115, 115, 3), x1=297, x2=412, y1=28, y2=143\n",
            "Face shape: (95, 95, 3), x1=198, x2=293, y1=15, y2=110\n",
            "Face shape: (80, 80, 3), x1=47, x2=127, y1=47, y2=127\n",
            "Face shape: (80, 80, 3), x1=213, x2=293, y1=146, y2=226\n",
            "Face shape: (57, 57, 3), x1=71, x2=128, y1=28, y2=85\n",
            "Face shape: (135, 135, 3), x1=225, x2=360, y1=90, y2=225\n",
            "Face shape: (637, 637, 3), x1=212, x2=849, y1=212, y2=849\n",
            "Face shape: (47, 47, 3), x1=67, x2=114, y1=51, y2=98\n",
            "Face shape: (67, 67, 3), x1=209, x2=276, y1=860, y2=927\n",
            "Face shape: (112, 112, 3), x1=197, x2=309, y1=28, y2=140\n",
            "Face shape: (95, 95, 3), x1=421, x2=516, y1=39, y2=134\n",
            "Face shape: (194, 194, 3), x1=210, x2=404, y1=97, y2=291\n",
            "Face shape: (57, 57, 3), x1=234, x2=291, y1=19, y2=76\n",
            "Face shape: (160, 160, 3), x1=93, x2=253, y1=0, y2=160\n",
            "Face shape: (268, 268, 3), x1=603, x2=871, y1=89, y2=357\n",
            "Face shape: (81, 81, 3), x1=307, x2=388, y1=34, y2=115\n",
            "Face shape: (96, 96, 3), x1=128, x2=224, y1=64, y2=160\n",
            "Face shape: (114, 114, 3), x1=304, x2=418, y1=161, y2=275\n",
            "Face shape: (135, 135, 3), x1=33, x2=168, y1=56, y2=191\n",
            "Face shape: (114, 114, 3), x1=47, x2=161, y1=294, y2=408\n",
            "Face shape: (96, 96, 3), x1=400, x2=496, y1=24, y2=120\n",
            "Face shape: (80, 80, 3), x1=242, x2=322, y1=53, y2=133\n",
            "Face shape: (161, 161, 3), x1=498, x2=659, y1=80, y2=241\n",
            "Face shape: (191, 191, 3), x1=350, x2=541, y1=271, y2=462\n",
            "Face shape: (80, 80, 3), x1=86, x2=166, y1=80, y2=160\n",
            "Face shape: (136, 136, 3), x1=227, x2=363, y1=22, y2=158\n",
            "Face shape: (96, 96, 3), x1=88, x2=184, y1=128, y2=224\n",
            "Face shape: (57, 57, 3), x1=308, x2=365, y1=47, y2=104\n",
            "Face shape: (81, 81, 3), x1=271, x2=352, y1=67, y2=148\n",
            "Face shape: (95, 95, 3), x1=197, x2=292, y1=23, y2=118\n",
            "Face shape: (191, 191, 3), x1=1054, x2=1245, y1=479, y2=670\n",
            "Face shape: (47, 47, 3), x1=23, x2=70, y1=11, y2=58\n",
            "Face shape: (114, 114, 3), x1=942, x2=1056, y1=523, y2=637\n",
            "Face shape: (135, 135, 3), x1=215, x2=350, y1=260, y2=395\n",
            "Face shape: (67, 67, 3), x1=168, x2=235, y1=84, y2=151\n",
            "Face shape: (80, 80, 3), x1=490, x2=570, y1=389, y2=469\n",
            "Face shape: (162, 162, 3), x1=514, x2=676, y1=202, y2=364\n",
            "Face shape: (112, 112, 3), x1=235, x2=347, y1=75, y2=187\n",
            "Face shape: (81, 81, 3), x1=230, x2=311, y1=156, y2=237\n",
            "Face shape: (67, 67, 3), x1=555, x2=622, y1=855, y2=922\n",
            "Face shape: (80, 80, 3), x1=248, x2=328, y1=33, y2=113\n",
            "Face shape: (190, 190, 3), x1=508, x2=698, y1=365, y2=555\n",
            "Face shape: (323, 323, 3), x1=1619, x2=1942, y1=728, y2=1051\n",
            "Face shape: (81, 81, 3), x1=74, x2=155, y1=47, y2=128\n",
            "Face shape: (135, 135, 3), x1=260, x2=395, y1=56, y2=191\n",
            "Face shape: (190, 190, 3), x1=237, x2=427, y1=63, y2=253\n",
            "Face shape: (547, 547, 3), x1=273, x2=820, y1=364, y2=911\n",
            "Face shape: (67, 67, 3), x1=179, x2=246, y1=44, y2=111\n",
            "Face shape: (80, 80, 3), x1=101, x2=181, y1=107, y2=187\n",
            "Face shape: (322, 322, 3), x1=511, x2=833, y1=80, y2=402\n",
            "Face shape: (47, 47, 3), x1=187, x2=234, y1=63, y2=110\n",
            "Face shape: (267, 267, 3), x1=0, x2=267, y1=44, y2=311\n",
            "Face shape: (385, 385, 3), x1=288, x2=673, y1=192, y2=577\n",
            "Face shape: (95, 95, 3), x1=214, x2=309, y1=47, y2=142\n",
            "Face shape: (191, 191, 3), x1=447, x2=638, y1=463, y2=654\n",
            "Face shape: (56, 56, 3), x1=663, x2=719, y1=151, y2=207\n",
            "Face shape: (192, 192, 3), x1=1600, x2=1792, y1=256, y2=448\n",
            "Face shape: (80, 80, 3), x1=267, x2=347, y1=160, y2=240\n",
            "Face shape: (270, 270, 3), x1=45, x2=315, y1=632, y2=902\n",
            "Face shape: (264, 264, 3), x1=176, x2=440, y1=0, y2=264\n",
            "Face shape: (57, 57, 3), x1=456, x2=513, y1=61, y2=118\n",
            "Face shape: (192, 192, 3), x1=48, x2=240, y1=48, y2=240\n",
            "Face shape: (48, 48, 3), x1=100, x2=148, y1=80, y2=128\n",
            "Face shape: (272, 272, 3), x1=499, x2=771, y1=318, y2=590\n",
            "Face shape: (48, 48, 3), x1=281, x2=329, y1=60, y2=108\n",
            "Face shape: (114, 114, 3), x1=114, x2=228, y1=47, y2=161\n",
            "Face shape: (80, 80, 3), x1=166, x2=246, y1=20, y2=100\n",
            "Face shape: (80, 80, 3), x1=314, x2=394, y1=154, y2=234\n",
            "Face shape: (135, 135, 3), x1=326, x2=461, y1=56, y2=191\n",
            "Face shape: (47, 47, 3), x1=457, x2=504, y1=39, y2=86\n",
            "Face shape: (191, 191, 3), x1=95, x2=286, y1=95, y2=286\n",
            "Face shape: (96, 96, 3), x1=256, x2=352, y1=112, y2=208\n",
            "Face shape: (47, 47, 3), x1=326, x2=373, y1=31, y2=78\n",
            "Face shape: (161, 161, 3), x1=121, x2=282, y1=309, y2=470\n",
            "Face shape: (389, 389, 3), x1=356, x2=745, y1=97, y2=486\n",
            "Face shape: (136, 136, 3), x1=159, x2=295, y1=34, y2=170\n",
            "Face shape: (163, 163, 3), x1=423, x2=586, y1=68, y2=231\n",
            "Face shape: (48, 48, 3), x1=216, x2=264, y1=36, y2=84\n",
            "Face shape: (80, 80, 3), x1=128, x2=208, y1=101, y2=181\n",
            "Face shape: (57, 57, 3), x1=195, x2=252, y1=157, y2=214\n",
            "Face shape: (47, 47, 3), x1=71, x2=118, y1=31, y2=78\n",
            "Face shape: (395, 394, 3), x1=65, x2=460, y1=131, y2=526\n",
            "Face shape: (57, 57, 3), x1=176, x2=233, y1=9, y2=66\n",
            "Face shape: (81, 81, 3), x1=142, x2=223, y1=20, y2=101\n",
            "Face shape: (318, 318, 3), x1=185, x2=503, y1=132, y2=450\n",
            "Face shape: (136, 136, 3), x1=227, x2=363, y1=45, y2=181\n",
            "Face shape: (57, 57, 3), x1=109, x2=166, y1=99, y2=156\n",
            "Face shape: (135, 135, 3), x1=213, x2=348, y1=157, y2=292\n",
            "Face shape: (321, 321, 3), x1=214, x2=535, y1=267, y2=588\n",
            "Face shape: (56, 56, 3), x1=194, x2=250, y1=118, y2=174\n",
            "Face shape: (190, 190, 3), x1=222, x2=412, y1=206, y2=396\n",
            "Face shape: (194, 194, 3), x1=242, x2=436, y1=48, y2=242\n",
            "Face shape: (225, 225, 3), x1=56, x2=281, y1=37, y2=262\n",
            "Face shape: (67, 67, 3), x1=470, x2=537, y1=84, y2=151\n",
            "Face shape: (134, 134, 3), x1=67, x2=201, y1=78, y2=212\n",
            "Face shape: (94, 94, 3), x1=134, x2=228, y1=63, y2=157\n",
            "Face shape: (80, 80, 3), x1=510, x2=590, y1=161, y2=241\n",
            "Face shape: (80, 80, 3), x1=377, x2=457, y1=323, y2=403\n",
            "Face shape: (48, 48, 3), x1=156, x2=204, y1=148, y2=196\n",
            "Face shape: (80, 80, 3), x1=262, x2=342, y1=181, y2=261\n",
            "Face shape: (96, 96, 3), x1=728, x2=824, y1=176, y2=272\n",
            "Face shape: (161, 161, 3), x1=242, x2=403, y1=26, y2=187\n",
            "Face shape: (67, 67, 3), x1=247, x2=314, y1=61, y2=128\n",
            "Face shape: (57, 57, 3), x1=675, x2=732, y1=328, y2=385\n",
            "Face shape: (56, 56, 3), x1=346, x2=402, y1=132, y2=188\n",
            "Face shape: (96, 96, 3), x1=217, x2=313, y1=24, y2=120\n",
            "Face shape: (114, 114, 3), x1=268, x2=382, y1=249, y2=363\n",
            "Face shape: (57, 57, 3), x1=837, x2=894, y1=318, y2=375\n",
            "Face shape: (57, 57, 3), x1=205, x2=262, y1=52, y2=109\n",
            "Face shape: (94, 94, 3), x1=86, x2=180, y1=15, y2=109\n",
            "Face shape: (136, 136, 3), x1=56, x2=192, y1=56, y2=192\n",
            "Face shape: (135, 135, 3), x1=745, x2=880, y1=214, y2=349\n",
            "Face shape: (112, 112, 3), x1=291, x2=403, y1=131, y2=243\n",
            "Face shape: (57, 57, 3), x1=462, x2=519, y1=38, y2=95\n",
            "Face shape: (161, 161, 3), x1=94, x2=255, y1=295, y2=456\n",
            "Face shape: (277, 277, 3), x1=115, x2=392, y1=92, y2=369\n",
            "Face shape: (114, 114, 3), x1=353, x2=467, y1=105, y2=219\n",
            "Face shape: (115, 115, 3), x1=297, x2=412, y1=57, y2=172\n",
            "Face shape: (67, 67, 3), x1=180, x2=247, y1=16, y2=83\n",
            "Face shape: (95, 95, 3), x1=614, x2=709, y1=159, y2=254\n",
            "Face shape: (162, 162, 3), x1=460, x2=622, y1=311, y2=473\n",
            "Face shape: (135, 135, 3), x1=745, x2=880, y1=112, y2=247\n",
            "Face shape: (81, 81, 3), x1=87, x2=168, y1=330, y2=411\n",
            "Face shape: (136, 136, 3), x1=490, x2=626, y1=159, y2=295\n",
            "Face shape: (227, 227, 3), x1=37, x2=264, y1=56, y2=283\n",
            "Face shape: (80, 80, 3), x1=478, x2=558, y1=101, y2=181\n",
            "Face shape: (190, 190, 3), x1=477, x2=667, y1=79, y2=269\n",
            "Face shape: (269, 269, 3), x1=179, x2=448, y1=269, y2=538\n",
            "Face shape: (135, 135, 3), x1=542, x2=677, y1=67, y2=202\n",
            "Face shape: (161, 161, 3), x1=94, x2=255, y1=107, y2=268\n",
            "Face shape: (116, 116, 3), x1=299, x2=415, y1=67, y2=183\n",
            "Face shape: (47, 47, 3), x1=47, x2=94, y1=179, y2=226\n",
            "Face shape: (163, 163, 3), x1=136, x2=299, y1=40, y2=203\n",
            "Face shape: (114, 114, 3), x1=459, x2=573, y1=19, y2=133\n",
            "Face shape: (192, 192, 3), x1=80, x2=272, y1=48, y2=240\n",
            "Face shape: (57, 57, 3), x1=675, x2=732, y1=328, y2=385\n",
            "Face shape: (57, 57, 3), x1=252, x2=309, y1=66, y2=123\n",
            "Face shape: (114, 114, 3), x1=323, x2=437, y1=219, y2=333\n",
            "Face shape: (230, 230, 3), x1=1552, x2=1782, y1=345, y2=575\n",
            "Face shape: (114, 114, 3), x1=438, x2=552, y1=57, y2=171\n",
            "Face shape: (136, 136, 3), x1=341, x2=477, y1=22, y2=158\n",
            "Face shape: (67, 67, 3), x1=101, x2=168, y1=107, y2=174\n",
            "Face shape: (47, 47, 3), x1=373, x2=420, y1=266, y2=313\n",
            "Face shape: (115, 115, 3), x1=115, x2=230, y1=19, y2=134\n",
            "Face shape: (319, 319, 3), x1=426, x2=745, y1=159, y2=478\n",
            "Face shape: (80, 80, 3), x1=181, x2=261, y1=148, y2=228\n",
            "Face shape: (113, 113, 3), x1=331, x2=444, y1=558, y2=671\n",
            "Face shape: (80, 80, 3), x1=513, x2=593, y1=133, y2=213\n",
            "Face shape: (57, 57, 3), x1=680, x2=737, y1=199, y2=256\n",
            "Face shape: (192, 192, 3), x1=1600, x2=1792, y1=768, y2=960\n",
            "Face shape: (95, 95, 3), x1=420, x2=515, y1=103, y2=198\n",
            "Face shape: (80, 80, 3), x1=147, x2=227, y1=80, y2=160\n",
            "Face shape: (136, 136, 3), x1=262, x2=398, y1=205, y2=341\n",
            "Face shape: (81, 81, 3), x1=81, x2=162, y1=27, y2=108\n",
            "Face shape: (48, 48, 3), x1=152, x2=200, y1=8, y2=56\n",
            "Face shape: (47, 47, 3), x1=590, x2=637, y1=219, y2=266\n",
            "Face shape: (112, 112, 3), x1=178, x2=290, y1=122, y2=234\n",
            "Face shape: (80, 80, 3), x1=247, x2=327, y1=6, y2=86\n",
            "Face shape: (112, 112, 3), x1=112, x2=224, y1=112, y2=224\n",
            "Face shape: (48, 48, 3), x1=160, x2=208, y1=48, y2=96\n",
            "Face shape: (96, 96, 3), x1=120, x2=216, y1=112, y2=208\n",
            "Face shape: (81, 81, 3), x1=122, x2=203, y1=40, y2=121\n",
            "Face shape: (232, 232, 3), x1=135, x2=367, y1=58, y2=290\n",
            "Face shape: (48, 48, 3), x1=372, x2=420, y1=112, y2=160\n",
            "Face shape: (96, 96, 3), x1=256, x2=352, y1=88, y2=184\n",
            "Face shape: (192, 192, 3), x1=432, x2=624, y1=48, y2=240\n",
            "Face shape: (67, 67, 3), x1=990, x2=1057, y1=452, y2=519\n",
            "Face shape: (47, 47, 3), x1=505, x2=552, y1=270, y2=317\n",
            "Face shape: (135, 135, 3), x1=101, x2=236, y1=563, y2=698\n",
            "Face shape: (228, 228, 3), x1=857, x2=1085, y1=400, y2=628\n",
            "Face shape: (114, 114, 3), x1=459, x2=573, y1=162, y2=276\n",
            "Face shape: (80, 80, 3), x1=391, x2=471, y1=276, y2=356\n",
            "Face shape: (270, 270, 3), x1=248, x2=518, y1=225, y2=495\n",
            "Face shape: (67, 67, 3), x1=44, x2=111, y1=39, y2=106\n",
            "Face shape: (81, 81, 3), x1=367, x2=448, y1=74, y2=155\n",
            "Face shape: (231, 231, 3), x1=270, x2=501, y1=57, y2=288\n",
            "Face shape: (115, 115, 3), x1=210, x2=325, y1=38, y2=153\n",
            "Face shape: (225, 225, 3), x1=188, x2=413, y1=112, y2=337\n",
            "Face shape: (80, 80, 3), x1=128, x2=208, y1=101, y2=181\n",
            "Face shape: (160, 160, 3), x1=306, x2=466, y1=266, y2=426\n",
            "Face shape: (96, 96, 3), x1=779, x2=875, y1=80, y2=176\n",
            "Face shape: (269, 269, 3), x1=876, x2=1145, y1=157, y2=426\n",
            "Face shape: (136, 136, 3), x1=1260, x2=1396, y1=124, y2=260\n",
            "Face shape: (228, 228, 3), x1=627, x2=855, y1=285, y2=513\n",
            "Face shape: (113, 113, 3), x1=407, x2=520, y1=123, y2=236\n",
            "Face shape: (134, 134, 3), x1=718, x2=852, y1=291, y2=425\n",
            "Face shape: (83, 83, 3), x1=41, x2=124, y1=34, y2=117\n",
            "Face shape: (134, 134, 3), x1=483, x2=617, y1=78, y2=212\n",
            "Face shape: (80, 80, 3), x1=1032, x2=1112, y1=681, y2=761\n",
            "Face shape: (48, 48, 3), x1=196, x2=244, y1=184, y2=232\n",
            "Face shape: (68, 68, 3), x1=300, x2=368, y1=34, y2=102\n",
            "Face shape: (136, 136, 3), x1=872, x2=1008, y1=249, y2=385\n",
            "Face shape: (80, 80, 3), x1=26, x2=106, y1=40, y2=120\n",
            "Face shape: (225, 225, 3), x1=112, x2=337, y1=37, y2=262\n",
            "Face shape: (67, 67, 3), x1=16, x2=83, y1=129, y2=196\n",
            "Face shape: (136, 136, 3), x1=385, x2=521, y1=102, y2=238\n",
            "Face shape: (56, 56, 3), x1=66, x2=122, y1=137, y2=193\n",
            "Face shape: (67, 67, 3), x1=225, x2=292, y1=28, y2=95\n",
            "Face shape: (67, 67, 3), x1=101, x2=168, y1=96, y2=163\n",
            "Face shape: (161, 161, 3), x1=484, x2=645, y1=282, y2=443\n",
            "Face shape: (136, 136, 3), x1=736, x2=872, y1=555, y2=691\n",
            "Face shape: (385, 385, 3), x1=257, x2=642, y1=64, y2=449\n",
            "Face shape: (67, 67, 3), x1=848, x2=915, y1=305, y2=372\n",
            "Face shape: (57, 57, 3), x1=675, x2=732, y1=328, y2=385\n",
            "Face shape: (114, 114, 3), x1=594, x2=708, y1=277, y2=391\n",
            "Face shape: (57, 57, 3), x1=276, x2=333, y1=23, y2=80\n",
            "Face shape: (227, 227, 3), x1=113, x2=340, y1=75, y2=302\n",
            "Face shape: (96, 96, 3), x1=464, x2=560, y1=136, y2=232\n",
            "Face shape: (136, 136, 3), x1=318, x2=454, y1=22, y2=158\n",
            "Face shape: (67, 67, 3), x1=197, x2=264, y1=22, y2=89\n",
            "Face shape: (96, 96, 3), x1=160, x2=256, y1=56, y2=152\n",
            "Face shape: (48, 48, 3), x1=24, x2=72, y1=132, y2=180\n",
            "Face shape: (320, 320, 3), x1=480, x2=800, y1=133, y2=453\n",
            "Face shape: (452, 452, 3), x1=640, x2=1092, y1=414, y2=866\n",
            "Face shape: (80, 80, 3), x1=965, x2=1045, y1=182, y2=262\n",
            "Face shape: (137, 137, 3), x1=91, x2=228, y1=80, y2=217\n",
            "Face shape: (114, 114, 3), x1=735, x2=849, y1=124, y2=238\n",
            "Face shape: (161, 161, 3), x1=726, x2=887, y1=201, y2=362\n",
            "Face shape: (192, 192, 3), x1=96, x2=288, y1=224, y2=416\n",
            "Face shape: (96, 96, 3), x1=394, x2=490, y1=120, y2=216\n",
            "Face shape: (47, 47, 3), x1=99, x2=146, y1=7, y2=54\n",
            "Face shape: (56, 56, 3), x1=450, x2=506, y1=75, y2=131\n",
            "Face shape: (135, 135, 3), x1=361, x2=496, y1=192, y2=327\n",
            "Face shape: (162, 162, 3), x1=162, x2=324, y1=81, y2=243\n",
            "Face shape: (115, 115, 3), x1=567, x2=682, y1=48, y2=163\n",
            "Face shape: (137, 137, 3), x1=91, x2=228, y1=513, y2=650\n",
            "Face shape: (272, 272, 3), x1=409, x2=681, y1=159, y2=431\n",
            "Face shape: (136, 136, 3), x1=125, x2=261, y1=34, y2=170\n",
            "Face shape: (160, 160, 3), x1=133, x2=293, y1=160, y2=320\n",
            "Face shape: (57, 57, 3), x1=675, x2=732, y1=328, y2=385\n",
            "Face shape: (191, 191, 3), x1=463, x2=654, y1=79, y2=270\n",
            "Face shape: (320, 320, 3), x1=267, x2=587, y1=240, y2=560\n",
            "Face shape: (316, 316, 3), x1=52, x2=368, y1=132, y2=448\n",
            "Face shape: (272, 272, 3), x1=204, x2=476, y1=45, y2=317\n",
            "Face shape: (112, 112, 3), x1=253, x2=365, y1=28, y2=140\n",
            "Face shape: (95, 95, 3), x1=111, x2=206, y1=79, y2=174\n",
            "Face shape: (96, 96, 3), x1=193, x2=289, y1=72, y2=168\n",
            "Face shape: (114, 114, 3), x1=525, x2=639, y1=57, y2=171\n",
            "Face shape: (96, 96, 3), x1=184, x2=280, y1=120, y2=216\n",
            "Face shape: (192, 192, 3), x1=48, x2=240, y1=64, y2=256\n",
            "Face shape: (68, 68, 3), x1=419, x2=487, y1=209, y2=277\n",
            "Face shape: (47, 47, 3), x1=246, x2=293, y1=143, y2=190\n",
            "Face shape: (67, 67, 3), x1=514, x2=581, y1=158, y2=225\n",
            "Face shape: (95, 95, 3), x1=230, x2=325, y1=39, y2=134\n",
            "Face shape: (114, 114, 3), x1=333, x2=447, y1=19, y2=133\n",
            "Face shape: (57, 57, 3), x1=675, x2=732, y1=328, y2=385\n",
            "Face shape: (137, 137, 3), x1=674, x2=811, y1=22, y2=159\n",
            "Face shape: (67, 67, 3), x1=67, x2=134, y1=16, y2=83\n",
            "Face shape: (161, 161, 3), x1=214, x2=375, y1=161, y2=322\n",
            "Face shape: (113, 113, 3), x1=160, x2=273, y1=85, y2=198\n",
            "Face shape: (95, 95, 3), x1=95, x2=190, y1=254, y2=349\n",
            "Face shape: (96, 96, 3), x1=24, x2=120, y1=88, y2=184\n",
            "Face shape: (135, 135, 3), x1=689, x2=824, y1=67, y2=202\n",
            "Face shape: (48, 48, 3), x1=184, x2=232, y1=104, y2=152\n",
            "Face shape: (80, 80, 3), x1=263, x2=343, y1=101, y2=181\n",
            "Face shape: (95, 95, 3), x1=1285, x2=1380, y1=495, y2=590\n",
            "Face shape: (190, 190, 3), x1=63, x2=253, y1=63, y2=253\n",
            "Face shape: (225, 225, 3), x1=131, x2=356, y1=94, y2=319\n",
            "Face shape: (68, 68, 3), x1=171, x2=239, y1=51, y2=119\n",
            "Face shape: (67, 67, 3), x1=224, x2=291, y1=67, y2=134\n",
            "Face shape: (271, 271, 3), x1=993, x2=1264, y1=112, y2=383\n",
            "Face shape: (57, 57, 3), x1=28, x2=85, y1=24, y2=81\n",
            "Face shape: (81, 81, 3), x1=412, x2=493, y1=182, y2=263\n",
            "Face shape: (68, 68, 3), x1=17, x2=85, y1=22, y2=90\n",
            "Face shape: (81, 81, 3), x1=358, x2=439, y1=277, y2=358\n",
            "Face shape: (135, 135, 3), x1=1795, x2=1930, y1=869, y2=1004\n",
            "Face shape: (95, 95, 3), x1=1285, x2=1380, y1=495, y2=590\n",
            "Face shape: (56, 56, 3), x1=636, x2=692, y1=147, y2=203\n",
            "Face shape: (96, 96, 3), x1=568, x2=664, y1=400, y2=496\n",
            "Face shape: (95, 95, 3), x1=1461, x2=1556, y1=622, y2=717\n",
            "Face shape: (95, 95, 3), x1=1461, x2=1556, y1=622, y2=717\n",
            "Face shape: (68, 68, 3), x1=17, x2=85, y1=39, y2=107\n",
            "Face shape: (192, 192, 3), x1=1008, x2=1200, y1=224, y2=416\n",
            "Face shape: (48, 48, 3), x1=220, x2=268, y1=124, y2=172\n",
            "Face shape: (48, 48, 3), x1=76, x2=124, y1=64, y2=112\n",
            "Face shape: (644, 644, 3), x1=429, x2=1073, y1=322, y2=966\n",
            "Face shape: (161, 161, 3), x1=578, x2=739, y1=134, y2=295\n",
            "Face shape: (95, 95, 3), x1=742, x2=837, y1=543, y2=638\n",
            "Face shape: (95, 95, 3), x1=1285, x2=1380, y1=495, y2=590\n",
            "Face shape: (270, 270, 3), x1=292, x2=562, y1=180, y2=450\n",
            "Face shape: (314, 314, 3), x1=78, x2=392, y1=104, y2=418\n",
            "Face shape: (135, 135, 3), x1=644, x2=779, y1=79, y2=214\n",
            "Face shape: (95, 95, 3), x1=742, x2=837, y1=543, y2=638\n",
            "Face shape: (163, 163, 3), x1=218, x2=381, y1=81, y2=244\n",
            "Face shape: (67, 67, 3), x1=898, x2=965, y1=163, y2=230\n",
            "Face shape: (68, 68, 3), x1=113, x2=181, y1=45, y2=113\n",
            "Face shape: (159, 159, 3), x1=53, x2=212, y1=39, y2=198\n",
            "Face shape: (95, 95, 3), x1=1757, x2=1852, y1=606, y2=701\n",
            "Face shape: (94, 94, 3), x1=403, x2=497, y1=31, y2=125\n",
            "Face shape: (114, 114, 3), x1=352, x2=466, y1=114, y2=228\n",
            "Face shape: (80, 80, 3), x1=751, x2=831, y1=100, y2=180\n",
            "Face shape: (192, 192, 3), x1=80, x2=272, y1=930, y2=1122\n",
            "Face shape: (56, 56, 3), x1=56, x2=112, y1=37, y2=93\n",
            "Face shape: (228, 228, 3), x1=228, x2=456, y1=95, y2=323\n",
            "Face shape: (192, 192, 3), x1=368, x2=560, y1=978, y2=1170\n",
            "Face shape: (162, 162, 3), x1=526, x2=688, y1=310, y2=472\n",
            "Face shape: (192, 192, 3), x1=2672, x2=2864, y1=896, y2=1088\n",
            "Face shape: (95, 95, 3), x1=301, x2=396, y1=55, y2=150\n",
            "Face shape: (80, 80, 3), x1=114, x2=194, y1=53, y2=133\n",
            "Face shape: (95, 95, 3), x1=1285, x2=1380, y1=495, y2=590\n",
            "Face shape: (95, 95, 3), x1=1757, x2=1852, y1=606, y2=701\n",
            "Face shape: (57, 57, 3), x1=162, x2=219, y1=23, y2=80\n",
            "Face shape: (67, 67, 3), x1=446, x2=513, y1=186, y2=253\n",
            "Face shape: (190, 190, 3), x1=1193, x2=1383, y1=445, y2=635\n",
            "Face shape: (96, 96, 3), x1=504, x2=600, y1=160, y2=256\n",
            "Face shape: (115, 115, 3), x1=231, x2=346, y1=67, y2=182\n",
            "Face shape: (272, 272, 3), x1=703, x2=975, y1=362, y2=634\n",
            "Face shape: (95, 95, 3), x1=1757, x2=1852, y1=606, y2=701\n",
            "Face shape: (114, 114, 3), x1=287, x2=401, y1=28, y2=142\n",
            "Face shape: (96, 96, 3), x1=1073, x2=1169, y1=520, y2=616\n",
            "Face shape: (67, 67, 3), x1=1209, x2=1276, y1=898, y2=965\n",
            "Face shape: (67, 67, 3), x1=226, x2=293, y1=203, y2=270\n",
            "Face shape: (114, 114, 3), x1=296, x2=410, y1=47, y2=161\n",
            "Face shape: (81, 81, 3), x1=81, x2=162, y1=122, y2=203\n",
            "Face shape: (95, 95, 3), x1=1757, x2=1852, y1=606, y2=701\n",
            "Face shape: (56, 56, 3), x1=636, x2=692, y1=147, y2=203\n",
            "Face shape: (67, 67, 3), x1=202, x2=269, y1=61, y2=128\n",
            "Face shape: (95, 95, 3), x1=390, x2=485, y1=230, y2=325\n",
            "Face shape: (114, 114, 3), x1=142, x2=256, y1=418, y2=532\n",
            "Face shape: (114, 114, 3), x1=143, x2=257, y1=57, y2=171\n",
            "Face shape: (113, 113, 3), x1=208, x2=321, y1=378, y2=491\n",
            "Face shape: (133, 133, 3), x1=11, x2=144, y1=22, y2=155\n",
            "Face shape: (114, 114, 3), x1=399, x2=513, y1=28, y2=142\n",
            "Face shape: (96, 96, 3), x1=952, x2=1048, y1=184, y2=280\n",
            "Face shape: (95, 95, 3), x1=1757, x2=1852, y1=606, y2=701\n",
            "Face shape: (95, 95, 3), x1=742, x2=837, y1=543, y2=638\n",
            "Face shape: (80, 80, 3), x1=769, x2=849, y1=438, y2=518\n",
            "Face shape: (381, 381, 3), x1=603, x2=984, y1=222, y2=603\n",
            "Face shape: (162, 162, 3), x1=162, x2=324, y1=162, y2=324\n",
            "Face shape: (455, 455, 3), x1=493, x2=948, y1=303, y2=758\n",
            "Face shape: (95, 95, 3), x1=437, x2=532, y1=39, y2=134\n",
            "Face shape: (114, 114, 3), x1=285, x2=399, y1=323, y2=437\n",
            "Face shape: (135, 135, 3), x1=881, x2=1016, y1=45, y2=180\n",
            "Face shape: (95, 95, 3), x1=551, x2=646, y1=207, y2=302\n",
            "Face shape: (131, 131, 3), x1=10, x2=141, y1=32, y2=163\n",
            "Face shape: (80, 80, 3), x1=283, x2=363, y1=94, y2=174\n",
            "Face shape: (95, 95, 3), x1=1964, x2=2059, y1=255, y2=350\n",
            "Face shape: (189, 189, 3), x1=205, x2=394, y1=15, y2=204\n",
            "Face shape: (114, 114, 3), x1=647, x2=761, y1=466, y2=580\n",
            "Face shape: (57, 57, 3), x1=233, x2=290, y1=300, y2=357\n",
            "Face shape: (113, 113, 3), x1=141, x2=254, y1=37, y2=150\n",
            "Face shape: (161, 161, 3), x1=726, x2=887, y1=94, y2=255\n",
            "Face shape: (112, 112, 3), x1=94, x2=206, y1=178, y2=290\n",
            "Face shape: (56, 56, 3), x1=636, x2=692, y1=147, y2=203\n",
            "Face shape: (96, 96, 3), x1=192, x2=288, y1=104, y2=200\n",
            "Face shape: (112, 112, 3), x1=300, x2=412, y1=28, y2=140\n",
            "Face shape: (80, 80, 3), x1=1056, x2=1136, y1=255, y2=335\n",
            "Face shape: (134, 134, 3), x1=112, x2=246, y1=22, y2=156\n",
            "Face shape: (48, 48, 3), x1=152, x2=200, y1=12, y2=60\n",
            "Face shape: (67, 67, 3), x1=537, x2=604, y1=220, y2=287\n",
            "Face shape: (192, 192, 3), x1=368, x2=560, y1=978, y2=1170\n",
            "Face shape: (96, 96, 3), x1=1304, x2=1400, y1=312, y2=408\n",
            "Face shape: (56, 56, 3), x1=636, x2=692, y1=147, y2=203\n",
            "Face shape: (191, 191, 3), x1=1002, x2=1193, y1=366, y2=557\n",
            "Face shape: (136, 136, 3), x1=657, x2=793, y1=714, y2=850\n",
            "Face shape: (115, 115, 3), x1=76, x2=191, y1=86, y2=201\n",
            "Face shape: (68, 68, 3), x1=311, x2=379, y1=39, y2=107\n",
            "Face shape: (192, 192, 3), x1=368, x2=560, y1=978, y2=1170\n",
            "Face shape: (80, 80, 3), x1=507, x2=587, y1=26, y2=106\n",
            "Face shape: (67, 67, 3), x1=1209, x2=1276, y1=898, y2=965\n",
            "Face shape: (114, 114, 3), x1=172, x2=286, y1=28, y2=142\n",
            "Face shape: (115, 115, 3), x1=38, x2=153, y1=47, y2=162\n",
            "Face shape: (544, 544, 3), x1=817, x2=1361, y1=136, y2=680\n",
            "Face shape: (137, 137, 3), x1=217, x2=354, y1=45, y2=182\n",
            "Face shape: (162, 162, 3), x1=325, x2=487, y1=189, y2=351\n",
            "Face shape: (113, 113, 3), x1=151, x2=264, y1=104, y2=217\n",
            "Face shape: (48, 48, 3), x1=276, x2=324, y1=60, y2=108\n",
            "Face shape: (95, 95, 3), x1=1461, x2=1556, y1=622, y2=717\n",
            "Face shape: (113, 113, 3), x1=94, x2=207, y1=28, y2=141\n",
            "Face shape: (67, 67, 3), x1=50, x2=117, y1=304, y2=371\n",
            "Face shape: (80, 80, 3), x1=1749, x2=1829, y1=168, y2=248\n",
            "Face shape: (67, 67, 3), x1=847, x2=914, y1=146, y2=213\n",
            "Face shape: (271, 271, 3), x1=90, x2=361, y1=67, y2=338\n",
            "Face shape: (160, 160, 3), x1=590, x2=750, y1=308, y2=468\n",
            "Face shape: (223, 223, 3), x1=74, x2=297, y1=55, y2=278\n",
            "Face shape: (95, 95, 3), x1=1461, x2=1556, y1=622, y2=717\n",
            "Face shape: (272, 272, 3), x1=250, x2=522, y1=181, y2=453\n",
            "Face shape: (96, 96, 3), x1=112, x2=208, y1=96, y2=192\n",
            "Face shape: (454, 454, 3), x1=871, x2=1325, y1=227, y2=681\n",
            "Face shape: (81, 81, 3), x1=291, x2=372, y1=88, y2=169\n",
            "Face shape: (57, 57, 3), x1=33, x2=90, y1=142, y2=199\n",
            "Face shape: (231, 231, 3), x1=269, x2=500, y1=250, y2=481\n",
            "Face shape: (68, 68, 3), x1=544, x2=612, y1=113, y2=181\n",
            "Face shape: (192, 192, 3), x1=272, x2=464, y1=208, y2=400\n",
            "Face shape: (81, 81, 3), x1=426, x2=507, y1=27, y2=108\n",
            "Face shape: (80, 80, 3), x1=361, x2=441, y1=127, y2=207\n",
            "Face shape: (56, 56, 3), x1=84, x2=140, y1=23, y2=79\n",
            "Face shape: (114, 114, 3), x1=437, x2=551, y1=66, y2=180\n",
            "Face shape: (160, 160, 3), x1=2039, x2=2199, y1=308, y2=468\n",
            "Face shape: (134, 134, 3), x1=33, x2=167, y1=56, y2=190\n",
            "Face shape: (325, 325, 3), x1=515, x2=840, y1=162, y2=487\n",
            "Face shape: (113, 113, 3), x1=132, x2=245, y1=113, y2=226\n",
            "Face shape: (96, 96, 3), x1=913, x2=1009, y1=536, y2=632\n",
            "Face shape: (318, 318, 3), x1=185, x2=503, y1=106, y2=424\n",
            "Face shape: (56, 56, 3), x1=740, x2=796, y1=118, y2=174\n",
            "Face shape: (326, 326, 3), x1=1115, x2=1441, y1=190, y2=516\n",
            "Face shape: (95, 95, 3), x1=742, x2=837, y1=543, y2=638\n",
            "Face shape: (48, 48, 3), x1=412, x2=460, y1=164, y2=212\n",
            "Face shape: (136, 136, 3), x1=465, x2=601, y1=340, y2=476\n",
            "Face shape: (95, 95, 3), x1=1285, x2=1380, y1=495, y2=590\n",
            "Face shape: (96, 96, 3), x1=416, x2=512, y1=152, y2=248\n",
            "Face shape: (192, 192, 3), x1=882, x2=1074, y1=192, y2=384\n",
            "Face shape: (135, 135, 3), x1=360, x2=495, y1=22, y2=157\n",
            "Face shape: (191, 191, 3), x1=1311, x2=1502, y1=159, y2=350\n",
            "Face shape: (114, 114, 3), x1=209, x2=323, y1=38, y2=152\n",
            "Face shape: (228, 228, 3), x1=1238, x2=1466, y1=38, y2=266\n",
            "Face shape: (56, 56, 3), x1=61, x2=117, y1=37, y2=93\n",
            "Face shape: (80, 80, 3), x1=911, x2=991, y1=452, y2=532\n",
            "Face shape: (272, 272, 3), x1=113, x2=385, y1=45, y2=317\n",
            "Face shape: (270, 270, 3), x1=2004, x2=2274, y1=270, y2=540\n",
            "Face shape: (57, 57, 3), x1=690, x2=747, y1=271, y2=328\n",
            "Face shape: (68, 68, 3), x1=623, x2=691, y1=459, y2=527\n",
            "Face shape: (81, 81, 3), x1=40, x2=121, y1=27, y2=108\n",
            "Face shape: (56, 56, 3), x1=636, x2=692, y1=147, y2=203\n",
            "Face shape: (56, 56, 3), x1=636, x2=692, y1=147, y2=203\n",
            "Face shape: (95, 95, 3), x1=1757, x2=1852, y1=606, y2=701\n",
            "Face shape: (95, 95, 3), x1=1285, x2=1380, y1=495, y2=590\n",
            "Face shape: (82, 82, 3), x1=342, x2=424, y1=20, y2=102\n",
            "Face shape: (80, 80, 3), x1=1039, x2=1119, y1=431, y2=511\n",
            "Face shape: (162, 162, 3), x1=148, x2=310, y1=297, y2=459\n",
            "Face shape: (161, 161, 3), x1=553, x2=714, y1=53, y2=214\n",
            "Face shape: (112, 112, 3), x1=28, x2=140, y1=37, y2=149\n",
            "Face shape: (115, 115, 3), x1=38, x2=153, y1=28, y2=143\n",
            "Face shape: (162, 162, 3), x1=405, x2=567, y1=135, y2=297\n",
            "Face shape: (114, 114, 3), x1=866, x2=980, y1=447, y2=561\n",
            "Face shape: (222, 222, 3), x1=111, x2=333, y1=37, y2=259\n",
            "Face shape: (192, 192, 3), x1=1603, x2=1795, y1=657, y2=849\n",
            "Face shape: (47, 47, 3), x1=135, x2=182, y1=35, y2=82\n",
            "Face shape: (163, 163, 3), x1=285, x2=448, y1=68, y2=231\n",
            "Face shape: (68, 68, 3), x1=17, x2=85, y1=158, y2=226\n",
            "Face shape: (48, 48, 3), x1=360, x2=408, y1=60, y2=108\n",
            "Face shape: (161, 161, 3), x1=753, x2=914, y1=215, y2=376\n",
            "Face shape: (95, 95, 3), x1=741, x2=836, y1=167, y2=262\n",
            "Face shape: (82, 82, 3), x1=129, x2=211, y1=54, y2=136\n",
            "Face shape: (95, 95, 3), x1=1757, x2=1852, y1=606, y2=701\n",
            "Face shape: (113, 113, 3), x1=435, x2=548, y1=56, y2=169\n",
            "Face shape: (95, 95, 3), x1=206, x2=301, y1=63, y2=158\n",
            "Face shape: (228, 228, 3), x1=152, x2=380, y1=133, y2=361\n",
            "Face shape: (95, 95, 3), x1=111, x2=206, y1=47, y2=142\n",
            "Face shape: (192, 192, 3), x1=368, x2=560, y1=16, y2=208\n",
            "Face shape: (325, 325, 3), x1=217, x2=542, y1=515, y2=840\n",
            "Face shape: (160, 160, 3), x1=1663, x2=1823, y1=375, y2=535\n",
            "Face shape: (160, 160, 3), x1=173, x2=333, y1=40, y2=200\n",
            "Face shape: (57, 57, 3), x1=163, x2=220, y1=24, y2=81\n",
            "Face shape: (114, 114, 3), x1=352, x2=466, y1=57, y2=171\n",
            "Face shape: (134, 134, 3), x1=426, x2=560, y1=202, y2=336\n",
            "Face shape: (48, 48, 3), x1=228, x2=276, y1=64, y2=112\n",
            "Face shape: (95, 95, 3), x1=742, x2=837, y1=543, y2=638\n",
            "Face shape: (56, 56, 3), x1=636, x2=692, y1=147, y2=203\n",
            "Face shape: (80, 80, 3), x1=161, x2=241, y1=20, y2=100\n",
            "Face shape: (80, 80, 3), x1=404, x2=484, y1=148, y2=228\n",
            "Face shape: (114, 114, 3), x1=524, x2=638, y1=533, y2=647\n",
            "Face shape: (459, 459, 3), x1=191, x2=650, y1=114, y2=573\n",
            "Face shape: (95, 95, 3), x1=643, x2=738, y1=31, y2=126\n",
            "Face shape: (81, 81, 3), x1=209, x2=290, y1=33, y2=114\n",
            "Face shape: (80, 80, 3), x1=66, x2=146, y1=86, y2=166\n",
            "Face shape: (164, 164, 3), x1=68, x2=232, y1=54, y2=218\n",
            "Face shape: (95, 95, 3), x1=742, x2=837, y1=543, y2=638\n",
            "Face shape: (95, 95, 3), x1=1285, x2=1380, y1=495, y2=590\n",
            "Face shape: (80, 80, 3), x1=501, x2=581, y1=80, y2=160\n",
            "Face shape: (135, 135, 3), x1=453, x2=588, y1=22, y2=157\n",
            "Face shape: (96, 96, 3), x1=728, x2=824, y1=512, y2=608\n",
            "Face shape: (160, 160, 3), x1=1341, x2=1501, y1=321, y2=481\n",
            "Face shape: (114, 114, 3), x1=143, x2=257, y1=57, y2=171\n",
            "Face shape: (227, 227, 3), x1=18, x2=245, y1=56, y2=283\n",
            "Face shape: (272, 272, 3), x1=181, x2=453, y1=68, y2=340\n",
            "Face shape: (136, 136, 3), x1=125, x2=261, y1=22, y2=158\n",
            "Face shape: (67, 67, 3), x1=39, x2=106, y1=124, y2=191\n",
            "Face shape: (95, 95, 3), x1=1757, x2=1852, y1=606, y2=701\n",
            "Face shape: (94, 94, 3), x1=23, x2=117, y1=15, y2=109\n",
            "Face shape: (114, 114, 3), x1=286, x2=400, y1=514, y2=628\n",
            "Face shape: (96, 96, 3), x1=1168, x2=1264, y1=416, y2=512\n",
            "Face shape: (68, 68, 3), x1=658, x2=726, y1=318, y2=386\n",
            "Face shape: (96, 96, 3), x1=201, x2=297, y1=48, y2=144\n",
            "Face shape: (135, 135, 3), x1=56, x2=191, y1=90, y2=225\n",
            "Face shape: (95, 95, 3), x1=742, x2=837, y1=543, y2=638\n",
            "Face shape: (752, 752, 3), x1=250, x2=1002, y1=188, y2=940\n",
            "Face shape: (48, 48, 3), x1=332, x2=380, y1=112, y2=160\n",
            "Face shape: (80, 80, 3), x1=964, x2=1044, y1=506, y2=586\n",
            "Face shape: (56, 56, 3), x1=636, x2=692, y1=147, y2=203\n",
            "Face shape: (95, 95, 3), x1=1285, x2=1380, y1=495, y2=590\n",
            "Face shape: (95, 95, 3), x1=1461, x2=1556, y1=622, y2=717\n",
            "Face shape: (95, 95, 3), x1=1285, x2=1380, y1=495, y2=590\n",
            "Face shape: (223, 223, 3), x1=204, x2=427, y1=111, y2=334\n",
            "Face shape: (94, 94, 3), x1=419, x2=513, y1=15, y2=109\n",
            "Face shape: (96, 96, 3), x1=240, x2=336, y1=72, y2=168\n",
            "Face shape: (114, 114, 3), x1=209, x2=323, y1=47, y2=161\n",
            "Face shape: (57, 57, 3), x1=637, x2=694, y1=266, y2=323\n",
            "Face shape: (95, 95, 3), x1=1757, x2=1852, y1=606, y2=701\n",
            "Face shape: (56, 56, 3), x1=636, x2=692, y1=147, y2=203\n",
            "Face shape: (80, 80, 3), x1=476, x2=556, y1=234, y2=314\n",
            "Face shape: (95, 95, 3), x1=334, x2=429, y1=103, y2=198\n",
            "Face shape: (95, 95, 3), x1=1461, x2=1556, y1=622, y2=717\n",
            "Face shape: (192, 192, 3), x1=1170, x2=1362, y1=609, y2=801\n",
            "Face shape: (95, 95, 3), x1=757, x2=852, y1=199, y2=294\n",
            "Face shape: (95, 95, 3), x1=1461, x2=1556, y1=622, y2=717\n",
            "Face shape: (192, 192, 3), x1=544, x2=736, y1=208, y2=400\n",
            "Face shape: (112, 112, 3), x1=197, x2=309, y1=18, y2=130\n",
            "Face shape: (68, 68, 3), x1=414, x2=482, y1=39, y2=107\n",
            "Face shape: (230, 230, 3), x1=95, x2=325, y1=57, y2=287\n",
            "Face shape: (57, 57, 3), x1=161, x2=218, y1=47, y2=104\n",
            "Face shape: (80, 80, 3), x1=222, x2=302, y1=121, y2=201\n",
            "Face shape: (273, 273, 3), x1=478, x2=751, y1=45, y2=318\n",
            "Face shape: (278, 278, 3), x1=488, x2=766, y1=116, y2=394\n",
            "Face shape: (95, 95, 3), x1=1757, x2=1852, y1=606, y2=701\n",
            "Face shape: (191, 191, 3), x1=684, x2=875, y1=270, y2=461\n",
            "Face shape: (95, 95, 3), x1=742, x2=837, y1=543, y2=638\n",
            "Face shape: (80, 80, 3), x1=472, x2=552, y1=364, y2=444\n",
            "Face shape: (94, 94, 3), x1=189, x2=283, y1=79, y2=173\n",
            "Face shape: (192, 192, 3), x1=368, x2=560, y1=978, y2=1170\n",
            "Face shape: (163, 163, 3), x1=286, x2=449, y1=40, y2=203\n",
            "Face shape: (95, 95, 3), x1=1285, x2=1380, y1=495, y2=590\n",
            "Face shape: (68, 68, 3), x1=51, x2=119, y1=11, y2=79\n",
            "Face shape: (96, 96, 3), x1=192, x2=288, y1=104, y2=200\n",
            "Face shape: (162, 162, 3), x1=135, x2=297, y1=67, y2=229\n",
            "Face shape: (329, 329, 3), x1=137, x2=466, y1=82, y2=411\n",
            "Face shape: (47, 47, 3), x1=311, x2=358, y1=147, y2=194\n",
            "Face shape: (114, 114, 3), x1=285, x2=399, y1=380, y2=494\n",
            "Face shape: (57, 57, 3), x1=147, x2=204, y1=142, y2=199\n",
            "Face shape: (81, 81, 3), x1=636, x2=717, y1=108, y2=189\n",
            "Face shape: (56, 56, 3), x1=261, x2=317, y1=75, y2=131\n",
            "Face shape: (80, 80, 3), x1=282, x2=362, y1=296, y2=376\n",
            "Face shape: (114, 114, 3), x1=181, x2=295, y1=28, y2=142\n",
            "Face shape: (135, 135, 3), x1=1313, x2=1448, y1=124, y2=259\n",
            "Face shape: (191, 191, 3), x1=191, x2=382, y1=63, y2=254\n",
            "Face shape: (57, 57, 3), x1=925, x2=982, y1=33, y2=90\n",
            "Face shape: (47, 47, 3), x1=150, x2=197, y1=39, y2=86\n",
            "Face shape: (57, 57, 3), x1=852, x2=909, y1=423, y2=480\n",
            "Face shape: (548, 548, 3), x1=91, x2=639, y1=320, y2=868\n",
            "Face shape: (113, 113, 3), x1=1280, x2=1393, y1=265, y2=378\n",
            "Face shape: (270, 270, 3), x1=564, x2=834, y1=248, y2=518\n",
            "Face shape: (67, 67, 3), x1=209, x2=276, y1=73, y2=140\n",
            "Face shape: (48, 48, 3), x1=208, x2=256, y1=24, y2=72\n",
            "Face shape: (57, 57, 3), x1=787, x2=844, y1=33, y2=90\n",
            "Face shape: (47, 47, 3), x1=95, x2=142, y1=63, y2=110\n",
            "Face shape: (136, 136, 3), x1=329, x2=465, y1=34, y2=170\n",
            "Face shape: (67, 67, 3), x1=337, x2=404, y1=78, y2=145\n",
            "Face shape: (67, 67, 3), x1=836, x2=903, y1=661, y2=728\n",
            "Face shape: (47, 47, 3), x1=293, x2=340, y1=15, y2=62\n",
            "Face shape: (385, 385, 3), x1=353, x2=738, y1=128, y2=513\n",
            "Face shape: (67, 67, 3), x1=237, x2=304, y1=141, y2=208\n",
            "Face shape: (97, 97, 3), x1=65, x2=162, y1=113, y2=210\n",
            "Face shape: (329, 332, 3), x1=221, x2=553, y1=110, y2=442\n",
            "Face shape: (47, 47, 3), x1=51, x2=98, y1=282, y2=329\n",
            "Face shape: (67, 67, 3), x1=152, x2=219, y1=678, y2=745\n",
            "Face shape: (96, 96, 3), x1=192, x2=288, y1=160, y2=256\n",
            "Face shape: (47, 47, 3), x1=39, x2=86, y1=31, y2=78\n",
            "Face shape: (268, 268, 3), x1=44, x2=312, y1=44, y2=312\n",
            "Face shape: (114, 114, 3), x1=38, x2=152, y1=47, y2=161\n",
            "Face shape: (96, 96, 3), x1=656, x2=752, y1=785, y2=881\n",
            "Face shape: (80, 80, 3), x1=287, x2=367, y1=46, y2=126\n",
            "Face shape: (96, 96, 3), x1=184, x2=280, y1=168, y2=264\n",
            "Face shape: (114, 114, 3), x1=276, x2=390, y1=57, y2=171\n",
            "Face shape: (374, 374, 3), x1=124, x2=498, y1=62, y2=436\n",
            "Face shape: (67, 67, 3), x1=55, x2=122, y1=83, y2=150\n",
            "Face shape: (94, 94, 3), x1=15, x2=109, y1=39, y2=133\n",
            "Face shape: (113, 113, 3), x1=122, x2=235, y1=122, y2=235\n",
            "Face shape: (275, 275, 3), x1=22, x2=297, y1=45, y2=320\n",
            "Face shape: (47, 47, 3), x1=293, x2=340, y1=15, y2=62\n",
            "Face shape: (57, 57, 3), x1=100, x2=157, y1=52, y2=109\n",
            "Face shape: (113, 113, 3), x1=169, x2=282, y1=18, y2=131\n",
            "Face shape: (113, 113, 3), x1=891, x2=1004, y1=227, y2=340\n",
            "Face shape: (67, 67, 3), x1=292, x2=359, y1=33, y2=100\n",
            "Face shape: (80, 80, 3), x1=296, x2=376, y1=802, y2=882\n",
            "Face shape: (81, 81, 3), x1=81, x2=162, y1=121, y2=202\n",
            "Face shape: (192, 192, 3), x1=464, x2=656, y1=96, y2=288\n",
            "Face shape: (94, 94, 3), x1=71, x2=165, y1=23, y2=117\n",
            "Face shape: (80, 80, 3), x1=1037, x2=1117, y1=599, y2=679\n",
            "Face shape: (114, 114, 3), x1=133, x2=247, y1=66, y2=180\n",
            "Face shape: (113, 113, 3), x1=18, x2=131, y1=217, y2=330\n",
            "Face shape: (47, 47, 3), x1=205, x2=252, y1=51, y2=98\n",
            "Face shape: (115, 115, 3), x1=67, x2=182, y1=48, y2=163\n",
            "Face shape: (382, 382, 3), x1=382, x2=764, y1=95, y2=477\n",
            "Face shape: (268, 268, 3), x1=22, x2=290, y1=67, y2=335\n",
            "Face shape: (114, 114, 3), x1=19, x2=133, y1=38, y2=152\n",
            "Face shape: (114, 114, 3), x1=180, x2=294, y1=28, y2=142\n",
            "Face shape: (192, 192, 3), x1=384, x2=576, y1=64, y2=256\n",
            "Face shape: (192, 192, 3), x1=176, x2=368, y1=272, y2=464\n",
            "Face shape: (453, 453, 3), x1=75, x2=528, y1=75, y2=528\n",
            "Face shape: (225, 225, 3), x1=881, x2=1106, y1=93, y2=318\n",
            "Face shape: (47, 47, 3), x1=7, x2=54, y1=59, y2=106\n",
            "Face shape: (57, 57, 3), x1=205, x2=262, y1=33, y2=90\n",
            "Face shape: (228, 228, 3), x1=590, x2=818, y1=57, y2=285\n",
            "Face shape: (159, 159, 3), x1=333, x2=492, y1=119, y2=278\n",
            "Face shape: (270, 270, 3), x1=180, x2=450, y1=315, y2=585\n",
            "Face shape: (80, 80, 3), x1=356, x2=436, y1=107, y2=187\n",
            "Face shape: (67, 67, 3), x1=230, x2=297, y1=191, y2=258\n",
            "Face shape: (80, 80, 3), x1=33, x2=113, y1=26, y2=106\n",
            "Face shape: (940, 940, 3), x1=78, x2=1018, y1=235, y2=1175\n",
            "Face shape: (96, 96, 3), x1=88, x2=184, y1=160, y2=256\n",
            "Face shape: (546, 546, 3), x1=45, x2=591, y1=136, y2=682\n",
            "Face shape: (225, 225, 3), x1=168, x2=393, y1=206, y2=431\n",
            "Face shape: (189, 189, 3), x1=189, x2=378, y1=110, y2=299\n",
            "Face shape: (327, 327, 3), x1=136, x2=463, y1=54, y2=381\n",
            "Face shape: (114, 114, 3), x1=171, x2=285, y1=47, y2=161\n",
            "Face shape: (318, 318, 3), x1=132, x2=450, y1=159, y2=477\n",
            "Face shape: (57, 57, 3), x1=147, x2=204, y1=42, y2=99\n",
            "Face shape: (230, 230, 3), x1=306, x2=536, y1=76, y2=306\n",
            "Face shape: (96, 96, 3), x1=400, x2=496, y1=120, y2=216\n",
            "Face shape: (191, 191, 3), x1=367, x2=558, y1=207, y2=398\n",
            "Face shape: (67, 67, 3), x1=90, x2=157, y1=158, y2=225\n",
            "Face shape: (159, 159, 3), x1=185, x2=344, y1=92, y2=251\n",
            "Face shape: (67, 67, 3), x1=616, x2=683, y1=689, y2=756\n",
            "Face shape: (115, 115, 3), x1=211, x2=326, y1=163, y2=278\n",
            "Face shape: (137, 137, 3), x1=91, x2=228, y1=57, y2=194\n",
            "Face shape: (80, 80, 3), x1=453, x2=533, y1=46, y2=126\n",
            "Face shape: (159, 159, 3), x1=39, x2=198, y1=172, y2=331\n",
            "Face shape: (192, 192, 3), x1=544, x2=736, y1=352, y2=544\n",
            "Face shape: (57, 57, 3), x1=844, x2=901, y1=71, y2=128\n",
            "Face shape: (113, 113, 3), x1=1091, x2=1204, y1=265, y2=378\n",
            "Face shape: (57, 57, 3), x1=400, x2=457, y1=38, y2=95\n",
            "Face shape: (193, 193, 3), x1=290, x2=483, y1=96, y2=289\n",
            "Face shape: (96, 96, 3), x1=264, x2=360, y1=88, y2=184\n",
            "Face shape: (57, 57, 3), x1=187, x2=244, y1=28, y2=85\n",
            "Face shape: (68, 68, 3), x1=62, x2=130, y1=45, y2=113\n",
            "Face shape: (80, 80, 3), x1=422, x2=502, y1=40, y2=120\n",
            "Face shape: (279, 279, 3), x1=46, x2=325, y1=93, y2=372\n",
            "Face shape: (136, 136, 3), x1=827, x2=963, y1=510, y2=646\n",
            "Face shape: (190, 190, 3), x1=730, x2=920, y1=603, y2=793\n",
            "Face shape: (136, 136, 3), x1=385, x2=521, y1=181, y2=317\n",
            "Face shape: (57, 57, 3), x1=724, x2=781, y1=671, y2=728\n",
            "Face shape: (94, 94, 3), x1=23, x2=117, y1=31, y2=125\n",
            "Face shape: (136, 136, 3), x1=249, x2=385, y1=22, y2=158\n",
            "Face shape: (385, 385, 3), x1=96, x2=481, y1=96, y2=481\n",
            "Face shape: (115, 115, 3), x1=326, x2=441, y1=239, y2=354\n",
            "Face shape: (80, 80, 3), x1=448, x2=528, y1=66, y2=146\n",
            "Face shape: (192, 192, 3), x1=704, x2=896, y1=256, y2=448\n",
            "Face shape: (80, 80, 3), x1=348, x2=428, y1=80, y2=160\n",
            "Face shape: (456, 456, 3), x1=533, x2=989, y1=380, y2=836\n",
            "Face shape: (226, 226, 3), x1=188, x2=414, y1=56, y2=282\n",
            "Face shape: (81, 81, 3), x1=372, x2=453, y1=81, y2=162\n",
            "Face shape: (57, 57, 3), x1=433, x2=490, y1=681, y2=738\n",
            "Face shape: (114, 114, 3), x1=332, x2=446, y1=76, y2=190\n",
            "Face shape: (57, 57, 3), x1=514, x2=571, y1=99, y2=156\n",
            "Face shape: (96, 96, 3), x1=96, x2=192, y1=80, y2=176\n",
            "Face shape: (160, 160, 3), x1=200, x2=360, y1=186, y2=346\n",
            "Face shape: (47, 47, 3), x1=580, x2=627, y1=23, y2=70\n",
            "Face shape: (56, 56, 3), x1=136, x2=192, y1=75, y2=131\n",
            "Face shape: (114, 114, 3), x1=201, x2=315, y1=86, y2=200\n",
            "Face shape: (48, 48, 3), x1=348, x2=396, y1=132, y2=180\n",
            "Face shape: (112, 112, 3), x1=112, x2=224, y1=84, y2=196\n",
            "Face shape: (48, 48, 3), x1=268, x2=316, y1=72, y2=120\n",
            "Face shape: (266, 266, 3), x1=266, x2=532, y1=66, y2=332\n",
            "Face shape: (113, 113, 3), x1=179, x2=292, y1=47, y2=160\n",
            "Face shape: (57, 57, 3), x1=1011, x2=1068, y1=52, y2=109\n",
            "Face shape: (113, 113, 3), x1=303, x2=416, y1=47, y2=160\n",
            "Face shape: (95, 95, 3), x1=135, x2=230, y1=63, y2=158\n",
            "Face shape: (80, 80, 3), x1=469, x2=549, y1=73, y2=153\n",
            "Face shape: (68, 68, 3), x1=547, x2=615, y1=17, y2=85\n",
            "Face shape: (48, 48, 3), x1=56, x2=104, y1=124, y2=172\n",
            "Face shape: (96, 96, 3), x1=344, x2=440, y1=128, y2=224\n",
            "Face shape: (136, 136, 3), x1=816, x2=952, y1=170, y2=306\n",
            "Face shape: (57, 57, 3), x1=43, x2=100, y1=28, y2=85\n",
            "Face shape: (270, 270, 3), x1=675, x2=945, y1=90, y2=360\n",
            "Face shape: (318, 318, 3), x1=185, x2=503, y1=132, y2=450\n",
            "Face shape: (113, 113, 3), x1=664, x2=777, y1=237, y2=350\n",
            "Face shape: (189, 189, 3), x1=157, x2=346, y1=47, y2=236\n",
            "Face shape: (80, 80, 3), x1=201, x2=281, y1=20, y2=100\n",
            "Face shape: (57, 57, 3), x1=423, x2=480, y1=19, y2=76\n",
            "Face shape: (230, 230, 3), x1=824, x2=1054, y1=345, y2=575\n",
            "Face shape: (161, 161, 3), x1=1064, x2=1225, y1=498, y2=659\n",
            "Face shape: (267, 267, 3), x1=290, x2=557, y1=89, y2=356\n",
            "Face shape: (647, 647, 3), x1=863, x2=1510, y1=323, y2=970\n",
            "Face shape: (114, 114, 3), x1=638, x2=752, y1=219, y2=333\n",
            "Face shape: (225, 225, 3), x1=1106, x2=1331, y1=75, y2=300\n",
            "Face shape: (67, 67, 3), x1=559, x2=626, y1=90, y2=157\n",
            "Face shape: (190, 190, 3), x1=602, x2=792, y1=412, y2=602\n",
            "Face shape: (80, 80, 3), x1=1030, x2=1110, y1=282, y2=362\n",
            "Face shape: (113, 113, 3), x1=444, x2=557, y1=56, y2=169\n",
            "Face shape: (80, 80, 3), x1=282, x2=362, y1=296, y2=376\n",
            "Face shape: (160, 160, 3), x1=816, x2=976, y1=40, y2=200\n",
            "Face shape: (68, 68, 3), x1=267, x2=335, y1=90, y2=158\n",
            "Face shape: (227, 227, 3), x1=56, x2=283, y1=493, y2=720\n",
            "Face shape: (113, 113, 3), x1=369, x2=482, y1=284, y2=397\n",
            "Face shape: (267, 267, 3), x1=623, x2=890, y1=111, y2=378\n",
            "Face shape: (95, 95, 3), x1=174, x2=269, y1=103, y2=198\n",
            "Face shape: (68, 68, 3), x1=11, x2=79, y1=22, y2=90\n",
            "Face shape: (114, 114, 3), x1=161, x2=275, y1=38, y2=152\n",
            "Face shape: (228, 228, 3), x1=19, x2=247, y1=57, y2=285\n",
            "Face shape: (96, 96, 3), x1=464, x2=560, y1=432, y2=528\n",
            "Face shape: (47, 47, 3), x1=293, x2=340, y1=15, y2=62\n",
            "Face shape: (113, 113, 3), x1=170, x2=283, y1=9, y2=122\n",
            "Face shape: (773, 773, 3), x1=837, x2=1610, y1=257, y2=1030\n",
            "Face shape: (47, 47, 3), x1=215, x2=262, y1=55, y2=102\n",
            "Face shape: (48, 48, 3), x1=345, x2=393, y1=20, y2=68\n",
            "Face shape: (80, 80, 3), x1=146, x2=226, y1=126, y2=206\n",
            "Face shape: (114, 114, 3), x1=181, x2=295, y1=277, y2=391\n",
            "Face shape: (226, 226, 3), x1=169, x2=395, y1=56, y2=282\n",
            "Face shape: (134, 134, 3), x1=178, x2=312, y1=212, y2=346\n",
            "Face shape: (48, 48, 3), x1=104, x2=152, y1=28, y2=76\n",
            "Face shape: (320, 320, 3), x1=1230, x2=1550, y1=294, y2=614\n",
            "Face shape: (133, 133, 3), x1=233, x2=366, y1=22, y2=155\n",
            "Face shape: (80, 80, 3), x1=1246, x2=1326, y1=289, y2=369\n",
            "Face shape: (270, 270, 3), x1=112, x2=382, y1=45, y2=315\n",
            "Face shape: (194, 194, 3), x1=97, x2=291, y1=162, y2=356\n",
            "Face shape: (188, 188, 3), x1=157, x2=345, y1=62, y2=250\n",
            "Face shape: (113, 113, 3), x1=330, x2=443, y1=18, y2=131\n",
            "Face shape: (228, 228, 3), x1=723, x2=951, y1=209, y2=437\n",
            "Face shape: (113, 113, 3), x1=236, x2=349, y1=113, y2=226\n",
            "Face shape: (48, 48, 3), x1=56, x2=104, y1=12, y2=60\n",
            "Face shape: (94, 94, 3), x1=180, x2=274, y1=39, y2=133\n",
            "Face shape: (96, 96, 3), x1=112, x2=208, y1=96, y2=192\n",
            "Face shape: (57, 57, 3), x1=295, x2=352, y1=61, y2=118\n",
            "Face shape: (96, 96, 3), x1=368, x2=464, y1=136, y2=232\n",
            "Face shape: (916, 916, 3), x1=534, x2=1450, y1=534, y2=1450\n",
            "Face shape: (96, 96, 3), x1=773, x2=869, y1=40, y2=136\n",
            "Face shape: (47, 47, 3), x1=111, x2=158, y1=23, y2=70\n",
            "Face shape: (232, 232, 3), x1=174, x2=406, y1=0, y2=232\n",
            "Face shape: (161, 161, 3), x1=1187, x2=1348, y1=917, y2=1078\n",
            "Face shape: (48, 48, 3), x1=228, x2=276, y1=216, y2=264\n",
            "Face shape: (48, 48, 3), x1=188, x2=236, y1=124, y2=172\n",
            "Face shape: (96, 96, 3), x1=200, x2=296, y1=377, y2=473\n",
            "Face shape: (68, 68, 3), x1=1632, x2=1700, y1=470, y2=538\n",
            "Face shape: (160, 160, 3), x1=400, x2=560, y1=146, y2=306\n",
            "Face shape: (96, 96, 3), x1=224, x2=320, y1=88, y2=184\n",
            "Face shape: (115, 115, 3), x1=76, x2=191, y1=67, y2=182\n",
            "Face shape: (230, 230, 3), x1=383, x2=613, y1=766, y2=996\n",
            "Face shape: (643, 643, 3), x1=482, x2=1125, y1=696, y2=1339\n",
            "Face shape: (81, 81, 3), x1=722, x2=803, y1=344, y2=425\n",
            "Face shape: (136, 136, 3), x1=91, x2=227, y1=79, y2=215\n",
            "Face shape: (136, 136, 3), x1=944, x2=1080, y1=409, y2=545\n",
            "Face shape: (135, 135, 3), x1=1275, x2=1410, y1=338, y2=473\n",
            "Face shape: (48, 48, 3), x1=32, x2=80, y1=104, y2=152\n",
            "Face shape: (161, 161, 3), x1=268, x2=429, y1=1263, y2=1424\n",
            "Face shape: (57, 57, 3), x1=565, x2=622, y1=232, y2=289\n",
            "Face shape: (135, 135, 3), x1=498, x2=633, y1=56, y2=191\n",
            "Face shape: (320, 320, 3), x1=293, x2=613, y1=133, y2=453\n",
            "Face shape: (67, 67, 3), x1=209, x2=276, y1=192, y2=259\n",
            "Face shape: (894, 894, 3), x1=521, x2=1415, y1=0, y2=894\n",
            "Face shape: (114, 114, 3), x1=856, x2=970, y1=66, y2=180\n",
            "Face shape: (80, 80, 3), x1=530, x2=610, y1=543, y2=623\n",
            "Face shape: (67, 67, 3), x1=243, x2=310, y1=254, y2=321\n",
            "Face shape: (81, 81, 3), x1=352, x2=433, y1=33, y2=114\n",
            "Face shape: (133, 133, 3), x1=122, x2=255, y1=22, y2=155\n",
            "Face shape: (67, 67, 3), x1=107, x2=174, y1=130, y2=197\n",
            "Face shape: (136, 136, 3), x1=601, x2=737, y1=510, y2=646\n",
            "Face shape: (160, 160, 3), x1=1029, x2=1189, y1=361, y2=521\n",
            "Face shape: (229, 229, 3), x1=153, x2=382, y1=114, y2=343\n",
            "Face shape: (160, 160, 3), x1=66, x2=226, y1=253, y2=413\n",
            "Face shape: (113, 113, 3), x1=710, x2=823, y1=331, y2=444\n",
            "Face shape: (67, 67, 3), x1=325, x2=392, y1=44, y2=111\n",
            "Face shape: (56, 56, 3), x1=465, x2=521, y1=94, y2=150\n",
            "Face shape: (222, 222, 3), x1=37, x2=259, y1=55, y2=277\n",
            "Face shape: (67, 67, 3), x1=537, x2=604, y1=107, y2=174\n",
            "Face shape: (81, 81, 3), x1=689, x2=770, y1=20, y2=101\n",
            "Face shape: (136, 136, 3), x1=1217, x2=1353, y1=386, y2=522\n",
            "Face shape: (80, 80, 3), x1=579, x2=659, y1=87, y2=167\n",
            "Face shape: (114, 114, 3), x1=333, x2=447, y1=209, y2=323\n",
            "Face shape: (136, 136, 3), x1=171, x2=307, y1=136, y2=272\n",
            "Face shape: (323, 323, 3), x1=458, x2=781, y1=161, y2=484\n",
            "Face shape: (133, 133, 3), x1=89, x2=222, y1=111, y2=244\n",
            "Face shape: (114, 114, 3), x1=925, x2=1039, y1=152, y2=266\n",
            "Face shape: (161, 161, 3), x1=268, x2=429, y1=1263, y2=1424\n",
            "Face shape: (67, 67, 3), x1=367, x2=434, y1=118, y2=185\n",
            "Face shape: (114, 114, 3), x1=104, x2=218, y1=400, y2=514\n",
            "Face shape: (80, 80, 3), x1=530, x2=610, y1=543, y2=623\n",
            "Face shape: (137, 137, 3), x1=137, x2=274, y1=80, y2=217\n",
            "Face shape: (161, 161, 3), x1=863, x2=1024, y1=917, y2=1078\n",
            "Face shape: (114, 114, 3), x1=1094, x2=1208, y1=199, y2=313\n",
            "Face shape: (660, 660, 3), x1=330, x2=990, y1=440, y2=1100\n",
            "Face shape: (133, 133, 3), x1=243, x2=376, y1=55, y2=188\n",
            "Face shape: (377, 377, 3), x1=377, x2=754, y1=220, y2=597\n",
            "Face shape: (276, 276, 3), x1=322, x2=598, y1=46, y2=322\n",
            "Face shape: (640, 640, 3), x1=480, x2=1120, y1=320, y2=960\n",
            "Face shape: (68, 68, 3), x1=1632, x2=1700, y1=470, y2=538\n",
            "Face shape: (114, 114, 3), x1=76, x2=190, y1=133, y2=247\n",
            "Face shape: (66, 66, 3), x1=66, x2=132, y1=27, y2=93\n",
            "Face shape: (80, 80, 3), x1=87, x2=167, y1=20, y2=100\n",
            "Face shape: (225, 225, 3), x1=207, x2=432, y1=56, y2=281\n",
            "Face shape: (272, 272, 3), x1=113, x2=385, y1=68, y2=340\n",
            "Face shape: (80, 80, 3), x1=154, x2=234, y1=489, y2=569\n",
            "Face shape: (135, 135, 3), x1=395, x2=530, y1=327, y2=462\n",
            "Face shape: (228, 228, 3), x1=589, x2=817, y1=266, y2=494\n",
            "Face shape: (68, 68, 3), x1=136, x2=204, y1=68, y2=136\n",
            "Face shape: (96, 96, 3), x1=384, x2=480, y1=200, y2=296\n",
            "Face shape: (67, 67, 3), x1=288, x2=355, y1=33, y2=100\n",
            "Face shape: (48, 48, 3), x1=108, x2=156, y1=108, y2=156\n",
            "Face shape: (162, 162, 3), x1=189, x2=351, y1=257, y2=419\n",
            "Face shape: (80, 80, 3), x1=200, x2=280, y1=60, y2=140\n",
            "Face shape: (80, 80, 3), x1=530, x2=610, y1=543, y2=623\n",
            "Face shape: (47, 47, 3), x1=265, x2=312, y1=59, y2=106\n",
            "Face shape: (67, 67, 3), x1=559, x2=626, y1=350, y2=417\n",
            "Face shape: (48, 48, 3), x1=36, x2=84, y1=88, y2=136\n",
            "Face shape: (114, 114, 3), x1=305, x2=419, y1=352, y2=466\n",
            "Face shape: (67, 67, 3), x1=270, x2=337, y1=106, y2=173\n",
            "Face shape: (57, 57, 3), x1=247, x2=304, y1=71, y2=128\n",
            "Face shape: (68, 68, 3), x1=606, x2=674, y1=294, y2=362\n",
            "Face shape: (134, 134, 3), x1=269, x2=403, y1=573, y2=707\n",
            "Face shape: (56, 56, 3), x1=707, x2=763, y1=204, y2=260\n",
            "Face shape: (67, 67, 3), x1=196, x2=263, y1=207, y2=274\n",
            "Face shape: (384, 384, 3), x1=448, x2=832, y1=160, y2=544\n",
            "Face shape: (193, 193, 3), x1=96, x2=289, y1=112, y2=305\n",
            "Face shape: (160, 160, 3), x1=401, x2=561, y1=334, y2=494\n",
            "Face shape: (57, 57, 3), x1=95, x2=152, y1=9, y2=66\n",
            "Face shape: (68, 68, 3), x1=96, x2=164, y1=164, y2=232\n",
            "Face shape: (97, 97, 3), x1=56, x2=153, y1=16, y2=113\n",
            "Face shape: (68, 68, 3), x1=226, x2=294, y1=28, y2=96\n",
            "Face shape: (132, 132, 3), x1=44, x2=176, y1=33, y2=165\n",
            "Face shape: (96, 96, 3), x1=512, x2=608, y1=440, y2=536\n",
            "Face shape: (113, 113, 3), x1=113, x2=226, y1=37, y2=150\n",
            "Face shape: (228, 228, 3), x1=1426, x2=1654, y1=323, y2=551\n",
            "Face shape: (111, 111, 3), x1=18, x2=129, y1=27, y2=138\n",
            "Face shape: (114, 114, 3), x1=172, x2=286, y1=28, y2=142\n",
            "Face shape: (190, 190, 3), x1=238, x2=428, y1=95, y2=285\n",
            "Face shape: (135, 135, 3), x1=215, x2=350, y1=33, y2=168\n",
            "Face shape: (97, 97, 3), x1=32, x2=129, y1=16, y2=113\n",
            "Face shape: (114, 114, 3), x1=733, x2=847, y1=190, y2=304\n",
            "Face shape: (80, 80, 3), x1=530, x2=610, y1=543, y2=623\n",
            "Face shape: (114, 114, 3), x1=1094, x2=1208, y1=199, y2=313\n",
            "Face shape: (270, 270, 3), x1=203, x2=473, y1=225, y2=495\n",
            "Face shape: (97, 97, 3), x1=106, x2=203, y1=24, y2=121\n",
            "Face shape: (80, 80, 3), x1=154, x2=234, y1=47, y2=127\n",
            "Face shape: (274, 274, 3), x1=342, x2=616, y1=182, y2=456\n",
            "Face shape: (47, 47, 3), x1=327, x2=374, y1=139, y2=186\n",
            "Face shape: (66, 66, 3), x1=33, x2=99, y1=16, y2=82\n",
            "Face shape: (80, 80, 3), x1=530, x2=610, y1=543, y2=623\n",
            "Face shape: (80, 80, 3), x1=530, x2=610, y1=543, y2=623\n",
            "Face shape: (67, 67, 3), x1=1029, x2=1096, y1=469, y2=536\n",
            "Face shape: (190, 190, 3), x1=253, x2=443, y1=63, y2=253\n",
            "Face shape: (319, 319, 3), x1=666, x2=985, y1=346, y2=665\n",
            "Face shape: (80, 80, 3), x1=154, x2=234, y1=489, y2=569\n",
            "Face shape: (57, 57, 3), x1=52, x2=109, y1=123, y2=180\n",
            "Face shape: (80, 80, 3), x1=153, x2=233, y1=20, y2=100\n",
            "Face shape: (57, 57, 3), x1=565, x2=622, y1=232, y2=289\n",
            "Face shape: (187, 187, 3), x1=46, x2=233, y1=31, y2=218\n",
            "Face shape: (80, 80, 3), x1=310, x2=390, y1=53, y2=133\n",
            "Face shape: (225, 225, 3), x1=319, x2=544, y1=94, y2=319\n",
            "Face shape: (80, 80, 3), x1=530, x2=610, y1=543, y2=623\n",
            "Face shape: (80, 80, 3), x1=444, x2=524, y1=26, y2=106\n",
            "Face shape: (114, 114, 3), x1=190, x2=304, y1=152, y2=266\n",
            "Face shape: (187, 187, 3), x1=219, x2=406, y1=46, y2=233\n",
            "Face shape: (160, 160, 3), x1=213, x2=373, y1=66, y2=226\n",
            "Face shape: (57, 57, 3), x1=287, x2=344, y1=62, y2=119\n",
            "Face shape: (114, 114, 3), x1=1275, x2=1389, y1=199, y2=313\n",
            "Face shape: (113, 113, 3), x1=189, x2=302, y1=47, y2=160\n",
            "Face shape: (114, 114, 3), x1=181, x2=295, y1=95, y2=209\n",
            "Face shape: (536, 536, 3), x1=1028, x2=1564, y1=357, y2=893\n",
            "Face shape: (80, 80, 3), x1=240, x2=320, y1=126, y2=206\n",
            "Face shape: (161, 161, 3), x1=835, x2=996, y1=40, y2=201\n",
            "Face shape: (57, 57, 3), x1=300, x2=357, y1=323, y2=380\n",
            "Face shape: (80, 80, 3), x1=154, x2=234, y1=489, y2=569\n",
            "Face shape: (48, 48, 3), x1=136, x2=184, y1=44, y2=92\n",
            "Face shape: (233, 233, 3), x1=97, x2=330, y1=58, y2=291\n",
            "Face shape: (114, 114, 3), x1=104, x2=218, y1=209, y2=323\n",
            "Face shape: (230, 230, 3), x1=632, x2=862, y1=479, y2=709\n",
            "Face shape: (457, 457, 3), x1=495, x2=952, y1=876, y2=1333\n",
            "Face shape: (114, 114, 3), x1=181, x2=295, y1=38, y2=152\n",
            "Face shape: (114, 114, 3), x1=1094, x2=1208, y1=199, y2=313\n",
            "Face shape: (161, 161, 3), x1=255, x2=416, y1=134, y2=295\n",
            "Face shape: (80, 80, 3), x1=775, x2=855, y1=87, y2=167\n",
            "Face shape: (189, 189, 3), x1=363, x2=552, y1=284, y2=473\n",
            "Face shape: (228, 228, 3), x1=247, x2=475, y1=152, y2=380\n",
            "Face shape: (162, 162, 3), x1=284, x2=446, y1=230, y2=392\n",
            "Face shape: (95, 95, 3), x1=135, x2=230, y1=55, y2=150\n",
            "Face shape: (160, 160, 3), x1=454, x2=614, y1=240, y2=400\n",
            "Face shape: (80, 80, 3), x1=390, x2=470, y1=60, y2=140\n",
            "Face shape: (95, 95, 3), x1=222, x2=317, y1=111, y2=206\n",
            "Face shape: (56, 56, 3), x1=313, x2=369, y1=118, y2=174\n",
            "Face shape: (57, 57, 3), x1=57, x2=114, y1=23, y2=80\n",
            "Face shape: (191, 191, 3), x1=1150, x2=1341, y1=447, y2=638\n",
            "Face shape: (228, 228, 3), x1=534, x2=762, y1=248, y2=476\n",
            "Face shape: (114, 114, 3), x1=1094, x2=1208, y1=199, y2=313\n",
            "Face shape: (114, 114, 3), x1=352, x2=466, y1=95, y2=209\n",
            "Face shape: (390, 390, 3), x1=130, x2=520, y1=195, y2=585\n",
            "Face shape: (80, 80, 3), x1=842, x2=922, y1=26, y2=106\n",
            "Face shape: (113, 113, 3), x1=103, x2=216, y1=302, y2=415\n",
            "Face shape: (56, 56, 3), x1=241, x2=297, y1=89, y2=145\n",
            "Face shape: (96, 96, 3), x1=216, x2=312, y1=72, y2=168\n",
            "Face shape: (96, 96, 3), x1=144, x2=240, y1=40, y2=136\n",
            "Face shape: (56, 56, 3), x1=465, x2=521, y1=94, y2=150\n",
            "Face shape: (96, 96, 3), x1=1296, x2=1392, y1=1208, y2=1304\n",
            "Face shape: (331, 331, 3), x1=193, x2=524, y1=303, y2=634\n",
            "Face shape: (113, 113, 3), x1=986, x2=1099, y1=388, y2=501\n",
            "Face shape: (80, 80, 3), x1=530, x2=610, y1=543, y2=623\n",
            "Face shape: (228, 228, 3), x1=228, x2=456, y1=304, y2=532\n",
            "Face shape: (81, 81, 3), x1=189, x2=270, y1=33, y2=114\n",
            "Face shape: (136, 136, 3), x1=68, x2=204, y1=45, y2=181\n",
            "Face shape: (67, 67, 3), x1=440, x2=507, y1=350, y2=417\n",
            "Face shape: (47, 47, 3), x1=507, x2=554, y1=83, y2=130\n",
            "Face shape: (225, 225, 3), x1=169, x2=394, y1=18, y2=243\n",
            "Face shape: (273, 273, 3), x1=569, x2=842, y1=204, y2=477\n",
            "Face shape: (135, 135, 3), x1=90, x2=225, y1=33, y2=168\n",
            "Face shape: (48, 48, 3), x1=340, x2=388, y1=108, y2=156\n",
            "Face shape: (162, 162, 3), x1=67, x2=229, y1=257, y2=419\n",
            "Face shape: (233, 233, 3), x1=291, x2=524, y1=77, y2=310\n",
            "Face shape: (190, 190, 3), x1=158, x2=348, y1=206, y2=396\n",
            "Face shape: (113, 113, 3), x1=142, x2=255, y1=47, y2=160\n",
            "Face shape: (136, 136, 3), x1=364, x2=500, y1=193, y2=329\n",
            "Face shape: (47, 47, 3), x1=413, x2=460, y1=63, y2=110\n",
            "Face shape: (56, 56, 3), x1=465, x2=521, y1=94, y2=150\n",
            "Face shape: (67, 67, 3), x1=480, x2=547, y1=197, y2=264\n",
            "Face shape: (162, 162, 3), x1=418, x2=580, y1=40, y2=202\n",
            "Face shape: (96, 96, 3), x1=88, x2=184, y1=264, y2=360\n",
            "Face shape: (68, 68, 3), x1=1632, x2=1700, y1=470, y2=538\n",
            "Face shape: (57, 57, 3), x1=413, x2=470, y1=104, y2=161\n",
            "Face shape: (542, 542, 3), x1=767, x2=1309, y1=542, y2=1084\n",
            "Face shape: (323, 323, 3), x1=431, x2=754, y1=269, y2=592\n",
            "Face shape: (113, 113, 3), x1=293, x2=406, y1=18, y2=131\n",
            "Face shape: (114, 114, 3), x1=580, x2=694, y1=0, y2=114\n",
            "Face shape: (162, 162, 3), x1=353, x2=515, y1=108, y2=270\n",
            "Face shape: (191, 191, 3), x1=863, x2=1054, y1=559, y2=750\n",
            "Face shape: (114, 114, 3), x1=779, x2=893, y1=199, y2=313\n",
            "Face shape: (162, 162, 3), x1=418, x2=580, y1=418, y2=580\n",
            "Face shape: (160, 160, 3), x1=173, x2=333, y1=80, y2=240\n",
            "Face shape: (655, 655, 3), x1=491, x2=1146, y1=436, y2=1091\n",
            "Face shape: (136, 136, 3), x1=79, x2=215, y1=34, y2=170\n",
            "Face shape: (135, 135, 3), x1=236, x2=371, y1=11, y2=146\n",
            "Face shape: (67, 67, 3), x1=515, x2=582, y1=45, y2=112\n",
            "Face shape: (67, 67, 3), x1=461, x2=528, y1=28, y2=95\n",
            "Face shape: (273, 273, 3), x1=318, x2=591, y1=432, y2=705\n",
            "Face shape: (80, 80, 3), x1=1398, x2=1478, y1=1236, y2=1316\n",
            "Face shape: (48, 48, 3), x1=268, x2=316, y1=88, y2=136\n",
            "Face shape: (113, 113, 3), x1=264, x2=377, y1=189, y2=302\n",
            "Face shape: (378, 378, 3), x1=1102, x2=1480, y1=378, y2=756\n",
            "Face shape: (161, 161, 3), x1=607, x2=768, y1=350, y2=511\n",
            "Face shape: (68, 68, 3), x1=1632, x2=1700, y1=470, y2=538\n",
            "Face shape: (56, 56, 3), x1=465, x2=521, y1=94, y2=150\n",
            "Face shape: (57, 57, 3), x1=171, x2=228, y1=71, y2=128\n",
            "Face shape: (117, 117, 3), x1=19, x2=136, y1=19, y2=136\n",
            "Face shape: (113, 113, 3), x1=708, x2=821, y1=302, y2=415\n",
            "Face shape: (47, 47, 3), x1=123, x2=170, y1=147, y2=194\n",
            "Face shape: (67, 67, 3), x1=377, x2=444, y1=16, y2=83\n",
            "Face shape: (96, 96, 3), x1=160, x2=256, y1=128, y2=224\n",
            "Face shape: (162, 162, 3), x1=527, x2=689, y1=94, y2=256\n",
            "Face shape: (136, 136, 3), x1=318, x2=454, y1=136, y2=272\n",
            "Face shape: (113, 113, 3), x1=635, x2=748, y1=142, y2=255\n",
            "Face shape: (55, 55, 3), x1=69, x2=124, y1=37, y2=92\n",
            "Face shape: (160, 160, 3), x1=360, x2=520, y1=53, y2=213\n",
            "Face shape: (163, 163, 3), x1=136, x2=299, y1=54, y2=217\n",
            "Face shape: (67, 67, 3), x1=111, x2=178, y1=27, y2=94\n",
            "Face shape: (115, 115, 3), x1=19, x2=134, y1=48, y2=163\n",
            "Face shape: (317, 317, 3), x1=158, x2=475, y1=185, y2=502\n",
            "Face shape: (57, 57, 3), x1=565, x2=622, y1=232, y2=289\n",
            "Face shape: (67, 67, 3), x1=638, x2=705, y1=90, y2=157\n",
            "Face shape: (231, 231, 3), x1=521, x2=752, y1=115, y2=346\n",
            "Face shape: (135, 135, 3), x1=1501, x2=1636, y1=191, y2=326\n",
            "Face shape: (225, 225, 3), x1=356, x2=581, y1=18, y2=243\n",
            "Face shape: (66, 66, 3), x1=33, x2=99, y1=22, y2=88\n",
            "Face shape: (57, 57, 3), x1=565, x2=622, y1=232, y2=289\n",
            "Face shape: (67, 67, 3), x1=741, x2=808, y1=16, y2=83\n",
            "Face shape: (96, 96, 3), x1=504, x2=600, y1=232, y2=328\n",
            "Face shape: (56, 56, 3), x1=541, x2=597, y1=137, y2=193\n",
            "Face shape: (57, 57, 3), x1=565, x2=622, y1=232, y2=289\n",
            "Face shape: (324, 324, 3), x1=405, x2=729, y1=162, y2=486\n",
            "Face shape: (79, 79, 3), x1=312, x2=391, y1=0, y2=79\n",
            "Face shape: (270, 270, 3), x1=473, x2=743, y1=315, y2=585\n",
            "Face shape: (162, 162, 3), x1=1148, x2=1310, y1=351, y2=513\n",
            "Face shape: (113, 113, 3), x1=1289, x2=1402, y1=474, y2=587\n",
            "Face shape: (48, 48, 3), x1=128, x2=176, y1=80, y2=128\n",
            "Face shape: (96, 96, 3), x1=1416, x2=1512, y1=1000, y2=1096\n",
            "Face shape: (161, 161, 3), x1=873, x2=1034, y1=456, y2=617\n",
            "Face shape: (113, 113, 3), x1=939, x2=1052, y1=483, y2=596\n",
            "Face shape: (136, 136, 3), x1=465, x2=601, y1=56, y2=192\n",
            "Face shape: (57, 57, 3), x1=776, x2=833, y1=442, y2=499\n",
            "Face shape: (133, 133, 3), x1=77, x2=210, y1=89, y2=222\n",
            "Face shape: (135, 135, 3), x1=90, x2=225, y1=79, y2=214\n",
            "Face shape: (558, 558, 3), x1=232, x2=790, y1=46, y2=604\n",
            "Face shape: (80, 80, 3), x1=1170, x2=1250, y1=807, y2=887\n",
            "Face shape: (56, 56, 3), x1=80, x2=136, y1=108, y2=164\n",
            "Face shape: (80, 80, 3), x1=438, x2=518, y1=607, y2=687\n",
            "Face shape: (57, 57, 3), x1=1157, x2=1214, y1=604, y2=661\n",
            "Face shape: (57, 57, 3), x1=90, x2=147, y1=76, y2=133\n",
            "Face shape: (56, 56, 3), x1=75, x2=131, y1=113, y2=169\n",
            "Face shape: (67, 67, 3), x1=124, x2=191, y1=96, y2=163\n",
            "Face shape: (57, 57, 3), x1=1302, x2=1359, y1=266, y2=323\n",
            "Face shape: (96, 96, 3), x1=432, x2=528, y1=464, y2=560\n",
            "Face shape: (57, 57, 3), x1=1157, x2=1214, y1=604, y2=661\n",
            "Face shape: (96, 96, 3), x1=424, x2=520, y1=24, y2=120\n",
            "Face shape: (57, 57, 3), x1=695, x2=752, y1=552, y2=609\n",
            "Face shape: (161, 161, 3), x1=376, x2=537, y1=80, y2=241\n",
            "Face shape: (135, 135, 3), x1=1648, x2=1783, y1=327, y2=462\n",
            "Face shape: (57, 57, 3), x1=1419, x2=1476, y1=623, y2=680\n",
            "Face shape: (80, 80, 3), x1=847, x2=927, y1=444, y2=524\n",
            "Face shape: (79, 79, 3), x1=66, x2=145, y1=66, y2=145\n",
            "Face shape: (455, 455, 3), x1=986, x2=1441, y1=303, y2=758\n",
            "Face shape: (57, 57, 3), x1=1128, x2=1185, y1=457, y2=514\n",
            "Face shape: (57, 57, 3), x1=1302, x2=1359, y1=266, y2=323\n",
            "Face shape: (68, 68, 3), x1=232, x2=300, y1=130, y2=198\n",
            "Face shape: (48, 48, 3), x1=384, x2=432, y1=268, y2=316\n",
            "Face shape: (80, 80, 3), x1=975, x2=1055, y1=437, y2=517\n",
            "Face shape: (67, 67, 3), x1=944, x2=1011, y1=593, y2=660\n",
            "Face shape: (96, 96, 3), x1=683, x2=779, y1=88, y2=184\n",
            "Face shape: (80, 80, 3), x1=1412, x2=1492, y1=457, y2=537\n",
            "Face shape: (68, 68, 3), x1=28, x2=96, y1=28, y2=96\n",
            "Face shape: (266, 266, 3), x1=44, x2=310, y1=88, y2=354\n",
            "Face shape: (80, 80, 3), x1=438, x2=518, y1=607, y2=687\n",
            "Face shape: (80, 80, 3), x1=870, x2=950, y1=526, y2=606\n",
            "Face shape: (48, 48, 3), x1=208, x2=256, y1=92, y2=140\n",
            "Face shape: (272, 272, 3), x1=159, x2=431, y1=45, y2=317\n",
            "Face shape: (96, 96, 3), x1=1608, x2=1704, y1=472, y2=568\n",
            "Face shape: (57, 57, 3), x1=971, x2=1028, y1=433, y2=490\n",
            "Face shape: (67, 67, 3), x1=480, x2=547, y1=622, y2=689\n",
            "Face shape: (162, 162, 3), x1=40, x2=202, y1=67, y2=229\n",
            "Face shape: (57, 57, 3), x1=452, x2=509, y1=390, y2=447\n",
            "Face shape: (269, 269, 3), x1=314, x2=583, y1=202, y2=471\n",
            "Face shape: (113, 113, 3), x1=18, x2=131, y1=113, y2=226\n",
            "Face shape: (80, 80, 3), x1=498, x2=578, y1=316, y2=396\n",
            "Face shape: (190, 190, 3), x1=967, x2=1157, y1=602, y2=792\n",
            "Face shape: (57, 57, 3), x1=95, x2=152, y1=90, y2=147\n",
            "Face shape: (57, 57, 3), x1=695, x2=752, y1=552, y2=609\n",
            "Face shape: (66, 66, 3), x1=33, x2=99, y1=49, y2=115\n",
            "Face shape: (67, 67, 3), x1=378, x2=445, y1=497, y2=564\n",
            "Face shape: (48, 48, 3), x1=496, x2=544, y1=132, y2=180\n",
            "Face shape: (95, 95, 3), x1=749, x2=844, y1=398, y2=493\n",
            "Face shape: (67, 67, 3), x1=44, x2=111, y1=101, y2=168\n",
            "Face shape: (380, 380, 3), x1=1774, x2=2154, y1=221, y2=601\n",
            "Face shape: (56, 56, 3), x1=52, x2=108, y1=33, y2=89\n",
            "Face shape: (135, 135, 3), x1=237, x2=372, y1=113, y2=248\n",
            "Face shape: (57, 57, 3), x1=695, x2=752, y1=552, y2=609\n",
            "Face shape: (48, 48, 3), x1=188, x2=236, y1=116, y2=164\n",
            "Face shape: (56, 56, 3), x1=61, x2=117, y1=28, y2=84\n",
            "Face shape: (160, 160, 3), x1=400, x2=560, y1=66, y2=226\n",
            "Face shape: (67, 67, 3), x1=593, x2=660, y1=441, y2=508\n",
            "Face shape: (80, 80, 3), x1=334, x2=414, y1=113, y2=193\n",
            "Face shape: (135, 135, 3), x1=405, x2=540, y1=349, y2=484\n",
            "Face shape: (57, 57, 3), x1=1157, x2=1214, y1=604, y2=661\n",
            "Face shape: (136, 136, 3), x1=532, x2=668, y1=170, y2=306\n",
            "Face shape: (113, 113, 3), x1=749, x2=862, y1=1052, y2=1165\n",
            "Face shape: (162, 162, 3), x1=918, x2=1080, y1=391, y2=553\n",
            "Face shape: (80, 80, 3), x1=1756, x2=1836, y1=484, y2=564\n",
            "Face shape: (96, 96, 3), x1=128, x2=224, y1=88, y2=184\n",
            "Face shape: (231, 231, 3), x1=19, x2=250, y1=270, y2=501\n",
            "Face shape: (67, 67, 3), x1=1125, x2=1192, y1=656, y2=723\n",
            "Face shape: (525, 525, 3), x1=87, x2=612, y1=131, y2=656\n",
            "Face shape: (67, 67, 3), x1=197, x2=264, y1=526, y2=593\n",
            "Face shape: (80, 80, 3), x1=397, x2=477, y1=141, y2=221\n",
            "Face shape: (114, 114, 3), x1=1191, x2=1305, y1=390, y2=504\n",
            "Face shape: (96, 96, 3), x1=1416, x2=1512, y1=1000, y2=1096\n",
            "Face shape: (113, 113, 3), x1=56, x2=169, y1=75, y2=188\n",
            "Face shape: (47, 47, 3), x1=19, x2=66, y1=11, y2=58\n",
            "Face shape: (80, 80, 3), x1=60, x2=140, y1=355, y2=435\n",
            "Face shape: (134, 134, 3), x1=134, x2=268, y1=55, y2=189\n",
            "Face shape: (67, 67, 3), x1=378, x2=445, y1=497, y2=564\n",
            "Face shape: (57, 57, 3), x1=1302, x2=1359, y1=266, y2=323\n",
            "Face shape: (80, 80, 3), x1=613, x2=693, y1=343, y2=423\n",
            "Face shape: (57, 57, 3), x1=325, x2=382, y1=114, y2=171\n",
            "Face shape: (113, 113, 3), x1=569, x2=682, y1=407, y2=520\n",
            "Face shape: (68, 68, 3), x1=153, x2=221, y1=34, y2=102\n",
            "Face shape: (67, 67, 3), x1=447, x2=514, y1=504, y2=571\n",
            "Face shape: (96, 96, 3), x1=1416, x2=1512, y1=1000, y2=1096\n",
            "Face shape: (47, 47, 3), x1=79, x2=126, y1=39, y2=86\n",
            "Face shape: (80, 80, 3), x1=242, x2=322, y1=114, y2=194\n",
            "Face shape: (545, 545, 3), x1=727, x2=1272, y1=500, y2=1045\n",
            "Face shape: (192, 192, 3), x1=1104, x2=1296, y1=368, y2=560\n",
            "Face shape: (67, 67, 3), x1=378, x2=445, y1=497, y2=564\n",
            "Face shape: (452, 452, 3), x1=754, x2=1206, y1=527, y2=979\n",
            "Face shape: (114, 114, 3), x1=532, x2=646, y1=66, y2=180\n",
            "Face shape: (96, 96, 3), x1=1416, x2=1512, y1=1000, y2=1096\n",
            "Face shape: (80, 80, 3), x1=315, x2=395, y1=120, y2=200\n",
            "Face shape: (48, 48, 3), x1=220, x2=268, y1=164, y2=212\n",
            "Face shape: (192, 192, 3), x1=288, x2=480, y1=336, y2=528\n",
            "Face shape: (136, 136, 3), x1=261, x2=397, y1=170, y2=306\n",
            "Face shape: (67, 67, 3), x1=378, x2=445, y1=497, y2=564\n",
            "Face shape: (80, 80, 3), x1=67, x2=147, y1=40, y2=120\n",
            "Face shape: (136, 136, 3), x1=90, x2=226, y1=204, y2=340\n",
            "Face shape: (654, 654, 3), x1=327, x2=981, y1=327, y2=981\n",
            "Face shape: (56, 56, 3), x1=312, x2=368, y1=127, y2=183\n",
            "Face shape: (80, 80, 3), x1=571, x2=651, y1=491, y2=571\n",
            "Face shape: (57, 57, 3), x1=1302, x2=1359, y1=266, y2=323\n",
            "Face shape: (96, 96, 3), x1=1608, x2=1704, y1=472, y2=568\n",
            "Face shape: (80, 80, 3), x1=438, x2=518, y1=607, y2=687\n",
            "Face shape: (80, 80, 3), x1=290, x2=370, y1=47, y2=127\n",
            "Face shape: (135, 135, 3), x1=203, x2=338, y1=440, y2=575\n",
            "Face shape: (637, 637, 3), x1=584, x2=1221, y1=159, y2=796\n",
            "Face shape: (68, 68, 3), x1=375, x2=443, y1=108, y2=176\n",
            "Face shape: (48, 48, 3), x1=36, x2=84, y1=28, y2=76\n",
            "Face shape: (80, 80, 3), x1=438, x2=518, y1=607, y2=687\n",
            "Face shape: (67, 67, 3), x1=1125, x2=1192, y1=656, y2=723\n",
            "Face shape: (114, 114, 3), x1=629, x2=743, y1=334, y2=448\n",
            "Face shape: (57, 57, 3), x1=695, x2=752, y1=552, y2=609\n",
            "Face shape: (113, 113, 3), x1=293, x2=406, y1=170, y2=283\n",
            "Face shape: (135, 135, 3), x1=304, x2=439, y1=371, y2=506\n",
            "Face shape: (57, 57, 3), x1=1302, x2=1359, y1=266, y2=323\n",
            "Face shape: (322, 322, 3), x1=376, x2=698, y1=188, y2=510\n",
            "Face shape: (80, 80, 3), x1=438, x2=518, y1=607, y2=687\n",
            "Face shape: (57, 57, 3), x1=1157, x2=1214, y1=604, y2=661\n",
            "Face shape: (67, 67, 3), x1=67, x2=134, y1=107, y2=174\n",
            "Face shape: (80, 80, 3), x1=1066, x2=1146, y1=168, y2=248\n",
            "Face shape: (48, 48, 3), x1=544, x2=592, y1=264, y2=312\n",
            "Face shape: (96, 96, 3), x1=136, x2=232, y1=56, y2=152\n",
            "Face shape: (57, 57, 3), x1=633, x2=690, y1=700, y2=757\n",
            "Face shape: (135, 135, 3), x1=1072, x2=1207, y1=429, y2=564\n",
            "Face shape: (96, 96, 3), x1=1608, x2=1704, y1=472, y2=568\n",
            "Face shape: (67, 67, 3), x1=378, x2=445, y1=497, y2=564\n",
            "Face shape: (80, 80, 3), x1=370, x2=450, y1=336, y2=416\n",
            "Face shape: (96, 96, 3), x1=1608, x2=1704, y1=472, y2=568\n",
            "Face shape: (96, 96, 3), x1=128, x2=224, y1=160, y2=256\n",
            "Face shape: (68, 68, 3), x1=68, x2=136, y1=17, y2=85\n",
            "Face shape: (188, 188, 3), x1=172, x2=360, y1=47, y2=235\n",
            "Face shape: (47, 47, 3), x1=119, x2=166, y1=207, y2=254\n",
            "Face shape: (80, 80, 3), x1=498, x2=578, y1=323, y2=403\n",
            "Face shape: (264, 264, 3), x1=264, x2=528, y1=110, y2=374\n",
            "Face shape: (136, 136, 3), x1=691, x2=827, y1=124, y2=260\n",
            "Face shape: (161, 161, 3), x1=80, x2=241, y1=107, y2=268\n",
            "Face shape: (57, 57, 3), x1=695, x2=752, y1=552, y2=609\n",
            "Face shape: (96, 96, 3), x1=1416, x2=1512, y1=1000, y2=1096\n",
            "Face shape: (114, 114, 3), x1=610, x2=724, y1=409, y2=523\n",
            "Face shape: (96, 96, 3), x1=1608, x2=1704, y1=472, y2=568\n",
            "Face shape: (80, 80, 3), x1=438, x2=518, y1=607, y2=687\n",
            "Face shape: (79, 79, 3), x1=26, x2=105, y1=26, y2=105\n",
            "Face shape: (67, 67, 3), x1=243, x2=310, y1=310, y2=377\n",
            "Face shape: (57, 57, 3), x1=1157, x2=1214, y1=604, y2=661\n",
            "Face shape: (67, 67, 3), x1=152, x2=219, y1=28, y2=95\n",
            "Face shape: (96, 96, 3), x1=88, x2=184, y1=40, y2=136\n",
            "Face shape: (67, 67, 3), x1=90, x2=157, y1=50, y2=117\n",
            "Face shape: (452, 452, 3), x1=188, x2=640, y1=490, y2=942\n",
            "Face shape: (48, 48, 3), x1=84, x2=132, y1=36, y2=84\n",
            "Face shape: (192, 192, 3), x1=848, x2=1040, y1=352, y2=544\n",
            "Face shape: (57, 57, 3), x1=1023, x2=1080, y1=352, y2=409\n",
            "Face shape: (271, 271, 3), x1=385, x2=656, y1=135, y2=406\n",
            "Face shape: (57, 57, 3), x1=1302, x2=1359, y1=266, y2=323\n",
            "Face shape: (114, 114, 3), x1=1391, x2=1505, y1=362, y2=476\n",
            "Face shape: (56, 56, 3), x1=108, x2=164, y1=32, y2=88\n",
            "Face shape: (777, 777, 3), x1=907, x2=1684, y1=453, y2=1230\n",
            "Face shape: (80, 80, 3), x1=438, x2=518, y1=607, y2=687\n",
            "Face shape: (67, 67, 3), x1=79, x2=146, y1=39, y2=106\n",
            "Face shape: (135, 135, 3), x1=790, x2=925, y1=846, y2=981\n",
            "Face shape: (47, 47, 3), x1=202, x2=249, y1=23, y2=70\n",
            "Face shape: (48, 48, 3), x1=856, x2=904, y1=480, y2=528\n",
            "Face shape: (96, 96, 3), x1=1760, x2=1856, y1=1016, y2=1112\n",
            "Face shape: (80, 80, 3), x1=80, x2=160, y1=33, y2=113\n",
            "Face shape: (96, 96, 3), x1=1416, x2=1512, y1=1000, y2=1096\n",
            "Face shape: (80, 80, 3), x1=411, x2=491, y1=458, y2=538\n",
            "Face shape: (96, 96, 3), x1=1608, x2=1704, y1=472, y2=568\n",
            "Face shape: (272, 272, 3), x1=409, x2=681, y1=340, y2=612\n",
            "Face shape: (645, 645, 3), x1=699, x2=1344, y1=591, y2=1236\n",
            "Face shape: (57, 57, 3), x1=695, x2=752, y1=552, y2=609\n",
            "Face shape: (67, 67, 3), x1=488, x2=555, y1=50, y2=117\n",
            "Face shape: (273, 273, 3), x1=250, x2=523, y1=136, y2=409\n",
            "Face shape: (67, 67, 3), x1=1002, x2=1069, y1=889, y2=956\n",
            "Face shape: (57, 57, 3), x1=1061, x2=1118, y1=466, y2=523\n",
            "Face shape: (80, 80, 3), x1=424, x2=504, y1=121, y2=201\n",
            "Face shape: (56, 56, 3), x1=274, x2=330, y1=132, y2=188\n",
            "Face shape: (48, 48, 3), x1=100, x2=148, y1=4, y2=52\n",
            "Face shape: (48, 48, 3), x1=236, x2=284, y1=140, y2=188\n",
            "Face shape: (56, 56, 3), x1=407, x2=463, y1=170, y2=226\n",
            "Face shape: (96, 96, 3), x1=768, x2=864, y1=584, y2=680\n",
            "Face shape: (80, 80, 3), x1=1437, x2=1517, y1=322, y2=402\n",
            "Face shape: (80, 80, 3), x1=261, x2=341, y1=147, y2=227\n",
            "Face shape: (136, 136, 3), x1=534, x2=670, y1=56, y2=192\n",
            "Face shape: (96, 96, 3), x1=488, x2=584, y1=1056, y2=1152\n",
            "Face shape: (636, 636, 3), x1=477, x2=1113, y1=371, y2=1007\n",
            "Face shape: (135, 135, 3), x1=383, x2=518, y1=361, y2=496\n",
            "Face shape: (57, 57, 3), x1=695, x2=752, y1=552, y2=609\n",
            "Face shape: (114, 114, 3), x1=1057, x2=1171, y1=457, y2=571\n",
            "Face shape: (322, 322, 3), x1=402, x2=724, y1=134, y2=456\n",
            "Face shape: (57, 57, 3), x1=1658, x2=1715, y1=313, y2=370\n",
            "Face shape: (56, 56, 3), x1=189, x2=245, y1=132, y2=188\n",
            "Face shape: (80, 80, 3), x1=1143, x2=1223, y1=497, y2=577\n",
            "Face shape: (56, 56, 3), x1=170, x2=226, y1=137, y2=193\n",
            "Face shape: (646, 646, 3), x1=753, x2=1399, y1=484, y2=1130\n",
            "Face shape: (47, 47, 3), x1=231, x2=278, y1=127, y2=174\n",
            "Face shape: (80, 80, 3), x1=438, x2=518, y1=607, y2=687\n",
            "Face shape: (57, 57, 3), x1=404, x2=461, y1=875, y2=932\n",
            "Face shape: (81, 81, 3), x1=162, x2=243, y1=230, y2=311\n",
            "Face shape: (57, 57, 3), x1=900, x2=957, y1=380, y2=437\n",
            "Face shape: (192, 192, 3), x1=640, x2=832, y1=512, y2=704\n",
            "Face shape: (57, 57, 3), x1=1157, x2=1214, y1=604, y2=661\n",
            "Face shape: (136, 136, 3), x1=511, x2=647, y1=181, y2=317\n",
            "Face shape: (47, 47, 3), x1=985, x2=1032, y1=143, y2=190\n",
            "Face shape: (47, 47, 3), x1=266, x2=313, y1=71, y2=118\n",
            "Face shape: (96, 96, 3), x1=1760, x2=1856, y1=1016, y2=1112\n",
            "Face shape: (452, 452, 3), x1=1357, x2=1809, y1=565, y2=1017\n",
            "Face shape: (67, 67, 3), x1=1125, x2=1192, y1=656, y2=723\n",
            "Face shape: (96, 96, 3), x1=56, x2=152, y1=304, y2=400\n",
            "Face shape: (56, 56, 3), x1=142, x2=198, y1=123, y2=179\n",
            "Face shape: (189, 189, 3), x1=79, x2=268, y1=79, y2=268\n",
            "Face shape: (113, 113, 3), x1=66, x2=179, y1=123, y2=236\n",
            "Face shape: (67, 67, 3), x1=983, x2=1050, y1=610, y2=677\n",
            "Face shape: (114, 114, 3), x1=649, x2=763, y1=143, y2=257\n",
            "Face shape: (189, 189, 3), x1=237, x2=426, y1=47, y2=236\n",
            "Face shape: (95, 95, 3), x1=1100, x2=1195, y1=534, y2=629\n",
            "Face shape: (1058, 1058, 3), x1=264, x2=1322, y1=264, y2=1322\n",
            "Face shape: (95, 95, 3), x1=1235, x2=1330, y1=932, y2=1027\n",
            "Face shape: (67, 67, 3), x1=983, x2=1050, y1=610, y2=677\n",
            "Face shape: (228, 228, 3), x1=1330, x2=1558, y1=228, y2=456\n",
            "Face shape: (67, 67, 3), x1=983, x2=1050, y1=610, y2=677\n",
            "Face shape: (80, 80, 3), x1=755, x2=835, y1=404, y2=484\n",
            "Face shape: (68, 68, 3), x1=306, x2=374, y1=124, y2=192\n",
            "Face shape: (136, 136, 3), x1=1054, x2=1190, y1=272, y2=408\n",
            "Face shape: (113, 113, 3), x1=464, x2=577, y1=104, y2=217\n",
            "Face shape: (57, 57, 3), x1=200, x2=257, y1=219, y2=276\n",
            "Face shape: (96, 96, 3), x1=480, x2=576, y1=48, y2=144\n",
            "Face shape: (80, 80, 3), x1=1876, x2=1956, y1=739, y2=819\n",
            "Face shape: (48, 48, 3), x1=1332, x2=1380, y1=596, y2=644\n",
            "Face shape: (162, 162, 3), x1=324, x2=486, y1=54, y2=216\n",
            "Face shape: (640, 640, 3), x1=373, x2=1013, y1=0, y2=640\n",
            "Face shape: (80, 80, 3), x1=60, x2=140, y1=26, y2=106\n",
            "Face shape: (68, 68, 3), x1=17, x2=85, y1=34, y2=102\n",
            "Face shape: (47, 47, 3), x1=337, x2=384, y1=182, y2=229\n",
            "Face shape: (187, 187, 3), x1=31, x2=218, y1=31, y2=218\n",
            "Face shape: (161, 161, 3), x1=121, x2=282, y1=40, y2=201\n",
            "Face shape: (115, 115, 3), x1=299, x2=414, y1=67, y2=182\n",
            "Face shape: (95, 95, 3), x1=150, x2=245, y1=79, y2=174\n",
            "Face shape: (67, 67, 3), x1=983, x2=1050, y1=610, y2=677\n",
            "Face shape: (194, 194, 3), x1=97, x2=291, y1=113, y2=307\n",
            "Face shape: (67, 67, 3), x1=61, x2=128, y1=67, y2=134\n",
            "Face shape: (135, 135, 3), x1=418, x2=553, y1=33, y2=168\n",
            "Face shape: (47, 47, 3), x1=142, x2=189, y1=63, y2=110\n",
            "Face shape: (68, 68, 3), x1=131, x2=199, y1=39, y2=107\n",
            "Face shape: (137, 137, 3), x1=22, x2=159, y1=22, y2=159\n",
            "Face shape: (272, 272, 3), x1=750, x2=1022, y1=272, y2=544\n",
            "Face shape: (67, 67, 3), x1=157, x2=224, y1=22, y2=89\n",
            "Face shape: (47, 47, 3), x1=31, x2=78, y1=67, y2=114\n",
            "Face shape: (56, 56, 3), x1=151, x2=207, y1=251, y2=307\n",
            "Face shape: (162, 162, 3), x1=121, x2=283, y1=54, y2=216\n",
            "Face shape: (95, 95, 3), x1=1235, x2=1330, y1=932, y2=1027\n",
            "Face shape: (95, 95, 3), x1=1100, x2=1195, y1=534, y2=629\n",
            "Face shape: (115, 115, 3), x1=67, x2=182, y1=28, y2=143\n",
            "Face shape: (48, 48, 3), x1=88, x2=136, y1=276, y2=324\n",
            "Face shape: (135, 135, 3), x1=519, x2=654, y1=316, y2=451\n",
            "Face shape: (80, 80, 3), x1=107, x2=187, y1=93, y2=173\n",
            "Face shape: (224, 224, 3), x1=318, x2=542, y1=56, y2=280\n",
            "Face shape: (136, 136, 3), x1=330, x2=466, y1=45, y2=181\n",
            "Face shape: (96, 96, 3), x1=128, x2=224, y1=80, y2=176\n",
            "Face shape: (80, 80, 3), x1=317, x2=397, y1=371, y2=451\n",
            "Face shape: (113, 113, 3), x1=199, x2=312, y1=18, y2=131\n",
            "Face shape: (80, 80, 3), x1=1876, x2=1956, y1=739, y2=819\n",
            "Face shape: (47, 47, 3), x1=283, x2=330, y1=99, y2=146\n",
            "Face shape: (95, 95, 3), x1=1100, x2=1195, y1=534, y2=629\n",
            "Face shape: (57, 57, 3), x1=443, x2=500, y1=205, y2=262\n",
            "Face shape: (80, 80, 3), x1=46, x2=126, y1=20, y2=100\n",
            "Face shape: (57, 57, 3), x1=400, x2=457, y1=128, y2=185\n",
            "Face shape: (159, 159, 3), x1=332, x2=491, y1=39, y2=198\n",
            "Face shape: (95, 95, 3), x1=1100, x2=1195, y1=534, y2=629\n",
            "Face shape: (80, 80, 3), x1=1876, x2=1956, y1=739, y2=819\n",
            "Face shape: (453, 453, 3), x1=188, x2=641, y1=151, y2=604\n",
            "Face shape: (160, 160, 3), x1=654, x2=814, y1=80, y2=240\n",
            "Face shape: (68, 68, 3), x1=410, x2=478, y1=34, y2=102\n",
            "Face shape: (456, 456, 3), x1=342, x2=798, y1=380, y2=836\n",
            "Face shape: (270, 270, 3), x1=337, x2=607, y1=112, y2=382\n",
            "Face shape: (135, 135, 3), x1=1434, x2=1569, y1=214, y2=349\n",
            "Face shape: (80, 80, 3), x1=220, x2=300, y1=66, y2=146\n",
            "Face shape: (95, 95, 3), x1=1100, x2=1195, y1=534, y2=629\n",
            "Face shape: (136, 136, 3), x1=239, x2=375, y1=102, y2=238\n",
            "Face shape: (81, 81, 3), x1=40, x2=121, y1=67, y2=148\n",
            "Face shape: (96, 96, 3), x1=360, x2=456, y1=24, y2=120\n",
            "Face shape: (80, 80, 3), x1=829, x2=909, y1=674, y2=754\n",
            "Face shape: (48, 48, 3), x1=380, x2=428, y1=540, y2=588\n",
            "Face shape: (135, 135, 3), x1=327, x2=462, y1=79, y2=214\n",
            "Face shape: (56, 56, 3), x1=33, x2=89, y1=18, y2=74\n",
            "Face shape: (56, 56, 3), x1=52, x2=108, y1=80, y2=136\n",
            "Face shape: (67, 67, 3), x1=28, x2=95, y1=112, y2=179\n",
            "Face shape: (67, 67, 3), x1=190, x2=257, y1=89, y2=156\n",
            "Face shape: (268, 268, 3), x1=761, x2=1029, y1=89, y2=357\n",
            "Face shape: (191, 191, 3), x1=542, x2=733, y1=207, y2=398\n",
            "Face shape: (135, 135, 3), x1=441, x2=576, y1=996, y2=1131\n",
            "Face shape: (386, 386, 3), x1=353, x2=739, y1=160, y2=546\n",
            "Face shape: (67, 67, 3), x1=557, x2=624, y1=39, y2=106\n",
            "Face shape: (48, 48, 3), x1=1584, x2=1632, y1=604, y2=652\n",
            "Face shape: (275, 275, 3), x1=137, x2=412, y1=22, y2=297\n",
            "Face shape: (543, 543, 3), x1=362, x2=905, y1=498, y2=1041\n",
            "Face shape: (327, 327, 3), x1=109, x2=436, y1=54, y2=381\n",
            "Face shape: (161, 161, 3), x1=1142, x2=1303, y1=268, y2=429\n",
            "Face shape: (81, 81, 3), x1=149, x2=230, y1=20, y2=101\n",
            "Face shape: (377, 377, 3), x1=943, x2=1320, y1=314, y2=691\n",
            "Face shape: (162, 162, 3), x1=27, x2=189, y1=40, y2=202\n",
            "Face shape: (135, 135, 3), x1=734, x2=869, y1=135, y2=270\n",
            "Face shape: (271, 271, 3), x1=271, x2=542, y1=67, y2=338\n",
            "Face shape: (159, 159, 3), x1=346, x2=505, y1=13, y2=172\n",
            "Face shape: (67, 67, 3), x1=141, x2=208, y1=79, y2=146\n",
            "Face shape: (192, 192, 3), x1=642, x2=834, y1=64, y2=256\n",
            "Face shape: (115, 115, 3), x1=172, x2=287, y1=76, y2=191\n",
            "Face shape: (136, 136, 3), x1=409, x2=545, y1=147, y2=283\n",
            "Face shape: (80, 80, 3), x1=316, x2=396, y1=33, y2=113\n",
            "Face shape: (135, 135, 3), x1=428, x2=563, y1=22, y2=157\n",
            "Face shape: (190, 190, 3), x1=365, x2=555, y1=63, y2=253\n",
            "Face shape: (67, 67, 3), x1=983, x2=1050, y1=610, y2=677\n",
            "Face shape: (133, 133, 3), x1=11, x2=144, y1=33, y2=166\n",
            "Face shape: (80, 80, 3), x1=1876, x2=1956, y1=739, y2=819\n",
            "Face shape: (48, 48, 3), x1=380, x2=428, y1=540, y2=588\n",
            "Face shape: (542, 542, 3), x1=723, x2=1265, y1=135, y2=677\n",
            "Face shape: (80, 80, 3), x1=829, x2=909, y1=674, y2=754\n",
            "Face shape: (80, 80, 3), x1=829, x2=909, y1=674, y2=754\n",
            "Face shape: (68, 68, 3), x1=499, x2=567, y1=124, y2=192\n",
            "Face shape: (68, 68, 3), x1=290, x2=358, y1=91, y2=159\n",
            "Face shape: (115, 115, 3), x1=183, x2=298, y1=38, y2=153\n",
            "Face shape: (95, 95, 3), x1=119, x2=214, y1=31, y2=126\n",
            "Face shape: (47, 47, 3), x1=207, x2=254, y1=267, y2=314\n",
            "Face shape: (112, 112, 3), x1=413, x2=525, y1=46, y2=158\n",
            "Face shape: (80, 80, 3), x1=153, x2=233, y1=20, y2=100\n",
            "Face shape: (193, 193, 3), x1=48, x2=241, y1=0, y2=193\n",
            "Face shape: (81, 81, 3), x1=440, x2=521, y1=94, y2=175\n",
            "Face shape: (134, 134, 3), x1=33, x2=167, y1=67, y2=201\n",
            "Face shape: (384, 384, 3), x1=864, x2=1248, y1=256, y2=640\n",
            "Face shape: (114, 114, 3), x1=467, x2=581, y1=333, y2=447\n",
            "Face shape: (80, 80, 3), x1=2131, x2=2211, y1=816, y2=896\n",
            "Face shape: (80, 80, 3), x1=228, x2=308, y1=33, y2=113\n",
            "Face shape: (80, 80, 3), x1=924, x2=1004, y1=391, y2=471\n",
            "Face shape: (80, 80, 3), x1=539, x2=619, y1=377, y2=457\n",
            "Face shape: (56, 56, 3), x1=350, x2=406, y1=75, y2=131\n",
            "Face shape: (80, 80, 3), x1=680, x2=760, y1=336, y2=416\n",
            "Face shape: (96, 96, 3), x1=824, x2=920, y1=448, y2=544\n",
            "Face shape: (135, 135, 3), x1=362, x2=497, y1=260, y2=395\n",
            "Face shape: (228, 228, 3), x1=304, x2=532, y1=228, y2=456\n",
            "Face shape: (67, 67, 3), x1=983, x2=1050, y1=610, y2=677\n",
            "Face shape: (80, 80, 3), x1=80, x2=160, y1=168, y2=248\n",
            "Face shape: (48, 48, 3), x1=152, x2=200, y1=124, y2=172\n",
            "Face shape: (95, 95, 3), x1=190, x2=285, y1=95, y2=190\n",
            "Face shape: (67, 67, 3), x1=416, x2=483, y1=78, y2=145\n",
            "Face shape: (542, 542, 3), x1=1537, x2=2079, y1=361, y2=903\n",
            "Face shape: (80, 80, 3), x1=937, x2=1017, y1=87, y2=167\n",
            "Face shape: (229, 229, 3), x1=133, x2=362, y1=114, y2=343\n",
            "Face shape: (67, 67, 3), x1=1939, x2=2006, y1=616, y2=683\n",
            "Face shape: (67, 67, 3), x1=1939, x2=2006, y1=616, y2=683\n",
            "Face shape: (95, 95, 3), x1=1235, x2=1330, y1=932, y2=1027\n",
            "Face shape: (57, 57, 3), x1=14, x2=71, y1=14, y2=71\n",
            "Face shape: (48, 48, 3), x1=728, x2=776, y1=628, y2=676\n",
            "Face shape: (192, 192, 3), x1=80, x2=272, y1=160, y2=352\n",
            "Face shape: (80, 80, 3), x1=829, x2=909, y1=674, y2=754\n",
            "Face shape: (48, 48, 3), x1=1632, x2=1680, y1=600, y2=648\n",
            "Face shape: (57, 57, 3), x1=123, x2=180, y1=209, y2=266\n",
            "Face shape: (136, 136, 3), x1=273, x2=409, y1=34, y2=170\n",
            "Face shape: (136, 136, 3), x1=569, x2=705, y1=125, y2=261\n",
            "Face shape: (79, 79, 3), x1=159, x2=238, y1=19, y2=98\n",
            "Face shape: (80, 80, 3), x1=1342, x2=1422, y1=782, y2=862\n",
            "Face shape: (228, 228, 3), x1=323, x2=551, y1=304, y2=532\n",
            "Face shape: (80, 80, 3), x1=80, x2=160, y1=87, y2=167\n",
            "Face shape: (48, 48, 3), x1=176, x2=224, y1=280, y2=328\n",
            "Face shape: (67, 67, 3), x1=1939, x2=2006, y1=616, y2=683\n",
            "Face shape: (48, 48, 3), x1=236, x2=284, y1=272, y2=320\n",
            "Face shape: (95, 95, 3), x1=1235, x2=1330, y1=932, y2=1027\n",
            "Face shape: (114, 114, 3), x1=133, x2=247, y1=19, y2=133\n",
            "Face shape: (68, 68, 3), x1=340, x2=408, y1=238, y2=306\n",
            "Face shape: (95, 95, 3), x1=1100, x2=1195, y1=534, y2=629\n",
            "Face shape: (48, 48, 3), x1=1332, x2=1380, y1=596, y2=644\n",
            "Face shape: (68, 68, 3), x1=170, x2=238, y1=119, y2=187\n",
            "Face shape: (57, 57, 3), x1=285, x2=342, y1=171, y2=228\n",
            "Face shape: (159, 159, 3), x1=159, x2=318, y1=53, y2=212\n",
            "Face shape: (48, 48, 3), x1=164, x2=212, y1=524, y2=572\n",
            "Face shape: (114, 114, 3), x1=552, x2=666, y1=457, y2=571\n",
            "Face shape: (114, 114, 3), x1=372, x2=486, y1=372, y2=486\n",
            "Face shape: (377, 377, 3), x1=440, x2=817, y1=188, y2=565\n",
            "Face shape: (396, 396, 3), x1=132, x2=528, y1=66, y2=462\n",
            "Face shape: (67, 67, 3), x1=983, x2=1050, y1=610, y2=677\n",
            "Face shape: (57, 57, 3), x1=266, x2=323, y1=532, y2=589\n",
            "Face shape: (80, 80, 3), x1=1876, x2=1956, y1=739, y2=819\n",
            "Face shape: (115, 115, 3), x1=412, x2=527, y1=172, y2=287\n",
            "Face shape: (113, 113, 3), x1=264, x2=377, y1=207, y2=320\n",
            "Face shape: (80, 80, 3), x1=829, x2=909, y1=674, y2=754\n",
            "Face shape: (95, 95, 3), x1=1100, x2=1195, y1=534, y2=629\n",
            "Face shape: (80, 80, 3), x1=127, x2=207, y1=80, y2=160\n",
            "Face shape: (190, 190, 3), x1=921, x2=1111, y1=206, y2=396\n",
            "Face shape: (80, 80, 3), x1=1876, x2=1956, y1=739, y2=819\n",
            "Face shape: (95, 95, 3), x1=1235, x2=1330, y1=932, y2=1027\n",
            "Face shape: (136, 136, 3), x1=194, x2=330, y1=34, y2=170\n",
            "Face shape: (225, 225, 3), x1=75, x2=300, y1=94, y2=319\n",
            "Face shape: (67, 67, 3), x1=983, x2=1050, y1=610, y2=677\n",
            "Face shape: (95, 95, 3), x1=404, x2=499, y1=150, y2=245\n",
            "Face shape: (161, 161, 3), x1=809, x2=970, y1=310, y2=471\n",
            "Face shape: (136, 136, 3), x1=487, x2=623, y1=306, y2=442\n",
            "Face shape: (95, 95, 3), x1=1100, x2=1195, y1=534, y2=629\n",
            "Face shape: (47, 47, 3), x1=23, x2=70, y1=47, y2=94\n",
            "Face shape: (80, 80, 3), x1=829, x2=909, y1=674, y2=754\n",
            "Face shape: (79, 79, 3), x1=66, x2=145, y1=19, y2=98\n",
            "Face shape: (320, 320, 3), x1=187, x2=507, y1=53, y2=373\n",
            "Face shape: (113, 113, 3), x1=265, x2=378, y1=28, y2=141\n",
            "Face shape: (161, 161, 3), x1=335, x2=496, y1=362, y2=523\n",
            "Face shape: (161, 161, 3), x1=806, x2=967, y1=322, y2=483\n",
            "Face shape: (80, 80, 3), x1=512, x2=592, y1=384, y2=464\n",
            "Face shape: (48, 48, 3), x1=196, x2=244, y1=12, y2=60\n",
            "Face shape: (135, 135, 3), x1=451, x2=586, y1=384, y2=519\n",
            "Face shape: (96, 96, 3), x1=152, x2=248, y1=48, y2=144\n",
            "Face shape: (81, 81, 3), x1=168, x2=249, y1=108, y2=189\n",
            "Face shape: (48, 48, 3), x1=104, x2=152, y1=572, y2=620\n",
            "Face shape: (47, 47, 3), x1=1149, x2=1196, y1=367, y2=414\n",
            "Face shape: (80, 80, 3), x1=1342, x2=1422, y1=782, y2=862\n",
            "Face shape: (47, 47, 3), x1=79, x2=126, y1=202, y2=249\n",
            "Face shape: (320, 320, 3), x1=640, x2=960, y1=266, y2=586\n",
            "Face shape: (382, 382, 3), x1=351, x2=733, y1=159, y2=541\n",
            "Face shape: (225, 225, 3), x1=206, x2=431, y1=112, y2=337\n",
            "Face shape: (68, 68, 3), x1=624, x2=692, y1=107, y2=175\n",
            "Face shape: (113, 113, 3), x1=834, x2=947, y1=332, y2=445\n",
            "Face shape: (161, 161, 3), x1=444, x2=605, y1=646, y2=807\n",
            "Face shape: (95, 95, 3), x1=1100, x2=1195, y1=534, y2=629\n",
            "Face shape: (95, 95, 3), x1=1618, x2=1713, y1=725, y2=820\n",
            "Face shape: (47, 47, 3), x1=422, x2=469, y1=39, y2=86\n",
            "Face shape: (48, 48, 3), x1=1332, x2=1380, y1=596, y2=644\n",
            "Face shape: (66, 66, 3), x1=11, x2=77, y1=16, y2=82\n",
            "Face shape: (266, 266, 3), x1=289, x2=555, y1=133, y2=399\n",
            "Face shape: (67, 67, 3), x1=1334, x2=1401, y1=576, y2=643\n",
            "Face shape: (95, 95, 3), x1=876, x2=971, y1=550, y2=645\n",
            "Face shape: (272, 272, 3), x1=454, x2=726, y1=227, y2=499\n",
            "Face shape: (113, 113, 3), x1=207, x2=320, y1=84, y2=197\n",
            "Face shape: (66, 66, 3), x1=0, x2=66, y1=16, y2=82\n",
            "Face shape: (80, 80, 3), x1=1876, x2=1956, y1=739, y2=819\n",
            "Face shape: (112, 112, 3), x1=300, x2=412, y1=37, y2=149\n",
            "Face shape: (81, 81, 3), x1=6, x2=87, y1=87, y2=168\n",
            "Face shape: (114, 114, 3), x1=1315, x2=1429, y1=562, y2=676\n",
            "Face shape: (68, 68, 3), x1=595, x2=663, y1=414, y2=482\n",
            "Face shape: (543, 543, 3), x1=1449, x2=1992, y1=588, y2=1131\n",
            "Face shape: (96, 96, 3), x1=216, x2=312, y1=144, y2=240\n",
            "Face shape: (95, 95, 3), x1=454, x2=549, y1=597, y2=692\n",
            "Face shape: (189, 189, 3), x1=347, x2=536, y1=15, y2=204\n",
            "Face shape: (80, 80, 3), x1=1876, x2=1956, y1=739, y2=819\n",
            "Face shape: (80, 80, 3), x1=829, x2=909, y1=674, y2=754\n",
            "Face shape: (162, 162, 3), x1=67, x2=229, y1=67, y2=229\n",
            "Face shape: (57, 57, 3), x1=171, x2=228, y1=119, y2=176\n",
            "Face shape: (67, 67, 3), x1=215, x2=282, y1=84, y2=151\n",
            "Face shape: (48, 48, 3), x1=180, x2=228, y1=68, y2=116\n",
            "Face shape: (96, 96, 3), x1=441, x2=537, y1=48, y2=144\n",
            "Face shape: (324, 324, 3), x1=162, x2=486, y1=108, y2=432\n",
            "Face shape: (230, 230, 3), x1=172, x2=402, y1=57, y2=287\n",
            "Face shape: (138, 138, 3), x1=92, x2=230, y1=46, y2=184\n",
            "Face shape: (158, 158, 3), x1=397, x2=555, y1=92, y2=250\n",
            "Face shape: (48, 48, 3), x1=40, x2=88, y1=12, y2=60\n",
            "Face shape: (454, 454, 3), x1=113, x2=567, y1=113, y2=567\n",
            "Face shape: (113, 113, 3), x1=407, x2=520, y1=180, y2=293\n",
            "Face shape: (80, 80, 3), x1=666, x2=746, y1=370, y2=450\n",
            "Face shape: (95, 95, 3), x1=182, x2=277, y1=39, y2=134\n",
            "Face shape: (57, 57, 3), x1=252, x2=309, y1=209, y2=266\n",
            "Face shape: (192, 192, 3), x1=624, x2=816, y1=80, y2=272\n",
            "Face shape: (137, 137, 3), x1=137, x2=274, y1=57, y2=194\n",
            "Face shape: (164, 164, 3), x1=54, x2=218, y1=68, y2=232\n",
            "Face shape: (222, 222, 3), x1=389, x2=611, y1=0, y2=222\n",
            "Face shape: (115, 115, 3), x1=67, x2=182, y1=19, y2=134\n",
            "Face shape: (67, 67, 3), x1=28, x2=95, y1=28, y2=95\n",
            "Face shape: (113, 113, 3), x1=94, x2=207, y1=75, y2=188\n",
            "Face shape: (96, 96, 3), x1=544, x2=640, y1=232, y2=328\n",
            "Face shape: (96, 96, 3), x1=113, x2=209, y1=16, y2=112\n",
            "Face shape: (134, 134, 3), x1=56, x2=190, y1=112, y2=246\n",
            "Face shape: (68, 68, 3), x1=300, x2=368, y1=113, y2=181\n",
            "Face shape: (80, 80, 3), x1=181, x2=261, y1=269, y2=349\n",
            "Face shape: (95, 95, 3), x1=428, x2=523, y1=63, y2=158\n",
            "Face shape: (230, 230, 3), x1=442, x2=672, y1=461, y2=691\n",
            "Face shape: (113, 113, 3), x1=282, x2=395, y1=75, y2=188\n",
            "Face shape: (67, 67, 3), x1=107, x2=174, y1=73, y2=140\n",
            "Face shape: (95, 95, 3), x1=126, x2=221, y1=15, y2=110\n",
            "Face shape: (80, 80, 3), x1=107, x2=187, y1=53, y2=133\n",
            "Face shape: (46, 46, 3), x1=27, x2=73, y1=11, y2=57\n",
            "Face shape: (80, 80, 3), x1=767, x2=847, y1=397, y2=477\n",
            "Face shape: (48, 48, 3), x1=64, x2=112, y1=28, y2=76\n",
            "Face shape: (56, 56, 3), x1=322, x2=378, y1=123, y2=179\n",
            "Face shape: (56, 56, 3), x1=56, x2=112, y1=9, y2=65\n",
            "Face shape: (231, 231, 3), x1=96, x2=327, y1=96, y2=327\n",
            "Face shape: (113, 113, 3), x1=265, x2=378, y1=47, y2=160\n",
            "Face shape: (56, 56, 3), x1=231, x2=287, y1=89, y2=145\n",
            "Face shape: (81, 81, 3), x1=218, x2=299, y1=40, y2=121\n",
            "Face shape: (452, 452, 3), x1=377, x2=829, y1=75, y2=527\n",
            "Face shape: (68, 68, 3), x1=182, x2=250, y1=79, y2=147\n",
            "Face shape: (774, 774, 3), x1=580, x2=1354, y1=322, y2=1096\n",
            "Face shape: (81, 81, 3), x1=155, x2=236, y1=33, y2=114\n",
            "Face shape: (80, 80, 3), x1=333, x2=413, y1=33, y2=113\n",
            "Face shape: (227, 227, 3), x1=322, x2=549, y1=132, y2=359\n",
            "Face shape: (81, 81, 3), x1=244, x2=325, y1=101, y2=182\n",
            "Face shape: (768, 768, 3), x1=320, x2=1088, y1=256, y2=1024\n",
            "Face shape: (48, 48, 3), x1=124, x2=172, y1=12, y2=60\n",
            "Face shape: (113, 113, 3), x1=424, x2=537, y1=103, y2=216\n",
            "Face shape: (96, 96, 3), x1=136, x2=232, y1=88, y2=184\n",
            "Face shape: (112, 112, 3), x1=187, x2=299, y1=28, y2=140\n",
            "Face shape: (135, 135, 3), x1=214, x2=349, y1=33, y2=168\n",
            "Face shape: (68, 68, 3), x1=301, x2=369, y1=45, y2=113\n",
            "Face shape: (162, 162, 3), x1=461, x2=623, y1=244, y2=406\n",
            "Face shape: (136, 136, 3), x1=113, x2=249, y1=79, y2=215\n",
            "Face shape: (926, 926, 3), x1=231, x2=1157, y1=154, y2=1080\n",
            "Face shape: (323, 323, 3), x1=377, x2=700, y1=53, y2=376\n",
            "Face shape: (113, 113, 3), x1=235, x2=348, y1=47, y2=160\n",
            "Face shape: (67, 67, 3), x1=1433, x2=1500, y1=1745, y2=1812\n",
            "Face shape: (47, 47, 3), x1=99, x2=146, y1=91, y2=138\n",
            "Face shape: (114, 114, 3), x1=523, x2=637, y1=57, y2=171\n",
            "Face shape: (96, 96, 3), x1=184, x2=280, y1=32, y2=128\n",
            "Face shape: (95, 95, 3), x1=342, x2=437, y1=39, y2=134\n",
            "Face shape: (56, 56, 3), x1=80, x2=136, y1=33, y2=89\n",
            "Face shape: (322, 322, 3), x1=457, x2=779, y1=53, y2=375\n",
            "Face shape: (96, 96, 3), x1=314, x2=410, y1=72, y2=168\n",
            "Face shape: (227, 227, 3), x1=435, x2=662, y1=113, y2=340\n",
            "Face shape: (160, 160, 3), x1=427, x2=587, y1=80, y2=240\n",
            "Face shape: (48, 48, 3), x1=136, x2=184, y1=40, y2=88\n",
            "Face shape: (873, 873, 3), x1=0, x2=873, y1=72, y2=945\n",
            "Face shape: (264, 264, 3), x1=154, x2=418, y1=110, y2=374\n",
            "Face shape: (272, 272, 3), x1=68, x2=340, y1=45, y2=317\n",
            "Face shape: (48, 48, 3), x1=236, x2=284, y1=56, y2=104\n",
            "Face shape: (96, 96, 3), x1=144, x2=240, y1=32, y2=128\n",
            "Face shape: (67, 67, 3), x1=214, x2=281, y1=62, y2=129\n",
            "Face shape: (541, 541, 3), x1=135, x2=676, y1=90, y2=631\n",
            "Face shape: (159, 159, 3), x1=66, x2=225, y1=53, y2=212\n",
            "Face shape: (192, 192, 3), x1=96, x2=288, y1=0, y2=192\n",
            "Face shape: (112, 112, 3), x1=75, x2=187, y1=75, y2=187\n",
            "Face shape: (231, 231, 3), x1=269, x2=500, y1=38, y2=269\n",
            "Face shape: (48, 48, 3), x1=36, x2=84, y1=20, y2=68\n",
            "Face shape: (80, 80, 3), x1=269, x2=349, y1=87, y2=167\n",
            "Face shape: (460, 460, 3), x1=882, x2=1342, y1=230, y2=690\n",
            "Face shape: (113, 113, 3), x1=217, x2=330, y1=75, y2=188\n",
            "Face shape: (96, 96, 3), x1=161, x2=257, y1=64, y2=160\n",
            "Face shape: (67, 67, 3), x1=447, x2=514, y1=124, y2=191\n",
            "Face shape: (228, 228, 3), x1=456, x2=684, y1=38, y2=266\n",
            "Face shape: (325, 325, 3), x1=352, x2=677, y1=189, y2=514\n",
            "Face shape: (160, 160, 3), x1=669, x2=829, y1=281, y2=441\n",
            "Face shape: (67, 67, 3), x1=739, x2=806, y1=107, y2=174\n",
            "Face shape: (96, 96, 3), x1=424, x2=520, y1=104, y2=200\n",
            "Face shape: (67, 67, 3), x1=163, x2=230, y1=84, y2=151\n",
            "Face shape: (136, 136, 3), x1=215, x2=351, y1=56, y2=192\n",
            "Face shape: (136, 136, 3), x1=79, x2=215, y1=79, y2=215\n",
            "Face shape: (114, 114, 3), x1=564, x2=678, y1=238, y2=352\n",
            "Face shape: (194, 194, 3), x1=32, x2=226, y1=48, y2=242\n",
            "Face shape: (48, 48, 3), x1=112, x2=160, y1=16, y2=64\n",
            "Face shape: (113, 113, 3), x1=313, x2=426, y1=18, y2=131\n",
            "Face shape: (114, 114, 3), x1=210, x2=324, y1=38, y2=152\n",
            "Face shape: (323, 323, 3), x1=1212, x2=1535, y1=889, y2=1212\n",
            "Face shape: (96, 96, 3), x1=168, x2=264, y1=136, y2=232\n",
            "Face shape: (67, 67, 3), x1=39, x2=106, y1=5, y2=72\n",
            "Face shape: (114, 114, 3), x1=181, x2=295, y1=95, y2=209\n",
            "Face shape: (68, 68, 3), x1=28, x2=96, y1=17, y2=85\n",
            "Face shape: (225, 225, 3), x1=225, x2=450, y1=56, y2=281\n",
            "Face shape: (161, 161, 3), x1=80, x2=241, y1=268, y2=429\n",
            "Face shape: (228, 228, 3), x1=247, x2=475, y1=95, y2=323\n",
            "Face shape: (68, 68, 3), x1=56, x2=124, y1=11, y2=79\n",
            "Face shape: (113, 113, 3), x1=471, x2=584, y1=28, y2=141\n",
            "Face shape: (266, 266, 3), x1=111, x2=377, y1=66, y2=332\n",
            "Face shape: (67, 67, 3), x1=112, x2=179, y1=72, y2=139\n",
            "Face shape: (96, 96, 3), x1=192, x2=288, y1=424, y2=520\n",
            "Face shape: (47, 47, 3), x1=214, x2=261, y1=23, y2=70\n",
            "Face shape: (96, 96, 3), x1=216, x2=312, y1=96, y2=192\n",
            "Face shape: (159, 159, 3), x1=226, x2=385, y1=39, y2=198\n",
            "Face shape: (383, 383, 3), x1=861, x2=1244, y1=95, y2=478\n",
            "Face shape: (113, 113, 3), x1=179, x2=292, y1=47, y2=160\n",
            "Face shape: (230, 230, 3), x1=173, x2=403, y1=38, y2=268\n",
            "Face shape: (161, 161, 3), x1=1450, x2=1611, y1=295, y2=456\n",
            "Face shape: (134, 134, 3), x1=348, x2=482, y1=67, y2=201\n",
            "Face shape: (81, 81, 3), x1=250, x2=331, y1=81, y2=162\n",
            "Face shape: (161, 161, 3), x1=188, x2=349, y1=188, y2=349\n",
            "Face shape: (57, 57, 3), x1=123, x2=180, y1=47, y2=104\n",
            "Face shape: (114, 114, 3), x1=363, x2=477, y1=57, y2=171\n",
            "Face shape: (67, 67, 3), x1=135, x2=202, y1=124, y2=191\n",
            "Face shape: (94, 94, 3), x1=70, x2=164, y1=47, y2=141\n",
            "Face shape: (762, 762, 3), x1=190, x2=952, y1=190, y2=952\n",
            "Face shape: (159, 159, 3), x1=119, x2=278, y1=53, y2=212\n",
            "Face shape: (113, 113, 3), x1=142, x2=255, y1=85, y2=198\n",
            "Face shape: (161, 161, 3), x1=80, x2=241, y1=40, y2=201\n",
            "Face shape: (67, 67, 3), x1=124, x2=191, y1=169, y2=236\n",
            "Face shape: (96, 96, 3), x1=168, x2=264, y1=96, y2=192\n",
            "Face shape: (134, 134, 3), x1=235, x2=369, y1=78, y2=212\n",
            "Face shape: (47, 47, 3), x1=71, x2=118, y1=15, y2=62\n",
            "Face shape: (159, 159, 3), x1=93, x2=252, y1=53, y2=212\n",
            "Face shape: (94, 94, 3), x1=94, x2=188, y1=86, y2=180\n",
            "Face shape: (67, 67, 3), x1=463, x2=530, y1=45, y2=112\n",
            "Face shape: (80, 80, 3), x1=228, x2=308, y1=140, y2=220\n",
            "Face shape: (135, 135, 3), x1=822, x2=957, y1=146, y2=281\n",
            "Face shape: (190, 190, 3), x1=333, x2=523, y1=47, y2=237\n",
            "Face shape: (94, 94, 3), x1=62, x2=156, y1=31, y2=125\n",
            "Face shape: (113, 113, 3), x1=188, x2=301, y1=197, y2=310\n",
            "Face shape: (67, 67, 3), x1=118, x2=185, y1=78, y2=145\n",
            "Face shape: (115, 115, 3), x1=96, x2=211, y1=77, y2=192\n",
            "Face shape: (80, 80, 3), x1=281, x2=361, y1=46, y2=126\n",
            "Face shape: (328, 328, 3), x1=492, x2=820, y1=27, y2=355\n",
            "Face shape: (56, 56, 3), x1=208, x2=264, y1=104, y2=160\n",
            "Face shape: (113, 113, 3), x1=435, x2=548, y1=56, y2=169\n",
            "Face shape: (96, 96, 3), x1=226, x2=322, y1=32, y2=128\n",
            "Face shape: (96, 96, 3), x1=281, x2=377, y1=96, y2=192\n",
            "Face shape: (162, 162, 3), x1=352, x2=514, y1=54, y2=216\n",
            "Face shape: (80, 80, 3), x1=828, x2=908, y1=424, y2=504\n",
            "Face shape: (137, 137, 3), x1=171, x2=308, y1=34, y2=171\n",
            "Face shape: (81, 81, 3), x1=398, x2=479, y1=81, y2=162\n",
            "Face shape: (56, 56, 3), x1=70, x2=126, y1=4, y2=60\n",
            "Face shape: (95, 95, 3), x1=295, x2=390, y1=79, y2=174\n",
            "Face shape: (80, 80, 3), x1=206, x2=286, y1=80, y2=160\n",
            "Face shape: (450, 450, 3), x1=112, x2=562, y1=112, y2=562\n",
            "Face shape: (324, 324, 3), x1=1244, x2=1568, y1=405, y2=729\n",
            "Face shape: (112, 112, 3), x1=150, x2=262, y1=28, y2=140\n",
            "Face shape: (67, 67, 3), x1=305, x2=372, y1=96, y2=163\n",
            "Face shape: (79, 79, 3), x1=53, x2=132, y1=19, y2=98\n",
            "Face shape: (80, 80, 3), x1=121, x2=201, y1=60, y2=140\n",
            "Face shape: (80, 80, 3), x1=269, x2=349, y1=26, y2=106\n",
            "Face shape: (192, 192, 3), x1=337, x2=529, y1=96, y2=288\n",
            "Face shape: (194, 194, 3), x1=48, x2=242, y1=64, y2=258\n",
            "Face shape: (381, 381, 3), x1=381, x2=762, y1=636, y2=1017\n",
            "Face shape: (159, 159, 3), x1=319, x2=478, y1=159, y2=318\n",
            "Face shape: (113, 113, 3), x1=397, x2=510, y1=18, y2=131\n",
            "Face shape: (80, 80, 3), x1=1225, x2=1305, y1=625, y2=705\n",
            "Face shape: (68, 68, 3), x1=494, x2=562, y1=85, y2=153\n",
            "Face shape: (134, 134, 3), x1=764, x2=898, y1=168, y2=302\n",
            "Face shape: (56, 56, 3), x1=94, x2=150, y1=75, y2=131\n",
            "Face shape: (114, 114, 3), x1=143, x2=257, y1=153, y2=267\n",
            "Face shape: (80, 80, 3), x1=207, x2=287, y1=33, y2=113\n",
            "Face shape: (81, 81, 3), x1=102, x2=183, y1=54, y2=135\n",
            "Face shape: (67, 67, 3), x1=214, x2=281, y1=90, y2=157\n",
            "Face shape: (158, 158, 3), x1=52, x2=210, y1=39, y2=197\n",
            "Face shape: (272, 272, 3), x1=794, x2=1066, y1=249, y2=521\n",
            "Face shape: (384, 384, 3), x1=224, x2=608, y1=64, y2=448\n",
            "Face shape: (80, 80, 3), x1=328, x2=408, y1=114, y2=194\n",
            "Face shape: (133, 133, 3), x1=33, x2=166, y1=77, y2=210\n",
            "Face shape: (48, 48, 3), x1=72, x2=120, y1=44, y2=92\n",
            "Face shape: (57, 57, 3), x1=329, x2=386, y1=276, y2=333\n",
            "Face shape: (190, 190, 3), x1=174, x2=364, y1=444, y2=634\n",
            "Face shape: (230, 230, 3), x1=287, x2=517, y1=134, y2=364\n",
            "Face shape: (163, 163, 3), x1=272, x2=435, y1=27, y2=190\n",
            "Face shape: (132, 132, 3), x1=110, x2=242, y1=55, y2=187\n",
            "Face shape: (393, 393, 3), x1=98, x2=491, y1=98, y2=491\n",
            "Face shape: (134, 134, 3), x1=279, x2=413, y1=11, y2=145\n",
            "Face shape: (67, 67, 3), x1=151, x2=218, y1=39, y2=106\n",
            "Face shape: (47, 47, 3), x1=131, x2=178, y1=7, y2=54\n",
            "Face shape: (136, 136, 3), x1=79, x2=215, y1=102, y2=238\n",
            "Face shape: (137, 137, 3), x1=172, x2=309, y1=45, y2=182\n",
            "Face shape: (384, 384, 3), x1=160, x2=544, y1=192, y2=576\n",
            "Face shape: (96, 96, 3), x1=0, x2=96, y1=24, y2=120\n",
            "Face shape: (67, 67, 3), x1=298, x2=365, y1=101, y2=168\n",
            "Face shape: (68, 68, 3), x1=533, x2=601, y1=153, y2=221\n",
            "Face shape: (1520, 1520, 3), x1=380, x2=1900, y1=380, y2=1900\n",
            "Face shape: (137, 137, 3), x1=160, x2=297, y1=45, y2=182\n",
            "Face shape: (79, 79, 3), x1=99, x2=178, y1=26, y2=105\n",
            "Face shape: (112, 112, 3), x1=178, x2=290, y1=37, y2=149\n",
            "Face shape: (192, 192, 3), x1=304, x2=496, y1=208, y2=400\n",
            "Face shape: (47, 47, 3), x1=198, x2=245, y1=59, y2=106\n",
            "Face shape: (113, 113, 3), x1=179, x2=292, y1=28, y2=141\n",
            "Face shape: (79, 79, 3), x1=173, x2=252, y1=13, y2=92\n",
            "Face shape: (95, 95, 3), x1=55, x2=150, y1=23, y2=118\n",
            "Face shape: (227, 227, 3), x1=0, x2=227, y1=37, y2=264\n",
            "Face shape: (113, 113, 3), x1=56, x2=169, y1=56, y2=169\n",
            "Face shape: (96, 96, 3), x1=168, x2=264, y1=40, y2=136\n",
            "Face shape: (80, 80, 3), x1=140, x2=220, y1=40, y2=120\n",
            "Face shape: (113, 113, 3), x1=56, x2=169, y1=28, y2=141\n",
            "Face shape: (192, 192, 3), x1=160, x2=352, y1=112, y2=304\n",
            "Face shape: (189, 189, 3), x1=63, x2=252, y1=31, y2=220\n",
            "Face shape: (94, 94, 3), x1=101, x2=195, y1=62, y2=156\n",
            "Face shape: (194, 194, 3), x1=259, x2=453, y1=129, y2=323\n",
            "Face shape: (56, 56, 3), x1=61, x2=117, y1=132, y2=188\n",
            "Face shape: (383, 383, 3), x1=1055, x2=1438, y1=575, y2=958\n",
            "Face shape: (223, 223, 3), x1=111, x2=334, y1=55, y2=278\n",
            "Face shape: (134, 134, 3), x1=471, x2=605, y1=33, y2=167\n",
            "Face shape: (137, 137, 3), x1=342, x2=479, y1=68, y2=205\n",
            "Face shape: (158, 158, 3), x1=224, x2=382, y1=39, y2=197\n",
            "Face shape: (231, 231, 3), x1=0, x2=231, y1=57, y2=288\n",
            "Face shape: (68, 68, 3), x1=273, x2=341, y1=34, y2=102\n",
            "Face shape: (161, 161, 3), x1=148, x2=309, y1=53, y2=214\n",
            "Face shape: (190, 190, 3), x1=47, x2=237, y1=31, y2=221\n",
            "Face shape: (163, 163, 3), x1=231, x2=394, y1=81, y2=244\n",
            "Face shape: (136, 136, 3), x1=227, x2=363, y1=56, y2=192\n",
            "Face shape: (455, 455, 3), x1=569, x2=1024, y1=151, y2=606\n",
            "Face shape: (186, 186, 3), x1=62, x2=248, y1=31, y2=217\n",
            "Face shape: (67, 67, 3), x1=1427, x2=1494, y1=1535, y2=1602\n",
            "Face shape: (134, 134, 3), x1=134, x2=268, y1=44, y2=178\n",
            "Face shape: (67, 67, 3), x1=157, x2=224, y1=16, y2=83\n",
            "Face shape: (161, 161, 3), x1=431, x2=592, y1=175, y2=336\n",
            "Face shape: (47, 47, 3), x1=207, x2=254, y1=91, y2=138\n",
            "Face shape: (80, 80, 3), x1=80, x2=160, y1=26, y2=106\n",
            "Face shape: (80, 80, 3), x1=269, x2=349, y1=101, y2=181\n",
            "Face shape: (96, 96, 3), x1=96, x2=192, y1=96, y2=192\n",
            "Face shape: (68, 68, 3), x1=227, x2=295, y1=124, y2=192\n",
            "Face shape: (48, 48, 3), x1=72, x2=120, y1=52, y2=100\n",
            "Face shape: (67, 67, 3), x1=84, x2=151, y1=39, y2=106\n",
            "Face shape: (80, 80, 3), x1=354, x2=434, y1=113, y2=193\n",
            "Face shape: (67, 67, 3), x1=548, x2=615, y1=333, y2=400\n",
            "Face shape: (96, 96, 3), x1=337, x2=433, y1=48, y2=144\n",
            "Face shape: (46, 46, 3), x1=31, x2=77, y1=15, y2=61\n",
            "Face shape: (227, 227, 3), x1=776, x2=1003, y1=18, y2=245\n",
            "Face shape: (67, 67, 3), x1=417, x2=484, y1=107, y2=174\n",
            "Face shape: (81, 81, 3), x1=128, x2=209, y1=115, y2=196\n",
            "Face shape: (161, 161, 3), x1=201, x2=362, y1=107, y2=268\n",
            "Face shape: (655, 655, 3), x1=273, x2=928, y1=218, y2=873\n",
            "Face shape: (47, 47, 3), x1=719, x2=766, y1=459, y2=506\n",
            "Face shape: (47, 47, 3), x1=531, x2=578, y1=255, y2=302\n",
            "Face shape: (47, 47, 3), x1=299, x2=346, y1=135, y2=182\n",
            "Face shape: (48, 48, 3), x1=280, x2=328, y1=24, y2=72\n",
            "Face shape: (96, 96, 3), x1=377, x2=473, y1=465, y2=561\n",
            "Face shape: (136, 136, 3), x1=192, x2=328, y1=215, y2=351\n",
            "Face shape: (111, 111, 3), x1=74, x2=185, y1=37, y2=148\n",
            "Face shape: (274, 274, 3), x1=251, x2=525, y1=45, y2=319\n",
            "Face shape: (189, 189, 3), x1=15, x2=204, y1=126, y2=315\n",
            "Face shape: (47, 47, 3), x1=771, x2=818, y1=239, y2=286\n",
            "Face shape: (67, 67, 3), x1=364, x2=431, y1=78, y2=145\n",
            "Face shape: (137, 137, 3), x1=228, x2=365, y1=102, y2=239\n",
            "Face shape: (48, 48, 3), x1=132, x2=180, y1=200, y2=248\n",
            "Face shape: (81, 81, 3), x1=236, x2=317, y1=101, y2=182\n",
            "Face shape: (57, 57, 3), x1=33, x2=90, y1=61, y2=118\n",
            "Face shape: (47, 47, 3), x1=355, x2=402, y1=215, y2=262\n",
            "Face shape: (96, 96, 3), x1=232, x2=328, y1=176, y2=272\n",
            "Face shape: (48, 48, 3), x1=60, x2=108, y1=276, y2=324\n",
            "Face shape: (112, 112, 3), x1=263, x2=375, y1=47, y2=159\n",
            "Face shape: (48, 48, 3), x1=392, x2=440, y1=56, y2=104\n",
            "Face shape: (96, 96, 3), x1=392, x2=488, y1=160, y2=256\n",
            "Face shape: (80, 80, 3), x1=181, x2=261, y1=363, y2=443\n",
            "Face shape: (80, 80, 3), x1=646, x2=726, y1=175, y2=255\n",
            "Face shape: (189, 189, 3), x1=189, x2=378, y1=126, y2=315\n",
            "Face shape: (113, 113, 3), x1=445, x2=558, y1=236, y2=349\n",
            "Face shape: (67, 67, 3), x1=493, x2=560, y1=89, y2=156\n",
            "Face shape: (136, 136, 3), x1=557, x2=693, y1=91, y2=227\n",
            "Face shape: (138, 138, 3), x1=276, x2=414, y1=69, y2=207\n",
            "Face shape: (114, 114, 3), x1=323, x2=437, y1=275, y2=389\n",
            "Face shape: (113, 113, 3), x1=436, x2=549, y1=9, y2=122\n",
            "Face shape: (136, 136, 3), x1=760, x2=896, y1=261, y2=397\n",
            "Face shape: (191, 191, 3), x1=111, x2=302, y1=95, y2=286\n",
            "Face shape: (95, 95, 3), x1=727, x2=822, y1=31, y2=126\n",
            "Face shape: (47, 47, 3), x1=259, x2=306, y1=211, y2=258\n",
            "Face shape: (95, 95, 3), x1=287, x2=382, y1=0, y2=95\n",
            "Face shape: (191, 191, 3), x1=495, x2=686, y1=175, y2=366\n",
            "Face shape: (80, 80, 3), x1=248, x2=328, y1=121, y2=201\n",
            "Face shape: (114, 114, 3), x1=399, x2=513, y1=123, y2=237\n",
            "Face shape: (57, 57, 3), x1=200, x2=257, y1=180, y2=237\n",
            "Face shape: (80, 80, 3), x1=435, x2=515, y1=133, y2=213\n",
            "Face shape: (136, 136, 3), x1=590, x2=726, y1=317, y2=453\n",
            "Face shape: (47, 47, 3), x1=531, x2=578, y1=255, y2=302\n",
            "Face shape: (47, 47, 3), x1=531, x2=578, y1=255, y2=302\n",
            "Face shape: (95, 95, 3), x1=468, x2=563, y1=55, y2=150\n",
            "Face shape: (80, 80, 3), x1=93, x2=173, y1=160, y2=240\n",
            "Face shape: (114, 114, 3), x1=342, x2=456, y1=28, y2=142\n",
            "Face shape: (57, 57, 3), x1=233, x2=290, y1=195, y2=252\n",
            "Face shape: (47, 47, 3), x1=319, x2=366, y1=319, y2=366\n",
            "Face shape: (80, 80, 3), x1=343, x2=423, y1=60, y2=140\n",
            "Face shape: (113, 113, 3), x1=740, x2=853, y1=170, y2=283\n",
            "Face shape: (47, 47, 3), x1=307, x2=354, y1=23, y2=70\n",
            "Face shape: (134, 134, 3), x1=179, x2=313, y1=112, y2=246\n",
            "Face shape: (48, 48, 3), x1=336, x2=384, y1=60, y2=108\n",
            "Face shape: (48, 48, 3), x1=280, x2=328, y1=232, y2=280\n",
            "Face shape: (48, 48, 3), x1=164, x2=212, y1=168, y2=216\n",
            "Face shape: (47, 47, 3), x1=355, x2=402, y1=215, y2=262\n",
            "Face shape: (323, 323, 3), x1=431, x2=754, y1=377, y2=700\n",
            "Face shape: (113, 113, 3), x1=465, x2=578, y1=113, y2=226\n",
            "Face shape: (80, 80, 3), x1=120, x2=200, y1=60, y2=140\n",
            "Face shape: (137, 137, 3), x1=68, x2=205, y1=80, y2=217\n",
            "Face shape: (137, 137, 3), x1=344, x2=481, y1=34, y2=171\n",
            "Face shape: (48, 48, 3), x1=340, x2=388, y1=352, y2=400\n",
            "Face shape: (114, 114, 3), x1=210, x2=324, y1=38, y2=152\n",
            "Face shape: (113, 113, 3), x1=757, x2=870, y1=180, y2=293\n",
            "Face shape: (114, 114, 3), x1=248, x2=362, y1=133, y2=247\n",
            "Face shape: (47, 47, 3), x1=531, x2=578, y1=255, y2=302\n",
            "Face shape: (135, 135, 3), x1=385, x2=520, y1=135, y2=270\n",
            "Face shape: (96, 96, 3), x1=536, x2=632, y1=264, y2=360\n",
            "Face shape: (114, 114, 3), x1=1541, x2=1655, y1=371, y2=485\n",
            "Face shape: (229, 229, 3), x1=38, x2=267, y1=783, y2=1012\n",
            "Face shape: (114, 114, 3), x1=190, x2=304, y1=124, y2=238\n",
            "Face shape: (47, 47, 3), x1=598, x2=645, y1=287, y2=334\n",
            "Face shape: (80, 80, 3), x1=370, x2=450, y1=282, y2=362\n",
            "Face shape: (160, 160, 3), x1=53, x2=213, y1=40, y2=200\n",
            "Face shape: (225, 225, 3), x1=243, x2=468, y1=0, y2=225\n",
            "Face shape: (47, 47, 3), x1=355, x2=402, y1=215, y2=262\n",
            "Face shape: (47, 47, 3), x1=531, x2=578, y1=255, y2=302\n",
            "Face shape: (47, 47, 3), x1=827, x2=874, y1=231, y2=278\n",
            "Face shape: (191, 191, 3), x1=1740, x2=1931, y1=415, y2=606\n",
            "Face shape: (96, 96, 3), x1=496, x2=592, y1=72, y2=168\n",
            "Face shape: (67, 67, 3), x1=465, x2=532, y1=44, y2=111\n",
            "Face shape: (114, 114, 3), x1=162, x2=276, y1=248, y2=362\n",
            "Face shape: (80, 80, 3), x1=188, x2=268, y1=121, y2=201\n",
            "Face shape: (57, 57, 3), x1=247, x2=304, y1=38, y2=95\n",
            "Face shape: (113, 113, 3), x1=284, x2=397, y1=189, y2=302\n",
            "Face shape: (96, 96, 3), x1=745, x2=841, y1=953, y2=1049\n",
            "Face shape: (80, 80, 3), x1=255, x2=335, y1=114, y2=194\n",
            "Face shape: (226, 226, 3), x1=18, x2=244, y1=56, y2=282\n",
            "Face shape: (96, 96, 3), x1=346, x2=442, y1=24, y2=120\n",
            "Face shape: (96, 96, 3), x1=464, x2=560, y1=200, y2=296\n",
            "Face shape: (161, 161, 3), x1=362, x2=523, y1=201, y2=362\n",
            "Face shape: (135, 135, 3), x1=22, x2=157, y1=56, y2=191\n",
            "Face shape: (96, 96, 3), x1=1101, x2=1197, y1=184, y2=280\n",
            "Face shape: (47, 47, 3), x1=907, x2=954, y1=419, y2=466\n",
            "Face shape: (47, 47, 3), x1=211, x2=258, y1=11, y2=58\n",
            "Face shape: (67, 67, 3), x1=510, x2=577, y1=56, y2=123\n",
            "Face shape: (47, 47, 3), x1=51, x2=98, y1=11, y2=58\n",
            "Face shape: (47, 47, 3), x1=719, x2=766, y1=459, y2=506\n",
            "Face shape: (67, 67, 3), x1=600, x2=667, y1=39, y2=106\n",
            "Face shape: (68, 68, 3), x1=351, x2=419, y1=113, y2=181\n",
            "Face shape: (80, 80, 3), x1=619, x2=699, y1=323, y2=403\n",
            "Face shape: (47, 47, 3), x1=719, x2=766, y1=459, y2=506\n",
            "Face shape: (47, 47, 3), x1=415, x2=462, y1=103, y2=150\n",
            "Face shape: (47, 47, 3), x1=319, x2=366, y1=319, y2=366\n",
            "Face shape: (316, 316, 3), x1=579, x2=895, y1=184, y2=500\n",
            "Face shape: (67, 67, 3), x1=299, x2=366, y1=367, y2=434\n",
            "Face shape: (320, 320, 3), x1=640, x2=960, y1=186, y2=506\n",
            "Face shape: (191, 191, 3), x1=894, x2=1085, y1=495, y2=686\n",
            "Face shape: (67, 67, 3), x1=55, x2=122, y1=145, y2=212\n",
            "Face shape: (56, 56, 3), x1=212, x2=268, y1=113, y2=169\n",
            "Face shape: (112, 112, 3), x1=18, x2=130, y1=46, y2=158\n",
            "Face shape: (80, 80, 3), x1=578, x2=658, y1=20, y2=100\n",
            "Face shape: (48, 48, 3), x1=160, x2=208, y1=100, y2=148\n",
            "Face shape: (135, 135, 3), x1=237, x2=372, y1=22, y2=157\n",
            "Face shape: (96, 96, 3), x1=520, x2=616, y1=160, y2=256\n",
            "Face shape: (273, 273, 3), x1=250, x2=523, y1=205, y2=478\n",
            "Face shape: (47, 47, 3), x1=355, x2=402, y1=215, y2=262\n",
            "Face shape: (47, 47, 3), x1=319, x2=366, y1=319, y2=366\n",
            "Face shape: (48, 48, 3), x1=184, x2=232, y1=8, y2=56\n",
            "Face shape: (114, 114, 3), x1=343, x2=457, y1=66, y2=180\n",
            "Face shape: (272, 272, 3), x1=90, x2=362, y1=90, y2=362\n",
            "Face shape: (47, 47, 3), x1=719, x2=766, y1=459, y2=506\n",
            "Face shape: (81, 81, 3), x1=121, x2=202, y1=67, y2=148\n",
            "Face shape: (275, 275, 3), x1=114, x2=389, y1=22, y2=297\n",
            "Face shape: (80, 80, 3), x1=491, x2=571, y1=53, y2=133\n",
            "Face shape: (81, 81, 3), x1=270, x2=351, y1=54, y2=135\n",
            "Face shape: (47, 47, 3), x1=879, x2=926, y1=203, y2=250\n",
            "Face shape: (47, 47, 3), x1=719, x2=766, y1=459, y2=506\n",
            "Face shape: (113, 113, 3), x1=123, x2=236, y1=123, y2=236\n",
            "Face shape: (47, 47, 3), x1=319, x2=366, y1=163, y2=210\n",
            "Face shape: (80, 80, 3), x1=720, x2=800, y1=67, y2=147\n",
            "Face shape: (136, 136, 3), x1=45, x2=181, y1=34, y2=170\n",
            "Face shape: (113, 113, 3), x1=85, x2=198, y1=37, y2=150\n",
            "Face shape: (67, 67, 3), x1=592, x2=659, y1=310, y2=377\n",
            "Face shape: (67, 67, 3), x1=134, x2=201, y1=22, y2=89\n",
            "Face shape: (133, 133, 3), x1=255, x2=388, y1=33, y2=166\n",
            "Face shape: (67, 67, 3), x1=179, x2=246, y1=39, y2=106\n",
            "Face shape: (80, 80, 3), x1=161, x2=241, y1=188, y2=268\n",
            "Face shape: (47, 47, 3), x1=355, x2=402, y1=215, y2=262\n",
            "Face shape: (323, 323, 3), x1=1778, x2=2101, y1=1670, y2=1993\n",
            "Face shape: (135, 135, 3), x1=555, x2=690, y1=79, y2=214\n",
            "Face shape: (135, 135, 3), x1=226, x2=361, y1=56, y2=191\n",
            "Face shape: (111, 111, 3), x1=223, x2=334, y1=46, y2=157\n",
            "Face shape: (80, 80, 3), x1=269, x2=349, y1=303, y2=383\n",
            "Face shape: (80, 80, 3), x1=390, x2=470, y1=1010, y2=1090\n",
            "Face shape: (57, 57, 3), x1=252, x2=309, y1=14, y2=71\n",
            "Face shape: (191, 191, 3), x1=1293, x2=1484, y1=463, y2=654\n",
            "Face shape: (114, 114, 3), x1=570, x2=684, y1=542, y2=656\n",
            "Face shape: (80, 80, 3), x1=161, x2=241, y1=188, y2=268\n",
            "Face shape: (96, 96, 3), x1=256, x2=352, y1=905, y2=1001\n",
            "Face shape: (80, 80, 3), x1=74, x2=154, y1=13, y2=93\n",
            "Face shape: (137, 137, 3), x1=297, x2=434, y1=80, y2=217\n",
            "Face shape: (113, 113, 3), x1=142, x2=255, y1=85, y2=198\n",
            "Face shape: (114, 114, 3), x1=315, x2=429, y1=28, y2=142\n",
            "Face shape: (96, 96, 3), x1=104, x2=200, y1=96, y2=192\n",
            "Face shape: (47, 47, 3), x1=355, x2=402, y1=215, y2=262\n",
            "Face shape: (113, 113, 3), x1=170, x2=283, y1=777, y2=890\n",
            "Face shape: (96, 96, 3), x1=600, x2=696, y1=1009, y2=1105\n",
            "Face shape: (136, 136, 3), x1=0, x2=136, y1=419, y2=555\n",
            "Face shape: (81, 81, 3), x1=257, x2=338, y1=60, y2=141\n",
            "Face shape: (67, 67, 3), x1=169, x2=236, y1=367, y2=434\n",
            "Face shape: (228, 228, 3), x1=646, x2=874, y1=95, y2=323\n",
            "Face shape: (191, 191, 3), x1=15, x2=206, y1=79, y2=270\n",
            "Face shape: (67, 67, 3), x1=72, x2=139, y1=61, y2=128\n",
            "Face shape: (137, 137, 3), x1=251, x2=388, y1=57, y2=194\n",
            "Face shape: (232, 232, 3), x1=135, x2=367, y1=97, y2=329\n",
            "Face shape: (47, 47, 3), x1=67, x2=114, y1=131, y2=178\n",
            "Face shape: (80, 80, 3), x1=383, x2=463, y1=114, y2=194\n",
            "Face shape: (47, 47, 3), x1=319, x2=366, y1=319, y2=366\n",
            "Face shape: (68, 68, 3), x1=312, x2=380, y1=39, y2=107\n",
            "Face shape: (47, 47, 3), x1=234, x2=281, y1=15, y2=62\n",
            "Face shape: (47, 47, 3), x1=319, x2=366, y1=319, y2=366\n",
            "Face shape: (48, 48, 3), x1=136, x2=184, y1=92, y2=140\n",
            "Face shape: (162, 162, 3), x1=311, x2=473, y1=189, y2=351\n",
            "Face shape: (225, 225, 3), x1=187, x2=412, y1=112, y2=337\n",
            "Face shape: (47, 47, 3), x1=531, x2=578, y1=255, y2=302\n",
            "Face shape: (47, 47, 3), x1=355, x2=402, y1=215, y2=262\n",
            "Face shape: (114, 114, 3), x1=1189, x2=1303, y1=85, y2=199\n",
            "Face shape: (47, 47, 3), x1=827, x2=874, y1=231, y2=278\n",
            "Face shape: (96, 96, 3), x1=436, x2=532, y1=88, y2=184\n",
            "Face shape: (68, 68, 3), x1=459, x2=527, y1=136, y2=204\n",
            "Face shape: (80, 80, 3), x1=303, x2=383, y1=256, y2=336\n",
            "Face shape: (113, 113, 3), x1=84, x2=197, y1=47, y2=160\n",
            "Face shape: (541, 541, 3), x1=180, x2=721, y1=135, y2=676\n",
            "Face shape: (159, 159, 3), x1=199, x2=358, y1=13, y2=172\n",
            "Face shape: (94, 94, 3), x1=94, x2=188, y1=102, y2=196\n",
            "Face shape: (80, 80, 3), x1=113, x2=193, y1=40, y2=120\n",
            "Face shape: (114, 114, 3), x1=133, x2=247, y1=38, y2=152\n",
            "Face shape: (136, 136, 3), x1=79, x2=215, y1=45, y2=181\n",
            "Face shape: (95, 95, 3), x1=87, x2=182, y1=47, y2=142\n",
            "Face shape: (113, 113, 3), x1=113, x2=226, y1=47, y2=160\n",
            "Face shape: (273, 273, 3), x1=273, x2=546, y1=159, y2=432\n",
            "Face shape: (95, 95, 3), x1=79, x2=174, y1=47, y2=142\n",
            "Face shape: (533, 533, 3), x1=311, x2=844, y1=177, y2=710\n",
            "Face shape: (80, 80, 3), x1=241, x2=321, y1=67, y2=147\n",
            "Face shape: (137, 137, 3), x1=57, x2=194, y1=80, y2=217\n",
            "Face shape: (162, 162, 3), x1=27, x2=189, y1=67, y2=229\n",
            "Face shape: (162, 162, 3), x1=311, x2=473, y1=216, y2=378\n",
            "Face shape: (114, 114, 3), x1=76, x2=190, y1=38, y2=152\n",
            "Face shape: (133, 133, 3), x1=55, x2=188, y1=33, y2=166\n",
            "Face shape: (226, 226, 3), x1=245, x2=471, y1=113, y2=339\n",
            "Face shape: (382, 382, 3), x1=891, x2=1273, y1=445, y2=827\n",
            "Face shape: (160, 160, 3), x1=307, x2=467, y1=40, y2=200\n",
            "Face shape: (136, 136, 3), x1=136, x2=272, y1=34, y2=170\n",
            "Face shape: (160, 160, 3), x1=226, x2=386, y1=40, y2=200\n",
            "Face shape: (192, 192, 3), x1=1105, x2=1297, y1=48, y2=240\n",
            "Face shape: (67, 67, 3), x1=311, x2=378, y1=84, y2=151\n",
            "Face shape: (56, 56, 3), x1=75, x2=131, y1=28, y2=84\n",
            "Face shape: (81, 81, 3), x1=47, x2=128, y1=27, y2=108\n",
            "Face shape: (225, 225, 3), x1=18, x2=243, y1=37, y2=262\n",
            "Face shape: (227, 227, 3), x1=568, x2=795, y1=625, y2=852\n",
            "Face shape: (48, 48, 3), x1=48, x2=96, y1=112, y2=160\n",
            "Face shape: (189, 189, 3), x1=47, x2=236, y1=47, y2=236\n",
            "Face shape: (47, 47, 3), x1=67, x2=114, y1=330, y2=377\n",
            "Face shape: (113, 113, 3), x1=208, x2=321, y1=75, y2=188\n",
            "Face shape: (223, 223, 3), x1=354, x2=577, y1=242, y2=465\n",
            "Face shape: (57, 57, 3), x1=195, x2=252, y1=100, y2=157\n",
            "Face shape: (48, 48, 3), x1=72, x2=120, y1=16, y2=64\n",
            "Face shape: (193, 193, 3), x1=258, x2=451, y1=64, y2=257\n",
            "Face shape: (111, 111, 3), x1=167, x2=278, y1=18, y2=129\n",
            "Face shape: (96, 96, 3), x1=112, x2=208, y1=72, y2=168\n",
            "Face shape: (114, 114, 3), x1=153, x2=267, y1=38, y2=152\n",
            "Face shape: (56, 56, 3), x1=137, x2=193, y1=89, y2=145\n",
            "Face shape: (134, 134, 3), x1=145, x2=279, y1=33, y2=167\n",
            "Face shape: (48, 48, 3), x1=232, x2=280, y1=296, y2=344\n",
            "Face shape: (68, 68, 3), x1=255, x2=323, y1=17, y2=85\n",
            "Face shape: (270, 270, 3), x1=676, x2=946, y1=202, y2=472\n",
            "Face shape: (96, 96, 3), x1=96, x2=192, y1=0, y2=96\n",
            "Face shape: (67, 67, 3), x1=259, x2=326, y1=39, y2=106\n",
            "Face shape: (193, 193, 3), x1=210, x2=403, y1=96, y2=289\n",
            "Face shape: (270, 270, 3), x1=67, x2=337, y1=45, y2=315\n",
            "Face shape: (191, 191, 3), x1=303, x2=494, y1=111, y2=302\n",
            "Face shape: (192, 192, 3), x1=288, x2=480, y1=96, y2=288\n",
            "Face shape: (48, 48, 3), x1=216, x2=264, y1=460, y2=508\n",
            "Face shape: (656, 656, 3), x1=929, x2=1585, y1=328, y2=984\n",
            "Face shape: (111, 111, 3), x1=158, x2=269, y1=46, y2=157\n",
            "Face shape: (114, 114, 3), x1=86, x2=200, y1=38, y2=152\n",
            "Face shape: (193, 193, 3), x1=226, x2=419, y1=48, y2=241\n",
            "Face shape: (1066, 1066, 3), x1=266, x2=1332, y1=266, y2=1332\n",
            "Face shape: (48, 48, 3), x1=268, x2=316, y1=377, y2=425\n",
            "Face shape: (48, 48, 3), x1=92, x2=140, y1=0, y2=48\n",
            "Face shape: (80, 80, 3), x1=13, x2=93, y1=20, y2=100\n",
            "Face shape: (137, 137, 3), x1=114, x2=251, y1=57, y2=194\n",
            "Face shape: (96, 96, 3), x1=160, x2=256, y1=48, y2=144\n",
            "Face shape: (229, 229, 3), x1=114, x2=343, y1=57, y2=286\n",
            "Face shape: (96, 96, 3), x1=322, x2=418, y1=56, y2=152\n",
            "Face shape: (56, 56, 3), x1=222, x2=278, y1=99, y2=155\n",
            "Face shape: (47, 47, 3), x1=266, x2=313, y1=31, y2=78\n",
            "Face shape: (136, 136, 3), x1=432, x2=568, y1=159, y2=295\n",
            "Face shape: (230, 230, 3), x1=268, x2=498, y1=19, y2=249\n",
            "Face shape: (191, 191, 3), x1=207, x2=398, y1=79, y2=270\n",
            "Face shape: (136, 136, 3), x1=170, x2=306, y1=68, y2=204\n",
            "Face shape: (384, 384, 3), x1=1860, x2=2244, y1=256, y2=640\n",
            "Face shape: (135, 135, 3), x1=281, x2=416, y1=90, y2=225\n",
            "Face shape: (114, 114, 3), x1=210, x2=324, y1=19, y2=133\n",
            "Face shape: (80, 80, 3), x1=294, x2=374, y1=26, y2=106\n",
            "Face shape: (57, 57, 3), x1=166, x2=223, y1=9, y2=66\n",
            "Face shape: (161, 161, 3), x1=148, x2=309, y1=40, y2=201\n",
            "Face shape: (378, 378, 3), x1=126, x2=504, y1=31, y2=409\n",
            "Face shape: (137, 137, 3), x1=286, x2=423, y1=34, y2=171\n",
            "Face shape: (188, 188, 3), x1=251, x2=439, y1=47, y2=235\n",
            "Face shape: (161, 161, 3), x1=376, x2=537, y1=26, y2=187\n",
            "Face shape: (94, 94, 3), x1=47, x2=141, y1=23, y2=117\n",
            "Face shape: (162, 162, 3), x1=202, x2=364, y1=148, y2=310\n",
            "Face shape: (188, 188, 3), x1=47, x2=235, y1=31, y2=219\n",
            "Face shape: (67, 67, 3), x1=344, x2=411, y1=474, y2=541\n",
            "Face shape: (323, 323, 3), x1=134, x2=457, y1=53, y2=376\n",
            "Face shape: (135, 135, 3), x1=67, x2=202, y1=22, y2=157\n",
            "Face shape: (56, 56, 3), x1=207, x2=263, y1=23, y2=79\n",
            "Face shape: (228, 228, 3), x1=419, x2=647, y1=267, y2=495\n",
            "Face shape: (80, 80, 3), x1=20, x2=100, y1=180, y2=260\n",
            "Face shape: (470, 470, 3), x1=196, x2=666, y1=196, y2=666\n",
            "Face shape: (551, 551, 3), x1=91, x2=642, y1=91, y2=642\n",
            "Face shape: (187, 187, 3), x1=15, x2=202, y1=46, y2=233\n",
            "Face shape: (67, 67, 3), x1=633, x2=700, y1=288, y2=355\n",
            "Face shape: (135, 135, 3), x1=180, x2=315, y1=56, y2=191\n",
            "Face shape: (380, 380, 3), x1=63, x2=443, y1=95, y2=475\n",
            "Face shape: (94, 94, 3), x1=31, x2=125, y1=23, y2=117\n",
            "Face shape: (656, 656, 3), x1=547, x2=1203, y1=273, y2=929\n",
            "Face shape: (189, 189, 3), x1=205, x2=394, y1=94, y2=283\n",
            "Face shape: (48, 48, 3), x1=521, x2=569, y1=36, y2=84\n",
            "Face shape: (225, 225, 3), x1=281, x2=506, y1=56, y2=281\n",
            "Face shape: (96, 96, 3), x1=289, x2=385, y1=8, y2=104\n",
            "Face shape: (383, 383, 3), x1=351, x2=734, y1=319, y2=702\n",
            "Face shape: (380, 380, 3), x1=825, x2=1205, y1=444, y2=824\n",
            "Face shape: (323, 323, 3), x1=134, x2=457, y1=0, y2=323\n",
            "Face shape: (379, 379, 3), x1=94, x2=473, y1=63, y2=442\n",
            "Face shape: (228, 228, 3), x1=285, x2=513, y1=38, y2=266\n",
            "Face shape: (192, 192, 3), x1=192, x2=384, y1=48, y2=240\n",
            "Face shape: (161, 161, 3), x1=458, x2=619, y1=107, y2=268\n",
            "Face shape: (95, 95, 3), x1=1039, x2=1134, y1=399, y2=494\n",
            "Face shape: (160, 160, 3), x1=133, x2=293, y1=106, y2=266\n",
            "Face shape: (115, 115, 3), x1=154, x2=269, y1=19, y2=134\n",
            "Face shape: (96, 96, 3), x1=224, x2=320, y1=48, y2=144\n",
            "Face shape: (135, 135, 3), x1=383, x2=518, y1=67, y2=202\n",
            "Face shape: (160, 160, 3), x1=120, x2=280, y1=106, y2=266\n",
            "Face shape: (228, 228, 3), x1=114, x2=342, y1=57, y2=285\n",
            "Face shape: (57, 57, 3), x1=347, x2=404, y1=80, y2=137\n",
            "Face shape: (460, 460, 3), x1=115, x2=575, y1=76, y2=536\n",
            "Face shape: (67, 67, 3), x1=146, x2=213, y1=107, y2=174\n",
            "Face shape: (189, 189, 3), x1=126, x2=315, y1=31, y2=220\n",
            "Face shape: (160, 160, 3), x1=373, x2=533, y1=26, y2=186\n",
            "Face shape: (133, 133, 3), x1=210, x2=343, y1=44, y2=177\n",
            "Face shape: (158, 158, 3), x1=92, x2=250, y1=39, y2=197\n",
            "Face shape: (196, 196, 3), x1=49, x2=245, y1=16, y2=212\n",
            "Face shape: (95, 95, 3), x1=279, x2=374, y1=15, y2=110\n",
            "Face shape: (191, 191, 3), x1=462, x2=653, y1=255, y2=446\n",
            "Face shape: (158, 158, 3), x1=237, x2=395, y1=52, y2=210\n",
            "Face shape: (548, 548, 3), x1=45, x2=593, y1=137, y2=685\n",
            "Face shape: (187, 187, 3), x1=187, x2=374, y1=46, y2=233\n",
            "Face shape: (96, 96, 3), x1=112, x2=208, y1=24, y2=120\n",
            "Face shape: (533, 533, 3), x1=133, x2=666, y1=133, y2=666\n",
            "Face shape: (57, 57, 3), x1=419, x2=476, y1=81, y2=138\n",
            "Face shape: (80, 80, 3), x1=60, x2=140, y1=46, y2=126\n",
            "Face shape: (48, 48, 3), x1=112, x2=160, y1=12, y2=60\n",
            "Face shape: (228, 228, 3), x1=266, x2=494, y1=323, y2=551\n",
            "Face shape: (48, 48, 3), x1=268, x2=316, y1=377, y2=425\n",
            "Face shape: (48, 48, 3), x1=108, x2=156, y1=164, y2=212\n",
            "Face shape: (191, 191, 3), x1=223, x2=414, y1=127, y2=318\n",
            "Face shape: (96, 96, 3), x1=248, x2=344, y1=64, y2=160\n",
            "Face shape: (48, 48, 3), x1=268, x2=316, y1=377, y2=425\n",
            "Face shape: (48, 48, 3), x1=100, x2=148, y1=320, y2=368\n",
            "Face shape: (80, 80, 3), x1=126, x2=206, y1=180, y2=260\n",
            "Face shape: (56, 56, 3), x1=122, x2=178, y1=18, y2=74\n",
            "Face shape: (48, 48, 3), x1=84, x2=132, y1=16, y2=64\n",
            "Face shape: (137, 137, 3), x1=182, x2=319, y1=34, y2=171\n",
            "Face shape: (162, 162, 3), x1=257, x2=419, y1=54, y2=216\n",
            "Face shape: (227, 227, 3), x1=473, x2=700, y1=37, y2=264\n",
            "Face shape: (136, 136, 3), x1=273, x2=409, y1=250, y2=386\n",
            "Face shape: (68, 68, 3), x1=233, x2=301, y1=62, y2=130\n",
            "Face shape: (136, 136, 3), x1=182, x2=318, y1=79, y2=215\n",
            "Face shape: (323, 323, 3), x1=1160, x2=1483, y1=485, y2=808\n",
            "Face shape: (47, 47, 3), x1=63, x2=110, y1=7, y2=54\n",
            "Face shape: (192, 192, 3), x1=512, x2=704, y1=112, y2=304\n",
            "Face shape: (134, 134, 3), x1=416, x2=550, y1=44, y2=178\n",
            "Face shape: (80, 80, 3), x1=33, x2=113, y1=340, y2=420\n",
            "Face shape: (465, 465, 3), x1=193, x2=658, y1=77, y2=542\n",
            "Face shape: (56, 56, 3), x1=315, x2=371, y1=14, y2=70\n",
            "Face shape: (134, 134, 3), x1=56, x2=190, y1=56, y2=190\n",
            "Face shape: (192, 192, 3), x1=240, x2=432, y1=48, y2=240\n",
            "Face shape: (67, 67, 3), x1=258, x2=325, y1=22, y2=89\n",
            "Face shape: (134, 134, 3), x1=111, x2=245, y1=22, y2=156\n",
            "Face shape: (321, 321, 3), x1=214, x2=535, y1=160, y2=481\n",
            "Face shape: (96, 96, 3), x1=40, x2=136, y1=24, y2=120\n",
            "Face shape: (56, 56, 3), x1=260, x2=316, y1=37, y2=93\n",
            "Face shape: (80, 80, 3), x1=616, x2=696, y1=67, y2=147\n",
            "Face shape: (47, 47, 3), x1=27, x2=74, y1=47, y2=94\n",
            "Face shape: (268, 268, 3), x1=89, x2=357, y1=67, y2=335\n",
            "Face shape: (81, 81, 3), x1=195, x2=276, y1=20, y2=101\n",
            "Face shape: (113, 113, 3), x1=255, x2=368, y1=37, y2=150\n",
            "Face shape: (266, 266, 3), x1=177, x2=443, y1=22, y2=288\n",
            "Face shape: (48, 48, 3), x1=565, x2=613, y1=52, y2=100\n",
            "Face shape: (191, 191, 3), x1=159, x2=350, y1=223, y2=414\n",
            "Face shape: (267, 267, 3), x1=378, x2=645, y1=22, y2=289\n",
            "Face shape: (161, 161, 3), x1=215, x2=376, y1=40, y2=201\n",
            "Face shape: (95, 95, 3), x1=1487, x2=1582, y1=263, y2=358\n",
            "Face shape: (96, 96, 3), x1=344, x2=440, y1=176, y2=272\n",
            "Face shape: (232, 232, 3), x1=135, x2=367, y1=58, y2=290\n",
            "Face shape: (227, 227, 3), x1=94, x2=321, y1=56, y2=283\n",
            "Face shape: (80, 80, 3), x1=409, x2=489, y1=20, y2=100\n",
            "Face shape: (47, 47, 3), x1=333, x2=380, y1=19, y2=66\n",
            "Face shape: (193, 193, 3), x1=338, x2=531, y1=161, y2=354\n",
            "Face shape: (113, 113, 3), x1=103, x2=216, y1=47, y2=160\n",
            "Face shape: (80, 80, 3), x1=314, x2=394, y1=113, y2=193\n",
            "Face shape: (47, 47, 3), x1=86, x2=133, y1=11, y2=58\n",
            "Face shape: (158, 158, 3), x1=0, x2=158, y1=26, y2=184\n",
            "Face shape: (269, 269, 3), x1=202, x2=471, y1=89, y2=358\n",
            "Face shape: (276, 276, 3), x1=392, x2=668, y1=46, y2=322\n",
            "Face shape: (136, 136, 3), x1=466, x2=602, y1=238, y2=374\n",
            "Face shape: (112, 112, 3), x1=160, x2=272, y1=178, y2=290\n",
            "Face shape: (327, 327, 3), x1=191, x2=518, y1=81, y2=408\n",
            "Face shape: (80, 80, 3), x1=166, x2=246, y1=20, y2=100\n",
            "Face shape: (266, 266, 3), x1=355, x2=621, y1=44, y2=310\n",
            "Face shape: (68, 68, 3), x1=250, x2=318, y1=176, y2=244\n",
            "Face shape: (68, 68, 3), x1=505, x2=573, y1=45, y2=113\n",
            "Face shape: (47, 47, 3), x1=666, x2=713, y1=171, y2=218\n",
            "Face shape: (57, 57, 3), x1=315, x2=372, y1=23, y2=80\n",
            "Face shape: (164, 164, 3), x1=68, x2=232, y1=54, y2=218\n",
            "Face shape: (113, 113, 3), x1=341, x2=454, y1=37, y2=150\n",
            "Face shape: (134, 134, 3), x1=123, x2=257, y1=89, y2=223\n",
            "Face shape: (187, 187, 3), x1=46, x2=233, y1=62, y2=249\n",
            "Face shape: (187, 187, 3), x1=140, x2=327, y1=31, y2=218\n",
            "Face shape: (48, 48, 3), x1=100, x2=148, y1=52, y2=100\n",
            "Face shape: (136, 136, 3), x1=272, x2=408, y1=34, y2=170\n",
            "Face shape: (135, 135, 3), x1=259, x2=394, y1=112, y2=247\n",
            "Face shape: (80, 80, 3), x1=247, x2=327, y1=66, y2=146\n",
            "Face shape: (67, 67, 3), x1=1669, x2=1736, y1=696, y2=763\n",
            "Face shape: (48, 48, 3), x1=268, x2=316, y1=28, y2=76\n",
            "Face shape: (80, 80, 3), x1=247, x2=327, y1=20, y2=100\n",
            "Face shape: (113, 113, 3), x1=256, x2=369, y1=142, y2=255\n",
            "Face shape: (380, 380, 3), x1=95, x2=475, y1=95, y2=475\n",
            "Face shape: (266, 266, 3), x1=22, x2=288, y1=88, y2=354\n",
            "Face shape: (94, 94, 3), x1=189, x2=283, y1=94, y2=188\n",
            "Face shape: (160, 160, 3), x1=187, x2=347, y1=53, y2=213\n",
            "Face shape: (161, 161, 3), x1=188, x2=349, y1=26, y2=187\n",
            "Face shape: (194, 194, 3), x1=162, x2=356, y1=243, y2=437\n",
            "Face shape: (226, 226, 3), x1=546, x2=772, y1=37, y2=263\n",
            "Face shape: (68, 68, 3), x1=351, x2=419, y1=102, y2=170\n",
            "Face shape: (80, 80, 3), x1=174, x2=254, y1=20, y2=100\n",
            "Face shape: (81, 81, 3), x1=223, x2=304, y1=33, y2=114\n",
            "Face shape: (67, 67, 3), x1=129, x2=196, y1=16, y2=83\n",
            "Face shape: (546, 546, 3), x1=1456, x2=2002, y1=1183, y2=1729\n",
            "Face shape: (81, 81, 3), x1=432, x2=513, y1=101, y2=182\n",
            "Face shape: (57, 57, 3), x1=95, x2=152, y1=0, y2=57\n",
            "Face shape: (48, 48, 3), x1=465, x2=513, y1=212, y2=260\n",
            "Face shape: (68, 68, 3), x1=255, x2=323, y1=11, y2=79\n",
            "Face shape: (232, 232, 3), x1=232, x2=464, y1=116, y2=348\n",
            "Face shape: (67, 67, 3), x1=1388, x2=1455, y1=310, y2=377\n",
            "Face shape: (160, 160, 3), x1=306, x2=466, y1=106, y2=266\n",
            "Face shape: (192, 192, 3), x1=337, x2=529, y1=192, y2=384\n",
            "Face shape: (48, 48, 3), x1=364, x2=412, y1=44, y2=92\n",
            "Face shape: (160, 160, 3), x1=281, x2=441, y1=254, y2=414\n",
            "Face shape: (115, 115, 3), x1=96, x2=211, y1=48, y2=163\n",
            "Face shape: (454, 454, 3), x1=681, x2=1135, y1=227, y2=681\n",
            "Face shape: (48, 48, 3), x1=676, x2=724, y1=136, y2=184\n",
            "Face shape: (190, 190, 3), x1=190, x2=380, y1=79, y2=269\n",
            "Face shape: (48, 48, 3), x1=204, x2=252, y1=80, y2=128\n",
            "Face shape: (113, 113, 3), x1=94, x2=207, y1=94, y2=207\n",
            "Face shape: (67, 67, 3), x1=152, x2=219, y1=56, y2=123\n",
            "Face shape: (388, 388, 3), x1=194, x2=582, y1=64, y2=452\n",
            "Face shape: (47, 47, 3), x1=131, x2=178, y1=83, y2=130\n",
            "Face shape: (160, 160, 3), x1=173, x2=333, y1=53, y2=213\n",
            "Face shape: (47, 47, 3), x1=275, x2=322, y1=395, y2=442\n",
            "Face shape: (551, 551, 3), x1=137, x2=688, y1=137, y2=688\n",
            "Face shape: (134, 134, 3), x1=279, x2=413, y1=22, y2=156\n",
            "Face shape: (96, 96, 3), x1=272, x2=368, y1=240, y2=336\n",
            "Face shape: (67, 67, 3), x1=483, x2=550, y1=39, y2=106\n",
            "Face shape: (67, 67, 3), x1=467, x2=534, y1=303, y2=370\n",
            "Face shape: (270, 270, 3), x1=135, x2=405, y1=45, y2=315\n",
            "Face shape: (48, 48, 3), x1=300, x2=348, y1=128, y2=176\n",
            "Face shape: (96, 96, 3), x1=160, x2=256, y1=360, y2=456\n",
            "Face shape: (48, 48, 3), x1=212, x2=260, y1=8, y2=56\n",
            "Face shape: (137, 137, 3), x1=22, x2=159, y1=389, y2=526\n",
            "Face shape: (48, 48, 3), x1=320, x2=368, y1=8, y2=56\n",
            "Face shape: (48, 48, 3), x1=20, x2=68, y1=12, y2=60\n",
            "Face shape: (57, 57, 3), x1=95, x2=152, y1=0, y2=57\n",
            "Face shape: (57, 57, 3), x1=1763, x2=1820, y1=1005, y2=1062\n",
            "Face shape: (112, 112, 3), x1=197, x2=309, y1=18, y2=130\n",
            "Face shape: (80, 80, 3), x1=421, x2=501, y1=120, y2=200\n",
            "Face shape: (323, 323, 3), x1=1401, x2=1724, y1=188, y2=511\n",
            "Face shape: (134, 134, 3), x1=55, x2=189, y1=67, y2=201\n",
            "Face shape: (385, 385, 3), x1=224, x2=609, y1=320, y2=705\n",
            "Face shape: (95, 95, 3), x1=501, x2=596, y1=111, y2=206\n",
            "Face shape: (48, 48, 3), x1=116, x2=164, y1=36, y2=84\n",
            "Face shape: (80, 80, 3), x1=282, x2=362, y1=228, y2=308\n",
            "Face shape: (81, 81, 3), x1=392, x2=473, y1=27, y2=108\n",
            "Face shape: (68, 68, 3), x1=447, x2=515, y1=153, y2=221\n",
            "Face shape: (114, 114, 3), x1=589, x2=703, y1=57, y2=171\n",
            "Face shape: (161, 161, 3), x1=969, x2=1130, y1=255, y2=416\n",
            "Face shape: (137, 137, 3), x1=45, x2=182, y1=68, y2=205\n",
            "Face shape: (48, 48, 3), x1=300, x2=348, y1=128, y2=176\n",
            "Face shape: (48, 48, 3), x1=408, x2=456, y1=68, y2=116\n",
            "Face shape: (231, 231, 3), x1=38, x2=269, y1=57, y2=288\n",
            "Face shape: (57, 57, 3), x1=476, x2=533, y1=114, y2=171\n",
            "Face shape: (136, 136, 3), x1=90, x2=226, y1=0, y2=136\n",
            "Face shape: (96, 96, 3), x1=177, x2=273, y1=24, y2=120\n",
            "Face shape: (269, 269, 3), x1=224, x2=493, y1=112, y2=381\n",
            "Face shape: (160, 160, 3), x1=120, x2=280, y1=93, y2=253\n",
            "Face shape: (67, 67, 3), x1=365, x2=432, y1=292, y2=359\n",
            "Face shape: (188, 188, 3), x1=345, x2=533, y1=47, y2=235\n",
            "Face shape: (115, 115, 3), x1=202, x2=317, y1=19, y2=134\n",
            "Face shape: (114, 114, 3), x1=114, x2=228, y1=28, y2=142\n",
            "Face shape: (160, 160, 3), x1=293, x2=453, y1=253, y2=413\n",
            "Face shape: (48, 48, 3), x1=300, x2=348, y1=128, y2=176\n",
            "Face shape: (273, 273, 3), x1=273, x2=546, y1=159, y2=432\n",
            "Face shape: (273, 273, 3), x1=387, x2=660, y1=113, y2=386\n",
            "Face shape: (160, 160, 3), x1=293, x2=453, y1=40, y2=200\n",
            "Face shape: (273, 273, 3), x1=478, x2=751, y1=296, y2=569\n",
            "Face shape: (266, 266, 3), x1=177, x2=443, y1=155, y2=421\n",
            "Face shape: (79, 79, 3), x1=113, x2=192, y1=13, y2=92\n",
            "Face shape: (48, 48, 3), x1=68, x2=116, y1=1048, y2=1096\n",
            "Face shape: (48, 48, 3), x1=300, x2=348, y1=128, y2=176\n",
            "Face shape: (96, 96, 3), x1=1856, x2=1952, y1=1176, y2=1272\n",
            "Face shape: (68, 68, 3), x1=317, x2=385, y1=181, y2=249\n",
            "Face shape: (96, 96, 3), x1=668, x2=764, y1=0, y2=96\n",
            "Face shape: (81, 81, 3), x1=367, x2=448, y1=13, y2=94\n",
            "Face shape: (319, 319, 3), x1=26, x2=345, y1=159, y2=478\n",
            "Face shape: (113, 113, 3), x1=891, x2=1004, y1=303, y2=416\n",
            "Face shape: (48, 48, 3), x1=1132, x2=1180, y1=180, y2=228\n",
            "Face shape: (48, 48, 3), x1=400, x2=448, y1=56, y2=104\n",
            "Face shape: (165, 165, 3), x1=82, x2=247, y1=27, y2=192\n",
            "Face shape: (159, 159, 3), x1=119, x2=278, y1=66, y2=225\n",
            "Face shape: (96, 96, 3), x1=208, x2=304, y1=24, y2=120\n",
            "Face shape: (67, 67, 3), x1=213, x2=280, y1=73, y2=140\n",
            "Face shape: (68, 68, 3), x1=181, x2=249, y1=5, y2=73\n",
            "Face shape: (81, 81, 3), x1=108, x2=189, y1=27, y2=108\n",
            "Face shape: (225, 225, 3), x1=188, x2=413, y1=56, y2=281\n",
            "Face shape: (57, 57, 3), x1=979, x2=1036, y1=907, y2=964\n",
            "Face shape: (48, 48, 3), x1=465, x2=513, y1=212, y2=260\n",
            "Face shape: (48, 48, 3), x1=84, x2=132, y1=12, y2=60\n",
            "Face shape: (162, 162, 3), x1=420, x2=582, y1=162, y2=324\n",
            "Face shape: (231, 231, 3), x1=328, x2=559, y1=57, y2=288\n",
            "Face shape: (48, 48, 3), x1=300, x2=348, y1=128, y2=176\n",
            "Face shape: (276, 276, 3), x1=253, x2=529, y1=46, y2=322\n",
            "Face shape: (161, 161, 3), x1=417, x2=578, y1=94, y2=255\n",
            "Face shape: (94, 94, 3), x1=94, x2=188, y1=55, y2=149\n",
            "Face shape: (225, 225, 3), x1=318, x2=543, y1=93, y2=318\n",
            "Face shape: (48, 48, 3), x1=84, x2=132, y1=16, y2=64\n",
            "Face shape: (57, 57, 3), x1=95, x2=152, y1=0, y2=57\n",
            "Face shape: (57, 57, 3), x1=937, x2=994, y1=442, y2=499\n",
            "Face shape: (191, 191, 3), x1=637, x2=828, y1=461, y2=652\n",
            "Face shape: (81, 81, 3), x1=223, x2=304, y1=33, y2=114\n",
            "Face shape: (68, 68, 3), x1=45, x2=113, y1=74, y2=142\n",
            "Face shape: (160, 160, 3), x1=13, x2=173, y1=120, y2=280\n",
            "Face shape: (161, 161, 3), x1=309, x2=470, y1=228, y2=389\n",
            "Face shape: (161, 161, 3), x1=40, x2=201, y1=80, y2=241\n",
            "Face shape: (272, 272, 3), x1=204, x2=476, y1=90, y2=362\n",
            "Face shape: (114, 114, 3), x1=1075, x2=1189, y1=142, y2=256\n",
            "Face shape: (188, 188, 3), x1=141, x2=329, y1=47, y2=235\n",
            "Face shape: (136, 136, 3), x1=613, x2=749, y1=511, y2=647\n",
            "Face shape: (189, 189, 3), x1=315, x2=504, y1=47, y2=236\n",
            "Face shape: (226, 226, 3), x1=282, x2=508, y1=0, y2=226\n",
            "Face shape: (47, 47, 3), x1=443, x2=490, y1=63, y2=110\n",
            "Face shape: (96, 96, 3), x1=96, x2=192, y1=72, y2=168\n",
            "Face shape: (58, 58, 3), x1=24, x2=82, y1=43, y2=101\n",
            "Face shape: (373, 373, 3), x1=62, x2=435, y1=93, y2=466\n",
            "Face shape: (81, 81, 3), x1=196, x2=277, y1=121, y2=202\n",
            "Face shape: (228, 228, 3), x1=95, x2=323, y1=19, y2=247\n",
            "Face shape: (68, 68, 3), x1=301, x2=369, y1=85, y2=153\n",
            "Face shape: (273, 273, 3), x1=682, x2=955, y1=250, y2=523\n",
            "Face shape: (114, 114, 3), x1=152, x2=266, y1=28, y2=142\n",
            "Face shape: (57, 57, 3), x1=585, x2=642, y1=204, y2=261\n",
            "Face shape: (190, 190, 3), x1=47, x2=237, y1=47, y2=237\n",
            "Face shape: (48, 48, 3), x1=300, x2=348, y1=128, y2=176\n",
            "Face shape: (96, 96, 3), x1=672, x2=768, y1=480, y2=576\n",
            "Face shape: (80, 80, 3), x1=107, x2=187, y1=26, y2=106\n",
            "Face shape: (81, 81, 3), x1=216, x2=297, y1=101, y2=182\n",
            "Face shape: (80, 80, 3), x1=254, x2=334, y1=40, y2=120\n",
            "Face shape: (114, 114, 3), x1=294, x2=408, y1=47, y2=161\n",
            "Face shape: (67, 67, 3), x1=349, x2=416, y1=180, y2=247\n",
            "Face shape: (80, 80, 3), x1=629, x2=709, y1=294, y2=374\n",
            "Face shape: (230, 230, 3), x1=326, x2=556, y1=76, y2=306\n",
            "Face shape: (96, 96, 3), x1=320, x2=416, y1=488, y2=584\n",
            "Face shape: (327, 327, 3), x1=218, x2=545, y1=81, y2=408\n",
            "Face shape: (187, 187, 3), x1=202, x2=389, y1=46, y2=233\n",
            "Face shape: (134, 134, 3), x1=246, x2=380, y1=33, y2=167\n",
            "Face shape: (97, 97, 3), x1=64, x2=161, y1=24, y2=121\n",
            "Face shape: (96, 96, 3), x1=642, x2=738, y1=224, y2=320\n",
            "Face shape: (95, 95, 3), x1=191, x2=286, y1=0, y2=95\n",
            "Face shape: (48, 48, 3), x1=1216, x2=1264, y1=832, y2=880\n",
            "Face shape: (161, 161, 3), x1=228, x2=389, y1=309, y2=470\n",
            "Face shape: (48, 48, 3), x1=652, x2=700, y1=140, y2=188\n",
            "Face shape: (191, 191, 3), x1=255, x2=446, y1=79, y2=270\n",
            "Face shape: (269, 269, 3), x1=719, x2=988, y1=112, y2=381\n",
            "Face shape: (57, 57, 3), x1=181, x2=238, y1=23, y2=80\n",
            "Face shape: (272, 272, 3), x1=340, x2=612, y1=204, y2=476\n",
            "Face shape: (96, 96, 3), x1=537, x2=633, y1=361, y2=457\n",
            "Face shape: (67, 67, 3), x1=282, x2=349, y1=135, y2=202\n",
            "Face shape: (192, 192, 3), x1=192, x2=384, y1=64, y2=256\n",
            "Face shape: (112, 112, 3), x1=112, x2=224, y1=65, y2=177\n",
            "Face shape: (192, 192, 3), x1=240, x2=432, y1=128, y2=320\n",
            "Face shape: (96, 96, 3), x1=672, x2=768, y1=480, y2=576\n",
            "Face shape: (67, 67, 3), x1=270, x2=337, y1=95, y2=162\n",
            "Face shape: (192, 192, 3), x1=144, x2=336, y1=912, y2=1104\n",
            "Face shape: (68, 68, 3), x1=414, x2=482, y1=90, y2=158\n",
            "Face shape: (228, 228, 3), x1=324, x2=552, y1=1067, y2=1295\n",
            "Face shape: (113, 113, 3), x1=151, x2=264, y1=265, y2=378\n",
            "Face shape: (67, 67, 3), x1=407, x2=474, y1=73, y2=140\n",
            "Face shape: (324, 324, 3), x1=1163, x2=1487, y1=270, y2=594\n",
            "Face shape: (46, 46, 3), x1=15, x2=61, y1=3, y2=49\n",
            "Face shape: (112, 112, 3), x1=112, x2=224, y1=47, y2=159\n",
            "Face shape: (56, 56, 3), x1=104, x2=160, y1=208, y2=264\n",
            "Face shape: (548, 548, 3), x1=91, x2=639, y1=91, y2=639\n",
            "Face shape: (112, 112, 3), x1=65, x2=177, y1=93, y2=205\n",
            "Face shape: (68, 68, 3), x1=131, x2=199, y1=28, y2=96\n",
            "Face shape: (189, 188, 3), x1=379, x2=568, y1=15, y2=204\n",
            "Face shape: (113, 113, 3), x1=47, x2=160, y1=360, y2=473\n",
            "Face shape: (135, 135, 3), x1=282, x2=417, y1=45, y2=180\n",
            "Face shape: (47, 47, 3), x1=39, x2=86, y1=15, y2=62\n",
            "Face shape: (114, 114, 3), x1=334, x2=448, y1=649, y2=763\n",
            "Face shape: (56, 56, 3), x1=218, x2=274, y1=28, y2=84\n",
            "Face shape: (95, 95, 3), x1=573, x2=668, y1=23, y2=118\n",
            "Face shape: (56, 56, 3), x1=421, x2=477, y1=33, y2=89\n",
            "Face shape: (892, 892, 3), x1=297, x2=1189, y1=371, y2=1263\n",
            "Face shape: (80, 80, 3), x1=371, x2=451, y1=26, y2=106\n",
            "Face shape: (161, 161, 3), x1=1386, x2=1547, y1=619, y2=780\n",
            "Face shape: (57, 57, 3), x1=91, x2=148, y1=38, y2=95\n",
            "Face shape: (163, 163, 3), x1=163, x2=326, y1=163, y2=326\n",
            "Face shape: (134, 134, 3), x1=202, x2=336, y1=33, y2=167\n",
            "Face shape: (137, 137, 3), x1=57, x2=194, y1=80, y2=217\n",
            "Face shape: (48, 48, 3), x1=568, x2=616, y1=156, y2=204\n",
            "Face shape: (80, 80, 3), x1=629, x2=709, y1=294, y2=374\n",
            "Face shape: (80, 80, 3), x1=629, x2=709, y1=294, y2=374\n",
            "Face shape: (136, 136, 3), x1=408, x2=544, y1=464, y2=600\n",
            "Face shape: (47, 47, 3), x1=534, x2=581, y1=155, y2=202\n",
            "Face shape: (114, 114, 3), x1=200, x2=314, y1=114, y2=228\n",
            "Face shape: (96, 96, 3), x1=378, x2=474, y1=88, y2=184\n",
            "Face shape: (68, 68, 3), x1=215, x2=283, y1=73, y2=141\n",
            "Face shape: (160, 160, 3), x1=213, x2=373, y1=40, y2=200\n",
            "Face shape: (162, 162, 3), x1=190, x2=352, y1=81, y2=243\n",
            "Face shape: (324, 321, 3), x1=27, x2=351, y1=81, y2=405\n",
            "Face shape: (192, 192, 3), x1=400, x2=592, y1=128, y2=320\n",
            "Face shape: (114, 114, 3), x1=180, x2=294, y1=19, y2=133\n",
            "Face shape: (96, 96, 3), x1=939, x2=1035, y1=393, y2=489\n",
            "Face shape: (48, 48, 3), x1=296, x2=344, y1=68, y2=116\n",
            "Face shape: (331, 331, 3), x1=138, x2=469, y1=138, y2=469\n",
            "Face shape: (48, 48, 3), x1=80, x2=128, y1=44, y2=92\n",
            "Face shape: (327, 327, 3), x1=136, x2=463, y1=54, y2=381\n",
            "Face shape: (194, 194, 3), x1=292, x2=486, y1=48, y2=242\n",
            "Face shape: (95, 95, 3), x1=541, x2=636, y1=39, y2=134\n",
            "Face shape: (113, 113, 3), x1=615, x2=728, y1=47, y2=160\n",
            "Face shape: (48, 48, 3), x1=420, x2=468, y1=316, y2=364\n",
            "Face shape: (162, 162, 3), x1=406, x2=568, y1=54, y2=216\n",
            "Face shape: (57, 57, 3), x1=732, x2=789, y1=76, y2=133\n",
            "Face shape: (68, 68, 3), x1=107, x2=175, y1=73, y2=141\n",
            "Face shape: (267, 267, 3), x1=222, x2=489, y1=155, y2=422\n",
            "Face shape: (96, 96, 3), x1=672, x2=768, y1=480, y2=576\n",
            "Face shape: (95, 95, 3), x1=223, x2=318, y1=31, y2=126\n",
            "Face shape: (112, 112, 3), x1=84, x2=196, y1=56, y2=168\n",
            "Face shape: (96, 96, 3), x1=120, x2=216, y1=40, y2=136\n",
            "Face shape: (95, 95, 3), x1=183, x2=278, y1=39, y2=134\n",
            "Face shape: (57, 57, 3), x1=1075, x2=1132, y1=52, y2=109\n",
            "Face shape: (67, 67, 3), x1=101, x2=168, y1=33, y2=100\n",
            "Face shape: (194, 194, 3), x1=259, x2=453, y1=113, y2=307\n",
            "Face shape: (158, 158, 3), x1=238, x2=396, y1=39, y2=197\n",
            "Face shape: (322, 322, 3), x1=187, x2=509, y1=187, y2=509\n",
            "Face shape: (94, 94, 3), x1=268, x2=362, y1=47, y2=141\n",
            "Face shape: (230, 230, 3), x1=76, x2=306, y1=0, y2=230\n",
            "Face shape: (68, 68, 3), x1=239, x2=307, y1=56, y2=124\n",
            "Face shape: (225, 225, 3), x1=56, x2=281, y1=18, y2=243\n",
            "Face shape: (114, 114, 3), x1=237, x2=351, y1=19, y2=133\n",
            "Face shape: (192, 192, 3), x1=64, x2=256, y1=80, y2=272\n",
            "Face shape: (57, 57, 3), x1=219, x2=276, y1=23, y2=80\n",
            "Face shape: (227, 227, 3), x1=37, x2=264, y1=94, y2=321\n",
            "Face shape: (47, 47, 3), x1=398, x2=445, y1=247, y2=294\n",
            "Face shape: (658, 658, 3), x1=549, x2=1207, y1=164, y2=822\n",
            "Face shape: (47, 47, 3), x1=195, x2=242, y1=7, y2=54\n",
            "Face shape: (56, 56, 3), x1=565, x2=621, y1=641, y2=697\n",
            "Face shape: (95, 95, 3), x1=1344, x2=1439, y1=198, y2=293\n",
            "Face shape: (192, 192, 3), x1=1971, x2=2163, y1=128, y2=320\n",
            "Face shape: (161, 161, 3), x1=202, x2=363, y1=215, y2=376\n",
            "Face shape: (113, 113, 3), x1=75, x2=188, y1=47, y2=160\n",
            "Face shape: (48, 48, 3), x1=36, x2=84, y1=320, y2=368\n",
            "Face shape: (80, 80, 3), x1=127, x2=207, y1=53, y2=133\n",
            "Face shape: (67, 67, 3), x1=321, x2=388, y1=124, y2=191\n",
            "Face shape: (457, 457, 3), x1=876, x2=1333, y1=114, y2=571\n",
            "Face shape: (80, 80, 3), x1=316, x2=396, y1=53, y2=133\n",
            "Face shape: (164, 164, 3), x1=123, x2=287, y1=68, y2=232\n",
            "Face shape: (114, 114, 3), x1=838, x2=952, y1=828, y2=942\n",
            "Face shape: (115, 115, 3), x1=277, x2=392, y1=28, y2=143\n",
            "Face shape: (113, 113, 3), x1=75, x2=188, y1=265, y2=378\n",
            "Face shape: (47, 47, 3), x1=511, x2=558, y1=191, y2=238\n",
            "Face shape: (48, 48, 3), x1=1052, x2=1100, y1=616, y2=664\n",
            "Face shape: (135, 135, 3), x1=645, x2=780, y1=0, y2=135\n",
            "Face shape: (113, 113, 3), x1=493, x2=606, y1=777, y2=890\n",
            "Face shape: (95, 95, 3), x1=1051, x2=1146, y1=127, y2=222\n",
            "Face shape: (114, 114, 3), x1=86, x2=200, y1=67, y2=181\n",
            "Face shape: (162, 162, 3), x1=94, x2=256, y1=148, y2=310\n",
            "Face shape: (78, 78, 3), x1=13, x2=91, y1=78, y2=156\n",
            "Face shape: (164, 164, 3), x1=68, x2=232, y1=54, y2=218\n",
            "Face shape: (95, 95, 3), x1=229, x2=324, y1=95, y2=190\n",
            "Face shape: (67, 67, 3), x1=379, x2=446, y1=79, y2=146\n",
            "Face shape: (48, 48, 3), x1=408, x2=456, y1=112, y2=160\n",
            "Face shape: (160, 160, 3), x1=293, x2=453, y1=93, y2=253\n",
            "Face shape: (226, 226, 3), x1=509, x2=735, y1=132, y2=358\n",
            "Face shape: (48, 48, 3), x1=492, x2=540, y1=132, y2=180\n",
            "Face shape: (228, 228, 3), x1=590, x2=818, y1=533, y2=761\n",
            "Face shape: (57, 57, 3), x1=319, x2=376, y1=119, y2=176\n",
            "Face shape: (57, 57, 3), x1=414, x2=471, y1=361, y2=418\n",
            "Face shape: (275, 275, 3), x1=114, x2=389, y1=114, y2=389\n",
            "Face shape: (80, 80, 3), x1=1954, x2=2034, y1=544, y2=624\n",
            "Face shape: (67, 67, 3), x1=1023, x2=1090, y1=582, y2=649\n",
            "Face shape: (115, 115, 3), x1=86, x2=201, y1=38, y2=153\n",
            "Face shape: (67, 67, 3), x1=124, x2=191, y1=294, y2=361\n",
            "Face shape: (136, 136, 3), x1=181, x2=317, y1=453, y2=589\n",
            "Face shape: (57, 57, 3), x1=794, x2=851, y1=190, y2=247\n",
            "Face shape: (67, 67, 3), x1=1289, x2=1356, y1=582, y2=649\n",
            "Face shape: (192, 192, 3), x1=288, x2=480, y1=64, y2=256\n",
            "Face shape: (449, 449, 3), x1=149, x2=598, y1=187, y2=636\n",
            "Face shape: (164, 164, 3), x1=82, x2=246, y1=27, y2=191\n",
            "Face shape: (67, 67, 3), x1=331, x2=398, y1=33, y2=100\n",
            "Face shape: (266, 266, 3), x1=66, x2=332, y1=22, y2=288\n",
            "Face shape: (80, 80, 3), x1=391, x2=471, y1=33, y2=113\n",
            "Face shape: (114, 114, 3), x1=219, x2=333, y1=19, y2=133\n",
            "Face shape: (137, 137, 3), x1=172, x2=309, y1=80, y2=217\n",
            "Face shape: (56, 56, 3), x1=565, x2=621, y1=641, y2=697\n",
            "Face shape: (57, 57, 3), x1=562, x2=619, y1=14, y2=71\n",
            "Face shape: (161, 161, 3), x1=471, x2=632, y1=457, y2=618\n",
            "Face shape: (80, 80, 3), x1=26, x2=106, y1=180, y2=260\n",
            "Face shape: (94, 94, 3), x1=237, x2=331, y1=110, y2=204\n",
            "Face shape: (57, 57, 3), x1=348, x2=405, y1=262, y2=319\n",
            "Face shape: (57, 57, 3), x1=52, x2=109, y1=148, y2=205\n",
            "Face shape: (112, 112, 3), x1=84, x2=196, y1=131, y2=243\n",
            "Face shape: (80, 80, 3), x1=40, x2=120, y1=13, y2=93\n",
            "Face shape: (95, 95, 3), x1=1344, x2=1439, y1=198, y2=293\n",
            "Face shape: (47, 47, 3), x1=83, x2=130, y1=7, y2=54\n",
            "Face shape: (67, 67, 3), x1=1023, x2=1090, y1=582, y2=649\n",
            "Face shape: (67, 67, 3), x1=506, x2=573, y1=73, y2=140\n",
            "Face shape: (80, 80, 3), x1=128, x2=208, y1=94, y2=174\n",
            "Face shape: (47, 47, 3), x1=111, x2=158, y1=59, y2=106\n",
            "Face shape: (114, 114, 3), x1=1274, x2=1388, y1=751, y2=865\n",
            "Face shape: (80, 80, 3), x1=128, x2=208, y1=94, y2=174\n",
            "Face shape: (271, 271, 3), x1=903, x2=1174, y1=67, y2=338\n",
            "Face shape: (96, 96, 3), x1=480, x2=576, y1=400, y2=496\n",
            "Face shape: (56, 56, 3), x1=208, x2=264, y1=37, y2=93\n",
            "Face shape: (56, 56, 3), x1=109, x2=165, y1=37, y2=93\n",
            "Face shape: (48, 48, 3), x1=276, x2=324, y1=32, y2=80\n",
            "Face shape: (80, 80, 3), x1=128, x2=208, y1=94, y2=174\n",
            "Face shape: (225, 225, 3), x1=93, x2=318, y1=131, y2=356\n",
            "Face shape: (269, 269, 3), x1=943, x2=1212, y1=67, y2=336\n",
            "Face shape: (57, 57, 3), x1=190, x2=247, y1=38, y2=95\n",
            "Face shape: (80, 80, 3), x1=356, x2=436, y1=572, y2=652\n",
            "Face shape: (57, 57, 3), x1=28, x2=85, y1=124, y2=181\n",
            "Face shape: (67, 67, 3), x1=1023, x2=1090, y1=582, y2=649\n",
            "Face shape: (48, 48, 3), x1=28, x2=76, y1=368, y2=416\n",
            "Face shape: (57, 57, 3), x1=794, x2=851, y1=190, y2=247\n",
            "Face shape: (67, 67, 3), x1=50, x2=117, y1=73, y2=140\n",
            "Face shape: (48, 48, 3), x1=124, x2=172, y1=156, y2=204\n",
            "Face shape: (67, 67, 3), x1=1023, x2=1090, y1=582, y2=649\n",
            "Face shape: (929, 929, 3), x1=541, x2=1470, y1=696, y2=1625\n",
            "Face shape: (537, 537, 3), x1=313, x2=850, y1=224, y2=761\n",
            "Face shape: (56, 56, 3), x1=565, x2=621, y1=641, y2=697\n",
            "Face shape: (68, 68, 3), x1=103, x2=171, y1=63, y2=131\n",
            "Face shape: (48, 48, 3), x1=256, x2=304, y1=196, y2=244\n",
            "Face shape: (80, 80, 3), x1=267, x2=347, y1=555, y2=635\n",
            "Face shape: (80, 80, 3), x1=719, x2=799, y1=134, y2=214\n",
            "Face shape: (161, 161, 3), x1=215, x2=376, y1=134, y2=295\n",
            "Face shape: (325, 325, 3), x1=271, x2=596, y1=162, y2=487\n",
            "Face shape: (67, 67, 3), x1=213, x2=280, y1=185, y2=252\n",
            "Face shape: (113, 113, 3), x1=882, x2=995, y1=341, y2=454\n",
            "Face shape: (47, 47, 3), x1=155, x2=202, y1=667, y2=714\n",
            "Face shape: (80, 80, 3), x1=128, x2=208, y1=94, y2=174\n",
            "Face shape: (95, 95, 3), x1=591, x2=686, y1=919, y2=1014\n",
            "Face shape: (134, 134, 3), x1=44, x2=178, y1=44, y2=178\n",
            "Face shape: (96, 96, 3), x1=288, x2=384, y1=48, y2=144\n",
            "Face shape: (57, 57, 3), x1=1057, x2=1114, y1=505, y2=562\n",
            "Face shape: (80, 80, 3), x1=884, x2=964, y1=26, y2=106\n",
            "Face shape: (161, 161, 3), x1=1506, x2=1667, y1=470, y2=631\n",
            "Face shape: (227, 227, 3), x1=227, x2=454, y1=132, y2=359\n",
            "Face shape: (113, 113, 3), x1=56, x2=169, y1=293, y2=406\n",
            "Face shape: (68, 68, 3), x1=170, x2=238, y1=56, y2=124\n",
            "Face shape: (112, 112, 3), x1=84, x2=196, y1=56, y2=168\n",
            "Face shape: (133, 133, 3), x1=11, x2=144, y1=89, y2=222\n",
            "Face shape: (95, 95, 3), x1=591, x2=686, y1=919, y2=1014\n",
            "Face shape: (95, 95, 3), x1=365, x2=460, y1=87, y2=182\n",
            "Face shape: (80, 80, 3), x1=349, x2=429, y1=80, y2=160\n",
            "Face shape: (97, 97, 3), x1=234, x2=331, y1=72, y2=169\n",
            "Face shape: (267, 267, 3), x1=245, x2=512, y1=44, y2=311\n",
            "Face shape: (112, 112, 3), x1=169, x2=281, y1=84, y2=196\n",
            "Face shape: (67, 67, 3), x1=1023, x2=1090, y1=582, y2=649\n",
            "Face shape: (161, 161, 3), x1=53, x2=214, y1=40, y2=201\n",
            "Face shape: (115, 115, 3), x1=172, x2=287, y1=115, y2=230\n",
            "Face shape: (78, 78, 3), x1=26, x2=104, y1=0, y2=78\n",
            "Face shape: (136, 136, 3), x1=568, x2=704, y1=102, y2=238\n",
            "Face shape: (80, 80, 3), x1=128, x2=208, y1=94, y2=174\n",
            "Face shape: (80, 80, 3), x1=194, x2=274, y1=20, y2=100\n",
            "Face shape: (57, 57, 3), x1=794, x2=851, y1=190, y2=247\n",
            "Face shape: (96, 96, 3), x1=880, x2=976, y1=200, y2=296\n",
            "Face shape: (773, 773, 3), x1=902, x2=1675, y1=128, y2=901\n",
            "Face shape: (81, 81, 3), x1=60, x2=141, y1=74, y2=155\n",
            "Face shape: (917, 917, 3), x1=76, x2=993, y1=229, y2=1146\n",
            "Face shape: (67, 67, 3), x1=2167, x2=2234, y1=515, y2=582\n",
            "Face shape: (95, 95, 3), x1=55, x2=150, y1=15, y2=110\n",
            "Face shape: (47, 47, 3), x1=402, x2=449, y1=123, y2=170\n",
            "Face shape: (80, 80, 3), x1=128, x2=208, y1=94, y2=174\n",
            "Face shape: (68, 68, 3), x1=193, x2=261, y1=130, y2=198\n",
            "Face shape: (80, 80, 3), x1=234, x2=314, y1=40, y2=120\n",
            "Face shape: (135, 135, 3), x1=645, x2=780, y1=0, y2=135\n",
            "Face shape: (113, 113, 3), x1=122, x2=235, y1=47, y2=160\n",
            "Face shape: (162, 162, 3), x1=108, x2=270, y1=567, y2=729\n",
            "Face shape: (381, 381, 3), x1=286, x2=667, y1=349, y2=730\n",
            "Face shape: (161, 161, 3), x1=121, x2=282, y1=26, y2=187\n",
            "Face shape: (227, 227, 3), x1=227, x2=454, y1=853, y2=1080\n",
            "Face shape: (67, 67, 3), x1=67, x2=134, y1=16, y2=83\n",
            "Face shape: (67, 67, 3), x1=214, x2=281, y1=146, y2=213\n",
            "Face shape: (324, 324, 3), x1=108, x2=432, y1=108, y2=432\n",
            "Face shape: (114, 114, 3), x1=114, x2=228, y1=28, y2=142\n",
            "Face shape: (96, 96, 3), x1=1268, x2=1364, y1=473, y2=569\n",
            "Face shape: (48, 48, 3), x1=624, x2=672, y1=248, y2=296\n",
            "Face shape: (133, 133, 3), x1=323, x2=456, y1=55, y2=188\n",
            "Face shape: (114, 114, 3), x1=256, x2=370, y1=104, y2=218\n",
            "Face shape: (162, 162, 3), x1=675, x2=837, y1=378, y2=540\n",
            "Face shape: (113, 113, 3), x1=388, x2=501, y1=265, y2=378\n",
            "Face shape: (330, 330, 3), x1=55, x2=385, y1=82, y2=412\n",
            "Face shape: (232, 231, 3), x1=38, x2=270, y1=38, y2=270\n",
            "Face shape: (67, 67, 3), x1=90, x2=157, y1=16, y2=83\n",
            "Face shape: (136, 136, 3), x1=102, x2=238, y1=158, y2=294\n",
            "Face shape: (272, 272, 3), x1=204, x2=476, y1=90, y2=362\n",
            "Face shape: (386, 386, 3), x1=386, x2=772, y1=160, y2=546\n",
            "Face shape: (136, 136, 3), x1=488, x2=624, y1=34, y2=170\n",
            "Face shape: (95, 95, 3), x1=372, x2=467, y1=23, y2=118\n",
            "Face shape: (192, 192, 3), x1=1056, x2=1248, y1=320, y2=512\n",
            "Face shape: (159, 159, 3), x1=173, x2=332, y1=199, y2=358\n",
            "Face shape: (56, 56, 3), x1=218, x2=274, y1=189, y2=245\n",
            "Face shape: (56, 56, 3), x1=113, x2=169, y1=2518, y2=2574\n",
            "Face shape: (230, 230, 3), x1=690, x2=920, y1=134, y2=364\n",
            "Face shape: (188, 188, 3), x1=172, x2=360, y1=47, y2=235\n",
            "Face shape: (322, 322, 3), x1=2388, x2=2710, y1=429, y2=751\n",
            "Face shape: (447, 447, 3), x1=335, x2=782, y1=223, y2=670\n",
            "Face shape: (56, 56, 3), x1=227, x2=283, y1=113, y2=169\n",
            "Face shape: (56, 56, 3), x1=151, x2=207, y1=56, y2=112\n",
            "Face shape: (112, 112, 3), x1=75, x2=187, y1=131, y2=243\n",
            "Face shape: (228, 228, 3), x1=476, x2=704, y1=571, y2=799\n",
            "Face shape: (80, 80, 3), x1=127, x2=207, y1=53, y2=133\n",
            "Face shape: (228, 228, 3), x1=1104, x2=1332, y1=114, y2=342\n",
            "Face shape: (277, 277, 3), x1=69, x2=346, y1=92, y2=369\n",
            "Face shape: (162, 162, 3), x1=67, x2=229, y1=67, y2=229\n",
            "Face shape: (227, 227, 3), x1=227, x2=454, y1=853, y2=1080\n",
            "Face shape: (56, 56, 3), x1=113, x2=169, y1=2518, y2=2574\n",
            "Face shape: (157, 157, 3), x1=39, x2=196, y1=26, y2=183\n",
            "Face shape: (135, 135, 3), x1=237, x2=372, y1=180, y2=315\n",
            "Face shape: (226, 226, 3), x1=1280, x2=1506, y1=188, y2=414\n",
            "Face shape: (162, 162, 3), x1=162, x2=324, y1=67, y2=229\n",
            "Face shape: (56, 56, 3), x1=113, x2=169, y1=2518, y2=2574\n",
            "Face shape: (158, 158, 3), x1=357, x2=515, y1=26, y2=184\n",
            "Face shape: (112, 112, 3), x1=206, x2=318, y1=84, y2=196\n",
            "Face shape: (919, 919, 3), x1=306, x2=1225, y1=153, y2=1072\n",
            "Face shape: (135, 135, 3), x1=45, x2=180, y1=67, y2=202\n",
            "Face shape: (157, 157, 3), x1=39, x2=196, y1=39, y2=196\n",
            "Face shape: (327, 327, 3), x1=463, x2=790, y1=81, y2=408\n",
            "Face shape: (68, 68, 3), x1=629, x2=697, y1=170, y2=238\n",
            "Face shape: (191, 191, 3), x1=382, x2=573, y1=79, y2=270\n",
            "Face shape: (133, 133, 3), x1=111, x2=244, y1=44, y2=177\n",
            "Face shape: (80, 80, 3), x1=606, x2=686, y1=802, y2=882\n",
            "Face shape: (320, 320, 3), x1=881, x2=1201, y1=53, y2=373\n",
            "Face shape: (48, 48, 3), x1=628, x2=676, y1=172, y2=220\n",
            "Face shape: (471, 471, 3), x1=78, x2=549, y1=78, y2=549\n",
            "Face shape: (273, 273, 3), x1=250, x2=523, y1=250, y2=523\n",
            "Face shape: (193, 193, 3), x1=354, x2=547, y1=32, y2=225\n",
            "Face shape: (95, 95, 3), x1=79, x2=174, y1=15, y2=110\n",
            "Face shape: (191, 191, 3), x1=1369, x2=1560, y1=350, y2=541\n",
            "Face shape: (47, 47, 3), x1=406, x2=453, y1=410, y2=457\n",
            "Face shape: (537, 537, 3), x1=985, x2=1522, y1=134, y2=671\n",
            "Face shape: (161, 161, 3), x1=161, x2=322, y1=188, y2=349\n",
            "Face shape: (112, 112, 3), x1=122, x2=234, y1=75, y2=187\n",
            "Face shape: (80, 80, 3), x1=816, x2=896, y1=107, y2=187\n",
            "Face shape: (156, 156, 3), x1=13, x2=169, y1=52, y2=208\n",
            "Face shape: (114, 114, 3), x1=152, x2=266, y1=85, y2=199\n",
            "Face shape: (114, 114, 3), x1=248, x2=362, y1=19, y2=133\n",
            "Face shape: (163, 163, 3), x1=81, x2=244, y1=13, y2=176\n",
            "Face shape: (68, 68, 3), x1=125, x2=193, y1=45, y2=113\n",
            "Face shape: (114, 114, 3), x1=410, x2=524, y1=333, y2=447\n",
            "Face shape: (80, 80, 3), x1=505, x2=585, y1=269, y2=349\n",
            "Face shape: (81, 81, 3), x1=459, x2=540, y1=128, y2=209\n",
            "Face shape: (68, 68, 3), x1=362, x2=430, y1=96, y2=164\n",
            "Face shape: (160, 160, 3), x1=428, x2=588, y1=214, y2=374\n",
            "Face shape: (320, 320, 3), x1=347, x2=667, y1=53, y2=373\n",
            "Face shape: (161, 161, 3), x1=336, x2=497, y1=94, y2=255\n",
            "Face shape: (80, 80, 3), x1=558, x2=638, y1=94, y2=174\n",
            "Face shape: (135, 135, 3), x1=339, x2=474, y1=135, y2=270\n",
            "Face shape: (191, 191, 3), x1=1656, x2=1847, y1=143, y2=334\n",
            "Face shape: (47, 47, 3), x1=59, x2=106, y1=7, y2=54\n",
            "Face shape: (114, 114, 3), x1=296, x2=410, y1=324, y2=438\n",
            "Face shape: (57, 57, 3), x1=143, x2=200, y1=100, y2=157\n",
            "Face shape: (48, 48, 3), x1=376, x2=424, y1=884, y2=932\n",
            "Face shape: (321, 321, 3), x1=133, x2=454, y1=187, y2=508\n",
            "Face shape: (161, 161, 3), x1=822, x2=983, y1=889, y2=1050\n",
            "Face shape: (164, 164, 3), x1=164, x2=328, y1=68, y2=232\n",
            "Face shape: (191, 191, 3), x1=1452, x2=1643, y1=878, y2=1069\n",
            "Face shape: (115, 115, 3), x1=221, x2=336, y1=28, y2=143\n",
            "Face shape: (1058, 1058, 3), x1=352, x2=1410, y1=176, y2=1234\n",
            "Face shape: (323, 323, 3), x1=350, x2=673, y1=161, y2=484\n",
            "Face shape: (56, 56, 3), x1=208, x2=264, y1=137, y2=193\n",
            "Face shape: (67, 67, 3), x1=315, x2=382, y1=140, y2=207\n",
            "Face shape: (320, 320, 3), x1=106, x2=426, y1=1335, y2=1655\n",
            "Face shape: (114, 114, 3), x1=209, x2=323, y1=85, y2=199\n",
            "Face shape: (95, 95, 3), x1=127, x2=222, y1=55, y2=150\n",
            "Face shape: (115, 115, 3), x1=105, x2=220, y1=105, y2=220\n",
            "Face shape: (67, 67, 3), x1=350, x2=417, y1=423, y2=490\n",
            "Face shape: (68, 68, 3), x1=114, x2=182, y1=34, y2=102\n",
            "Face shape: (56, 56, 3), x1=146, x2=202, y1=47, y2=103\n",
            "Face shape: (112, 112, 3), x1=37, x2=149, y1=18, y2=130\n",
            "Face shape: (57, 57, 3), x1=228, x2=285, y1=66, y2=123\n",
            "Face shape: (232, 232, 3), x1=96, x2=328, y1=58, y2=290\n",
            "Face shape: (387, 387, 3), x1=355, x2=742, y1=193, y2=580\n",
            "Face shape: (136, 136, 3), x1=68, x2=204, y1=56, y2=192\n",
            "Face shape: (135, 135, 3), x1=157, x2=292, y1=135, y2=270\n",
            "Face shape: (192, 192, 3), x1=352, x2=544, y1=320, y2=512\n",
            "Face shape: (229, 229, 3), x1=133, x2=362, y1=57, y2=286\n",
            "Face shape: (188, 188, 3), x1=78, x2=266, y1=78, y2=266\n",
            "Face shape: (112, 112, 3), x1=65, x2=177, y1=75, y2=187\n",
            "Face shape: (229, 229, 3), x1=249, x2=478, y1=76, y2=305\n",
            "Face shape: (47, 47, 3), x1=199, x2=246, y1=35, y2=82\n",
            "Face shape: (47, 47, 3), x1=259, x2=306, y1=199, y2=246\n",
            "Face shape: (134, 134, 3), x1=179, x2=313, y1=56, y2=190\n",
            "Face shape: (67, 67, 3), x1=39, x2=106, y1=287, y2=354\n",
            "Face shape: (96, 96, 3), x1=448, x2=544, y1=40, y2=136\n",
            "Face shape: (114, 114, 3), x1=277, x2=391, y1=47, y2=161\n",
            "Face shape: (537, 537, 3), x1=358, x2=895, y1=89, y2=626\n",
            "Face shape: (271, 271, 3), x1=22, x2=293, y1=22, y2=293\n",
            "Face shape: (67, 67, 3), x1=1180, x2=1247, y1=740, y2=807\n",
            "Face shape: (162, 162, 3), x1=148, x2=310, y1=67, y2=229\n",
            "Face shape: (268, 268, 3), x1=268, x2=536, y1=67, y2=335\n",
            "Face shape: (159, 159, 3), x1=159, x2=318, y1=26, y2=185\n",
            "Face shape: (318, 318, 3), x1=823, x2=1141, y1=212, y2=530\n",
            "Face shape: (79, 79, 3), x1=106, x2=185, y1=59, y2=138\n",
            "Face shape: (114, 114, 3), x1=257, x2=371, y1=391, y2=505\n",
            "Face shape: (96, 96, 3), x1=128, x2=224, y1=104, y2=200\n",
            "Face shape: (67, 67, 3), x1=677, x2=744, y1=435, y2=502\n",
            "Face shape: (268, 268, 3), x1=313, x2=581, y1=246, y2=514\n",
            "Face shape: (270, 270, 3), x1=924, x2=1194, y1=203, y2=473\n",
            "Face shape: (80, 80, 3), x1=781, x2=861, y1=457, y2=537\n",
            "Face shape: (114, 114, 3), x1=555, x2=669, y1=296, y2=410\n",
            "Face shape: (67, 67, 3), x1=381, x2=448, y1=89, y2=156\n",
            "Face shape: (272, 272, 3), x1=386, x2=658, y1=136, y2=408\n",
            "Face shape: (96, 96, 3), x1=336, x2=432, y1=216, y2=312\n",
            "Face shape: (57, 57, 3), x1=99, x2=156, y1=28, y2=85\n",
            "Face shape: (160, 160, 3), x1=120, x2=280, y1=80, y2=240\n",
            "Face shape: (157, 157, 3), x1=52, x2=209, y1=52, y2=209\n",
            "Face shape: (461, 461, 3), x1=461, x2=922, y1=115, y2=576\n",
            "Face shape: (192, 192, 3), x1=450, x2=642, y1=96, y2=288\n",
            "Face shape: (273, 273, 3), x1=500, x2=773, y1=68, y2=341\n",
            "Face shape: (96, 96, 3), x1=353, x2=449, y1=24, y2=120\n",
            "Face shape: (113, 113, 3), x1=85, x2=198, y1=28, y2=141\n",
            "Face shape: (80, 80, 3), x1=550, x2=630, y1=382, y2=462\n",
            "Face shape: (563, 563, 3), x1=140, x2=703, y1=93, y2=656\n",
            "Face shape: (114, 114, 3), x1=210, x2=324, y1=28, y2=142\n",
            "Face shape: (279, 279, 3), x1=418, x2=697, y1=46, y2=325\n",
            "Face shape: (192, 192, 3), x1=496, x2=688, y1=80, y2=272\n",
            "Face shape: (67, 67, 3), x1=152, x2=219, y1=107, y2=174\n",
            "Face shape: (80, 80, 3), x1=394, x2=474, y1=133, y2=213\n",
            "Face shape: (446, 446, 3), x1=335, x2=781, y1=148, y2=594\n",
            "Face shape: (57, 57, 3), x1=504, x2=561, y1=314, y2=371\n",
            "Face shape: (67, 67, 3), x1=428, x2=495, y1=78, y2=145\n",
            "Face shape: (135, 135, 3), x1=596, x2=731, y1=67, y2=202\n",
            "Face shape: (922, 922, 3), x1=461, x2=1383, y1=384, y2=1306\n",
            "Face shape: (135, 135, 3), x1=913, x2=1048, y1=248, y2=383\n",
            "Face shape: (67, 67, 3), x1=1180, x2=1247, y1=740, y2=807\n",
            "Face shape: (137, 137, 3), x1=218, x2=355, y1=34, y2=171\n",
            "Face shape: (56, 56, 3), x1=42, x2=98, y1=42, y2=98\n",
            "Face shape: (192, 192, 3), x1=288, x2=480, y1=224, y2=416\n",
            "Face shape: (268, 268, 3), x1=246, x2=514, y1=44, y2=312\n",
            "Face shape: (161, 161, 3), x1=403, x2=564, y1=148, y2=309\n",
            "Face shape: (455, 455, 3), x1=986, x2=1441, y1=151, y2=606\n",
            "Face shape: (67, 67, 3), x1=118, x2=185, y1=169, y2=236\n",
            "Face shape: (189, 189, 3), x1=94, x2=283, y1=31, y2=220\n",
            "Face shape: (191, 191, 3), x1=302, x2=493, y1=175, y2=366\n",
            "Face shape: (48, 48, 3), x1=316, x2=364, y1=24, y2=72\n",
            "Face shape: (224, 224, 3), x1=205, x2=429, y1=130, y2=354\n",
            "Face shape: (114, 114, 3), x1=285, x2=399, y1=104, y2=218\n",
            "Face shape: (57, 57, 3), x1=478, x2=535, y1=81, y2=138\n",
            "Face shape: (324, 324, 3), x1=81, x2=405, y1=135, y2=459\n",
            "Face shape: (80, 80, 3), x1=215, x2=295, y1=505, y2=585\n",
            "Face shape: (80, 80, 3), x1=537, x2=617, y1=20, y2=100\n",
            "Face shape: (80, 80, 3), x1=20, x2=100, y1=53, y2=133\n",
            "Face shape: (94, 94, 3), x1=70, x2=164, y1=23, y2=117\n",
            "Face shape: (81, 81, 3), x1=278, x2=359, y1=101, y2=182\n",
            "Face shape: (96, 96, 3), x1=152, x2=248, y1=346, y2=442\n",
            "Face shape: (455, 455, 3), x1=341, x2=796, y1=872, y2=1327\n",
            "Face shape: (136, 136, 3), x1=171, x2=307, y1=159, y2=295\n",
            "Face shape: (225, 225, 3), x1=395, x2=620, y1=508, y2=733\n",
            "Face shape: (114, 114, 3), x1=114, x2=228, y1=86, y2=200\n",
            "Face shape: (67, 67, 3), x1=1180, x2=1247, y1=740, y2=807\n",
            "Face shape: (374, 374, 3), x1=62, x2=436, y1=62, y2=436\n",
            "Face shape: (159, 159, 3), x1=53, x2=212, y1=93, y2=252\n",
            "Face shape: (320, 320, 3), x1=453, x2=773, y1=480, y2=800\n",
            "Face shape: (662, 662, 3), x1=607, x2=1269, y1=110, y2=772\n",
            "Face shape: (162, 162, 3), x1=257, x2=419, y1=175, y2=337\n",
            "Face shape: (94, 94, 3), x1=387, x2=481, y1=23, y2=117\n",
            "Face shape: (164, 164, 3), x1=164, x2=328, y1=68, y2=232\n",
            "Face shape: (95, 95, 3), x1=359, x2=454, y1=23, y2=118\n",
            "Face shape: (67, 67, 3), x1=16, x2=83, y1=141, y2=208\n",
            "Face shape: (57, 57, 3), x1=242, x2=299, y1=190, y2=247\n",
            "Face shape: (450, 450, 3), x1=150, x2=600, y1=112, y2=562\n",
            "Face shape: (48, 48, 3), x1=440, x2=488, y1=156, y2=204\n",
            "Face shape: (67, 67, 3), x1=1180, x2=1247, y1=740, y2=807\n",
            "Face shape: (186, 186, 3), x1=186, x2=372, y1=46, y2=232\n",
            "Face shape: (137, 137, 3), x1=263, x2=400, y1=205, y2=342\n",
            "Face shape: (320, 320, 3), x1=80, x2=400, y1=53, y2=373\n",
            "Face shape: (95, 95, 3), x1=407, x2=502, y1=191, y2=286\n",
            "Face shape: (277, 277, 3), x1=92, x2=369, y1=46, y2=323\n",
            "Face shape: (538, 538, 3), x1=224, x2=762, y1=269, y2=807\n",
            "Face shape: (80, 80, 3), x1=181, x2=261, y1=26, y2=106\n",
            "Face shape: (47, 47, 3), x1=275, x2=322, y1=111, y2=158\n",
            "Face shape: (455, 455, 3), x1=1024, x2=1479, y1=872, y2=1327\n",
            "Face shape: (56, 56, 3), x1=79, x2=135, y1=32, y2=88\n",
            "Face shape: (766, 766, 3), x1=127, x2=893, y1=255, y2=1021\n",
            "Face shape: (80, 80, 3), x1=659, x2=739, y1=734, y2=814\n",
            "Face shape: (95, 95, 3), x1=319, x2=414, y1=111, y2=206\n",
            "Face shape: (162, 162, 3), x1=473, x2=635, y1=148, y2=310\n",
            "Face shape: (548, 548, 3), x1=182, x2=730, y1=0, y2=548\n",
            "Face shape: (372, 372, 3), x1=124, x2=496, y1=62, y2=434\n",
            "Face shape: (81, 81, 3), x1=345, x2=426, y1=60, y2=141\n",
            "Face shape: (770, 770, 3), x1=256, x2=1026, y1=449, y2=1219\n",
            "Face shape: (96, 96, 3), x1=16, x2=112, y1=96, y2=192\n",
            "Face shape: (80, 80, 3), x1=263, x2=343, y1=13, y2=93\n",
            "Face shape: (80, 80, 3), x1=936, x2=1016, y1=444, y2=524\n",
            "Face shape: (1092, 1092, 3), x1=637, x2=1729, y1=273, y2=1365\n",
            "Face shape: (57, 57, 3), x1=138, x2=195, y1=176, y2=233\n",
            "Face shape: (80, 80, 3), x1=100, x2=180, y1=33, y2=113\n",
            "Face shape: (162, 162, 3), x1=135, x2=297, y1=54, y2=216\n",
            "Face shape: (112, 112, 3), x1=234, x2=346, y1=18, y2=130\n",
            "Face shape: (96, 96, 3), x1=273, x2=369, y1=80, y2=176\n",
            "Face shape: (228, 228, 3), x1=836, x2=1064, y1=19, y2=247\n",
            "Face shape: (384, 384, 3), x1=1088, x2=1472, y1=640, y2=1024\n",
            "Face shape: (227, 227, 3), x1=264, x2=491, y1=246, y2=473\n",
            "Face shape: (451, 451, 3), x1=112, x2=563, y1=75, y2=526\n",
            "Face shape: (114, 114, 3), x1=191, x2=305, y1=28, y2=142\n",
            "Face shape: (68, 68, 3), x1=107, x2=175, y1=28, y2=96\n",
            "Face shape: (96, 96, 3), x1=289, x2=385, y1=56, y2=152\n",
            "Face shape: (96, 96, 3), x1=592, x2=688, y1=184, y2=280\n",
            "Face shape: (97, 97, 3), x1=315, x2=412, y1=24, y2=121\n",
            "Face shape: (325, 325, 3), x1=379, x2=704, y1=352, y2=677\n",
            "Face shape: (66, 66, 3), x1=22, x2=88, y1=27, y2=93\n",
            "Face shape: (273, 273, 3), x1=637, x2=910, y1=113, y2=386\n",
            "Face shape: (96, 96, 3), x1=368, x2=464, y1=72, y2=168\n",
            "Face shape: (136, 136, 3), x1=215, x2=351, y1=102, y2=238\n",
            "Face shape: (195, 195, 3), x1=195, x2=390, y1=48, y2=243\n",
            "Face shape: (192, 192, 3), x1=257, x2=449, y1=32, y2=224\n",
            "Face shape: (322, 320, 3), x1=26, x2=348, y1=53, y2=375\n",
            "Face shape: (192, 192, 3), x1=160, x2=352, y1=32, y2=224\n",
            "Face shape: (57, 57, 3), x1=195, x2=252, y1=76, y2=133\n",
            "Face shape: (326, 326, 3), x1=272, x2=598, y1=136, y2=462\n",
            "Face shape: (57, 57, 3), x1=106, x2=163, y1=28, y2=85\n",
            "Face shape: (67, 67, 3), x1=249, x2=316, y1=107, y2=174\n",
            "Face shape: (80, 80, 3), x1=333, x2=413, y1=20, y2=100\n",
            "Face shape: (160, 160, 3), x1=133, x2=293, y1=66, y2=226\n",
            "Face shape: (113, 113, 3), x1=2421, x2=2534, y1=189, y2=302\n",
            "Face shape: (163, 163, 3), x1=122, x2=285, y1=40, y2=203\n",
            "Face shape: (112, 112, 3), x1=131, x2=243, y1=140, y2=252\n",
            "Face shape: (80, 80, 3), x1=207, x2=287, y1=80, y2=160\n",
            "Face shape: (276, 276, 3), x1=184, x2=460, y1=69, y2=345\n",
            "Face shape: (96, 96, 3), x1=297, x2=393, y1=168, y2=264\n",
            "Face shape: (80, 80, 3), x1=168, x2=248, y1=53, y2=133\n",
            "Face shape: (924, 924, 3), x1=616, x2=1540, y1=154, y2=1078\n",
            "Face shape: (48, 48, 3), x1=96, x2=144, y1=20, y2=68\n",
            "Face shape: (68, 68, 3), x1=79, x2=147, y1=34, y2=102\n",
            "Face shape: (268, 268, 3), x1=111, x2=379, y1=223, y2=491\n",
            "Face shape: (67, 67, 3), x1=152, x2=219, y1=67, y2=134\n",
            "Face shape: (133, 133, 3), x1=100, x2=233, y1=66, y2=199\n",
            "Face shape: (48, 48, 3), x1=400, x2=448, y1=112, y2=160\n",
            "Face shape: (67, 67, 3), x1=78, x2=145, y1=112, y2=179\n",
            "Face shape: (116, 116, 3), x1=48, x2=164, y1=29, y2=145\n",
            "Face shape: (47, 47, 3), x1=131, x2=178, y1=3, y2=50\n",
            "Face shape: (134, 134, 3), x1=44, x2=178, y1=22, y2=156\n",
            "Face shape: (160, 160, 3), x1=213, x2=373, y1=26, y2=186\n",
            "Face shape: (136, 136, 3), x1=431, x2=567, y1=136, y2=272\n",
            "Face shape: (159, 159, 3), x1=372, x2=531, y1=53, y2=212\n",
            "Face shape: (67, 67, 3), x1=440, x2=507, y1=113, y2=180\n",
            "Face shape: (280, 277, 3), x1=23, x2=303, y1=46, y2=326\n",
            "Face shape: (135, 135, 3), x1=135, x2=270, y1=270, y2=405\n",
            "Face shape: (194, 194, 3), x1=388, x2=582, y1=80, y2=274\n",
            "Face shape: (460, 460, 3), x1=115, x2=575, y1=153, y2=613\n",
            "Face shape: (767, 767, 3), x1=383, x2=1150, y1=255, y2=1022\n",
            "Face shape: (134, 134, 3), x1=44, x2=178, y1=56, y2=190\n",
            "Face shape: (135, 135, 3), x1=157, x2=292, y1=33, y2=168\n",
            "Face shape: (95, 95, 3), x1=214, x2=309, y1=55, y2=150\n",
            "Face shape: (57, 57, 3), x1=19, x2=76, y1=28, y2=85\n",
            "Face shape: (48, 48, 3), x1=320, x2=368, y1=40, y2=88\n",
            "Face shape: (67, 67, 3), x1=362, x2=429, y1=424, y2=491\n",
            "Face shape: (48, 48, 3), x1=128, x2=176, y1=32, y2=80\n",
            "Face shape: (162, 162, 3), x1=94, x2=256, y1=108, y2=270\n",
            "Face shape: (95, 95, 3), x1=39, x2=134, y1=39, y2=134\n",
            "Face shape: (68, 68, 3), x1=170, x2=238, y1=165, y2=233\n",
            "Face shape: (113, 113, 3), x1=911, x2=1024, y1=731, y2=844\n",
            "Face shape: (80, 80, 3), x1=221, x2=301, y1=281, y2=361\n",
            "Face shape: (230, 230, 3), x1=211, x2=441, y1=57, y2=287\n",
            "Face shape: (160, 160, 3), x1=107, x2=267, y1=40, y2=200\n",
            "Face shape: (230, 230, 3), x1=632, x2=862, y1=57, y2=287\n",
            "Face shape: (193, 193, 3), x1=242, x2=435, y1=129, y2=322\n",
            "Face shape: (642, 642, 3), x1=1553, x2=2195, y1=321, y2=963\n",
            "Face shape: (57, 57, 3), x1=210, x2=267, y1=38, y2=95\n",
            "Face shape: (67, 67, 3), x1=111, x2=178, y1=27, y2=94\n",
            "Face shape: (57, 57, 3), x1=57, x2=114, y1=85, y2=142\n",
            "Face shape: (459, 459, 3), x1=497, x2=956, y1=153, y2=612\n",
            "Face shape: (319, 319, 3), x1=293, x2=612, y1=53, y2=372\n",
            "Face shape: (56, 56, 3), x1=502, x2=558, y1=23, y2=79\n",
            "Face shape: (112, 112, 3), x1=75, x2=187, y1=46, y2=158\n",
            "Face shape: (114, 114, 3), x1=0, x2=114, y1=19, y2=133\n",
            "Face shape: (57, 57, 3), x1=128, x2=185, y1=23, y2=80\n",
            "Face shape: (80, 80, 3), x1=73, x2=153, y1=20, y2=100\n",
            "Face shape: (94, 94, 3), x1=157, x2=251, y1=70, y2=164\n",
            "Face shape: (113, 113, 3), x1=303, x2=416, y1=227, y2=340\n",
            "Face shape: (321, 321, 3), x1=803, x2=1124, y1=241, y2=562\n",
            "Face shape: (56, 56, 3), x1=122, x2=178, y1=9, y2=65\n",
            "Face shape: (137, 137, 3), x1=285, x2=422, y1=22, y2=159\n",
            "Face shape: (114, 114, 3), x1=133, x2=247, y1=47, y2=161\n",
            "Face shape: (227, 227, 3), x1=398, x2=625, y1=75, y2=302\n",
            "Face shape: (68, 68, 3), x1=199, x2=267, y1=28, y2=96\n",
            "Face shape: (133, 133, 3), x1=357, x2=490, y1=55, y2=188\n",
            "Face shape: (80, 80, 3), x1=333, x2=413, y1=173, y2=253\n",
            "Face shape: (95, 95, 3), x1=2177, x2=2272, y1=263, y2=358\n",
            "Face shape: (161, 161, 3), x1=201, x2=362, y1=53, y2=214\n",
            "Face shape: (225, 225, 3), x1=300, x2=525, y1=75, y2=300\n",
            "Face shape: (280, 277, 3), x1=23, x2=303, y1=46, y2=326\n",
            "Face shape: (160, 160, 3), x1=228, x2=388, y1=107, y2=267\n",
            "Face shape: (229, 229, 3), x1=38, x2=267, y1=38, y2=267\n",
            "Face shape: (113, 113, 3), x1=226, x2=339, y1=56, y2=169\n",
            "Face shape: (114, 114, 3), x1=514, x2=628, y1=485, y2=599\n",
            "Face shape: (193, 193, 3), x1=161, x2=354, y1=80, y2=273\n",
            "Face shape: (95, 95, 3), x1=2177, x2=2272, y1=263, y2=358\n",
            "Face shape: (269, 269, 3), x1=583, x2=852, y1=157, y2=426\n",
            "Face shape: (194, 194, 3), x1=405, x2=599, y1=48, y2=242\n",
            "Face shape: (387, 387, 3), x1=193, x2=580, y1=64, y2=451\n",
            "Face shape: (226, 226, 3), x1=527, x2=753, y1=150, y2=376\n",
            "Face shape: (113, 113, 3), x1=606, x2=719, y1=142, y2=255\n",
            "Face shape: (193, 193, 3), x1=129, x2=322, y1=193, y2=386\n",
            "Face shape: (67, 67, 3), x1=67, x2=134, y1=231, y2=298\n",
            "Face shape: (113, 113, 3), x1=351, x2=464, y1=123, y2=236\n",
            "Face shape: (161, 161, 3), x1=161, x2=322, y1=94, y2=255\n",
            "Face shape: (95, 95, 3), x1=2177, x2=2272, y1=263, y2=358\n",
            "Face shape: (114, 114, 3), x1=306, x2=420, y1=28, y2=142\n",
            "Face shape: (381, 381, 3), x1=603, x2=984, y1=127, y2=508\n",
            "Face shape: (67, 67, 3), x1=899, x2=966, y1=576, y2=643\n",
            "Face shape: (270, 270, 3), x1=765, x2=1035, y1=67, y2=337\n",
            "Face shape: (385, 385, 3), x1=385, x2=770, y1=256, y2=641\n",
            "Face shape: (135, 135, 3), x1=112, x2=247, y1=112, y2=247\n",
            "Face shape: (114, 114, 3), x1=0, x2=114, y1=0, y2=114\n",
            "Face shape: (67, 67, 3), x1=264, x2=331, y1=78, y2=145\n",
            "Face shape: (272, 272, 3), x1=658, x2=930, y1=113, y2=385\n",
            "Face shape: (95, 95, 3), x1=2177, x2=2272, y1=263, y2=358\n",
            "Face shape: (320, 320, 3), x1=187, x2=507, y1=160, y2=480\n",
            "Face shape: (57, 57, 3), x1=104, x2=161, y1=462, y2=519\n",
            "Face shape: (67, 67, 3), x1=314, x2=381, y1=61, y2=128\n",
            "Face shape: (162, 162, 3), x1=542, x2=704, y1=122, y2=284\n",
            "Face shape: (67, 67, 3), x1=282, x2=349, y1=175, y2=242\n",
            "Face shape: (95, 95, 3), x1=2177, x2=2272, y1=263, y2=358\n",
            "Face shape: (81, 81, 3), x1=371, x2=452, y1=297, y2=378\n",
            "Face shape: (67, 67, 3), x1=684, x2=751, y1=452, y2=519\n",
            "Face shape: (383, 383, 3), x1=639, x2=1022, y1=159, y2=542\n",
            "Face shape: (80, 80, 3), x1=282, x2=362, y1=26, y2=106\n",
            "Face shape: (80, 80, 3), x1=80, x2=160, y1=87, y2=167\n",
            "Face shape: (112, 112, 3), x1=75, x2=187, y1=141, y2=253\n",
            "Face shape: (113, 113, 3), x1=370, x2=483, y1=37, y2=150\n",
            "Face shape: (454, 454, 3), x1=227, x2=681, y1=75, y2=529\n",
            "Face shape: (267, 267, 3), x1=200, x2=467, y1=133, y2=400\n",
            "Face shape: (47, 47, 3), x1=99, x2=146, y1=23, y2=70\n",
            "Face shape: (114, 114, 3), x1=76, x2=190, y1=38, y2=152\n",
            "Face shape: (161, 161, 3), x1=229, x2=390, y1=107, y2=268\n",
            "Face shape: (114, 114, 3), x1=134, x2=248, y1=28, y2=142\n",
            "Face shape: (96, 96, 3), x1=64, x2=160, y1=16, y2=112\n",
            "Face shape: (194, 194, 3), x1=177, x2=371, y1=64, y2=258\n",
            "Face shape: (266, 266, 3), x1=155, x2=421, y1=22, y2=288\n",
            "Face shape: (113, 113, 3), x1=132, x2=245, y1=283, y2=396\n",
            "Face shape: (68, 68, 3), x1=142, x2=210, y1=39, y2=107\n",
            "Face shape: (113, 113, 3), x1=208, x2=321, y1=85, y2=198\n",
            "Face shape: (188, 188, 3), x1=125, x2=313, y1=31, y2=219\n",
            "Face shape: (68, 68, 3), x1=148, x2=216, y1=34, y2=102\n",
            "Face shape: (192, 192, 3), x1=800, x2=992, y1=96, y2=288\n",
            "Face shape: (135, 135, 3), x1=529, x2=664, y1=45, y2=180\n",
            "Face shape: (80, 80, 3), x1=382, x2=462, y1=67, y2=147\n",
            "Face shape: (47, 47, 3), x1=151, x2=198, y1=206, y2=253\n",
            "Face shape: (158, 158, 3), x1=211, x2=369, y1=52, y2=210\n",
            "Face shape: (157, 157, 3), x1=52, x2=209, y1=39, y2=196\n",
            "Face shape: (225, 225, 3), x1=301, x2=526, y1=112, y2=337\n",
            "Face shape: (190, 190, 3), x1=47, x2=237, y1=47, y2=237\n",
            "Face shape: (112, 112, 3), x1=56, x2=168, y1=46, y2=158\n",
            "Face shape: (57, 57, 3), x1=495, x2=552, y1=19, y2=76\n",
            "Face shape: (113, 113, 3), x1=151, x2=264, y1=75, y2=188\n",
            "Face shape: (113, 113, 3), x1=2421, x2=2534, y1=189, y2=302\n",
            "Face shape: (382, 382, 3), x1=382, x2=764, y1=127, y2=509\n",
            "Face shape: (95, 95, 3), x1=1451, x2=1546, y1=199, y2=294\n",
            "Face shape: (56, 56, 3), x1=103, x2=159, y1=33, y2=89\n",
            "Face shape: (134, 134, 3), x1=89, x2=223, y1=100, y2=234\n",
            "Face shape: (57, 57, 3), x1=209, x2=266, y1=28, y2=85\n",
            "Face shape: (272, 272, 3), x1=158, x2=430, y1=68, y2=340\n",
            "Face shape: (48, 48, 3), x1=252, x2=300, y1=80, y2=128\n",
            "Face shape: (135, 135, 3), x1=135, x2=270, y1=45, y2=180\n",
            "Face shape: (67, 67, 3), x1=135, x2=202, y1=56, y2=123\n",
            "Face shape: (136, 136, 3), x1=875, x2=1011, y1=215, y2=351\n",
            "Face shape: (225, 225, 3), x1=18, x2=243, y1=56, y2=281\n",
            "Face shape: (163, 163, 3), x1=95, x2=258, y1=27, y2=190\n",
            "Face shape: (228, 228, 3), x1=76, x2=304, y1=57, y2=285\n",
            "Face shape: (67, 67, 3), x1=1209, x2=1276, y1=898, y2=965\n",
            "Face shape: (47, 47, 3), x1=63, x2=110, y1=31, y2=78\n",
            "Face shape: (643, 643, 3), x1=428, x2=1071, y1=428, y2=1071\n",
            "Face shape: (48, 48, 3), x1=256, x2=304, y1=64, y2=112\n",
            "Face shape: (160, 160, 3), x1=1000, x2=1160, y1=440, y2=600\n",
            "Face shape: (136, 136, 3), x1=547, x2=683, y1=45, y2=181\n",
            "Face shape: (378, 378, 3), x1=189, x2=567, y1=94, y2=472\n",
            "Face shape: (163, 163, 3), x1=81, x2=244, y1=68, y2=231\n",
            "Face shape: (228, 228, 3), x1=247, x2=475, y1=57, y2=285\n",
            "Face shape: (380, 380, 3), x1=285, x2=665, y1=222, y2=602\n",
            "Face shape: (48, 48, 3), x1=36, x2=84, y1=52, y2=100\n",
            "Face shape: (68, 68, 3), x1=238, x2=306, y1=51, y2=119\n",
            "Face shape: (96, 96, 3), x1=418, x2=514, y1=88, y2=184\n",
            "Face shape: (47, 47, 3), x1=43, x2=90, y1=51, y2=98\n",
            "Face shape: (57, 57, 3), x1=95, x2=152, y1=9, y2=66\n",
            "Face shape: (227, 227, 3), x1=75, x2=302, y1=700, y2=927\n",
            "Face shape: (193, 193, 3), x1=64, x2=257, y1=193, y2=386\n",
            "Face shape: (80, 80, 3), x1=377, x2=457, y1=323, y2=403\n",
            "Face shape: (138, 138, 3), x1=149, x2=287, y1=34, y2=172\n",
            "Face shape: (80, 80, 3), x1=294, x2=374, y1=33, y2=113\n",
            "Face shape: (320, 320, 3), x1=320, x2=640, y1=80, y2=400\n",
            "Face shape: (383, 383, 3), x1=95, x2=478, y1=95, y2=478\n",
            "Face shape: (56, 56, 3), x1=574, x2=630, y1=474, y2=530\n",
            "Face shape: (640, 640, 3), x1=533, x2=1173, y1=106, y2=746\n",
            "Face shape: (48, 48, 3), x1=408, x2=456, y1=132, y2=180\n",
            "Face shape: (136, 136, 3), x1=34, x2=170, y1=68, y2=204\n",
            "Face shape: (320, 320, 3), x1=320, x2=640, y1=53, y2=373\n",
            "Face shape: (96, 96, 3), x1=56, x2=152, y1=88, y2=184\n",
            "Face shape: (114, 114, 3), x1=210, x2=324, y1=47, y2=161\n",
            "Face shape: (68, 68, 3), x1=107, x2=175, y1=136, y2=204\n",
            "Face shape: (57, 57, 3), x1=114, x2=171, y1=4, y2=61\n",
            "Face shape: (229, 229, 3), x1=363, x2=592, y1=497, y2=726\n",
            "Face shape: (226, 226, 3), x1=245, x2=471, y1=37, y2=263\n",
            "Face shape: (96, 96, 3), x1=368, x2=464, y1=72, y2=168\n",
            "Face shape: (96, 96, 3), x1=792, x2=888, y1=616, y2=712\n",
            "Face shape: (114, 114, 3), x1=199, x2=313, y1=380, y2=494\n",
            "Face shape: (192, 192, 3), x1=576, x2=768, y1=48, y2=240\n",
            "Face shape: (67, 67, 3), x1=254, x2=321, y1=113, y2=180\n",
            "Face shape: (135, 135, 3), x1=135, x2=270, y1=101, y2=236\n",
            "Face shape: (373, 373, 3), x1=31, x2=404, y1=93, y2=466\n",
            "Face shape: (191, 191, 3), x1=0, x2=191, y1=254, y2=445\n",
            "Face shape: (114, 114, 3), x1=28, x2=142, y1=47, y2=161\n",
            "Face shape: (192, 192, 3), x1=369, x2=561, y1=64, y2=256\n",
            "Face shape: (47, 47, 3), x1=31, x2=78, y1=19, y2=66\n",
            "Face shape: (163, 163, 3), x1=395, x2=558, y1=40, y2=203\n",
            "Face shape: (67, 67, 3), x1=898, x2=965, y1=163, y2=230\n",
            "Face shape: (227, 227, 3), x1=473, x2=700, y1=700, y2=927\n",
            "Face shape: (160, 160, 3), x1=120, x2=280, y1=53, y2=213\n",
            "Face shape: (96, 96, 3), x1=386, x2=482, y1=40, y2=136\n",
            "Face shape: (265, 265, 3), x1=198, x2=463, y1=0, y2=265\n",
            "Face shape: (95, 95, 3), x1=214, x2=309, y1=63, y2=158\n",
            "Face shape: (57, 57, 3), x1=47, x2=104, y1=42, y2=99\n",
            "Face shape: (1490, 1490, 3), x1=0, x2=1490, y1=124, y2=1614\n",
            "Face shape: (646, 646, 3), x1=269, x2=915, y1=0, y2=646\n",
            "Face shape: (114, 114, 3), x1=190, x2=304, y1=19, y2=133\n",
            "Face shape: (96, 96, 3), x1=704, x2=800, y1=24, y2=120\n",
            "Face shape: (540, 540, 3), x1=405, x2=945, y1=135, y2=675\n",
            "Face shape: (96, 96, 3), x1=136, x2=232, y1=32, y2=128\n",
            "Face shape: (320, 320, 3), x1=614, x2=934, y1=53, y2=373\n",
            "Face shape: (272, 272, 3), x1=136, x2=408, y1=68, y2=340\n",
            "Face shape: (80, 80, 3), x1=309, x2=389, y1=47, y2=127\n",
            "Face shape: (96, 96, 3), x1=112, x2=208, y1=56, y2=152\n",
            "Face shape: (137, 137, 3), x1=126, x2=263, y1=34, y2=171\n",
            "Face shape: (188, 188, 3), x1=314, x2=502, y1=188, y2=376\n",
            "Face shape: (903, 895, 3), x1=75, x2=978, y1=75, y2=978\n",
            "Face shape: (114, 114, 3), x1=428, x2=542, y1=266, y2=380\n",
            "Face shape: (547, 547, 3), x1=227, x2=774, y1=182, y2=729\n",
            "Face shape: (115, 115, 3), x1=134, x2=249, y1=19, y2=134\n",
            "Face shape: (47, 47, 3), x1=171, x2=218, y1=3, y2=50\n",
            "Face shape: (81, 81, 3), x1=412, x2=493, y1=182, y2=263\n",
            "Face shape: (112, 112, 3), x1=188, x2=300, y1=56, y2=168\n",
            "Face shape: (162, 162, 3), x1=311, x2=473, y1=216, y2=378\n",
            "Face shape: (1095, 1095, 3), x1=365, x2=1460, y1=456, y2=1551\n",
            "Face shape: (115, 115, 3), x1=76, x2=191, y1=38, y2=153\n",
            "Face shape: (114, 114, 3), x1=819, x2=933, y1=590, y2=704\n",
            "Face shape: (111, 111, 3), x1=111, x2=222, y1=37, y2=148\n",
            "Face shape: (135, 135, 3), x1=214, x2=349, y1=101, y2=236\n",
            "Face shape: (80, 80, 3), x1=209, x2=289, y1=40, y2=120\n",
            "Face shape: (229, 229, 3), x1=152, x2=381, y1=152, y2=381\n",
            "Face shape: (80, 80, 3), x1=254, x2=334, y1=100, y2=180\n",
            "Face shape: (317, 317, 3), x1=264, x2=581, y1=132, y2=449\n",
            "Face shape: (67, 67, 3), x1=514, x2=581, y1=158, y2=225\n",
            "Face shape: (161, 161, 3), x1=537, x2=698, y1=67, y2=228\n",
            "Face shape: (326, 326, 3), x1=299, x2=625, y1=108, y2=434\n",
            "Face shape: (161, 161, 3), x1=94, x2=255, y1=80, y2=241\n",
            "Face shape: (114, 114, 3), x1=171, x2=285, y1=38, y2=152\n",
            "Face shape: (187, 187, 3), x1=78, x2=265, y1=93, y2=280\n",
            "Face shape: (47, 47, 3), x1=147, x2=194, y1=71, y2=118\n",
            "Face shape: (266, 266, 3), x1=66, x2=332, y1=111, y2=377\n",
            "Face shape: (112, 112, 3), x1=187, x2=299, y1=75, y2=187\n",
            "Face shape: (113, 113, 3), x1=28, x2=141, y1=37, y2=150\n",
            "Face shape: (226, 226, 3), x1=414, x2=640, y1=94, y2=320\n",
            "Face shape: (320, 320, 3), x1=802, x2=1122, y1=80, y2=400\n",
            "Face shape: (162, 162, 3), x1=324, x2=486, y1=40, y2=202\n",
            "Face shape: (96, 96, 3), x1=344, x2=440, y1=80, y2=176\n",
            "Face shape: (232, 232, 3), x1=193, x2=425, y1=19, y2=251\n",
            "Face shape: (329, 329, 3), x1=192, x2=521, y1=109, y2=438\n",
            "Face shape: (80, 80, 3), x1=120, x2=200, y1=147, y2=227\n",
            "Face shape: (192, 192, 3), x1=400, x2=592, y1=96, y2=288\n",
            "Face shape: (161, 161, 3), x1=121, x2=282, y1=94, y2=255\n",
            "Face shape: (136, 136, 3), x1=296, x2=432, y1=68, y2=204\n",
            "Face shape: (379, 379, 3), x1=126, x2=505, y1=94, y2=473\n",
            "Face shape: (159, 159, 3), x1=199, x2=358, y1=0, y2=159\n",
            "Face shape: (161, 161, 3), x1=295, x2=456, y1=53, y2=214\n",
            "Face shape: (163, 163, 3), x1=340, x2=503, y1=81, y2=244\n",
            "Face shape: (190, 190, 3), x1=142, x2=332, y1=47, y2=237\n",
            "Face shape: (460, 460, 3), x1=729, x2=1189, y1=384, y2=844\n",
            "Face shape: (80, 80, 3), x1=40, x2=120, y1=13, y2=93\n",
            "Face shape: (68, 68, 3), x1=130, x2=198, y1=51, y2=119\n",
            "Face shape: (924, 924, 3), x1=231, x2=1155, y1=308, y2=1232\n",
            "Face shape: (266, 266, 3), x1=133, x2=399, y1=44, y2=310\n",
            "Face shape: (163, 163, 3), x1=136, x2=299, y1=54, y2=217\n",
            "Face shape: (269, 269, 3), x1=246, x2=515, y1=112, y2=381\n",
            "Face shape: (47, 47, 3), x1=373, x2=420, y1=266, y2=313\n",
            "Face shape: (227, 227, 3), x1=568, x2=795, y1=94, y2=321\n",
            "Face shape: (546, 546, 3), x1=819, x2=1365, y1=318, y2=864\n",
            "Face shape: (629, 629, 3), x1=209, x2=838, y1=157, y2=786\n",
            "Face shape: (135, 135, 3), x1=90, x2=225, y1=33, y2=168\n",
            "Face shape: (113, 113, 3), x1=1214, x2=1327, y1=389, y2=502\n",
            "Face shape: (135, 135, 3), x1=191, x2=326, y1=124, y2=259\n",
            "Face shape: (645, 645, 3), x1=215, x2=860, y1=268, y2=913\n",
            "Face shape: (57, 57, 3), x1=247, x2=304, y1=28, y2=85\n",
            "Face shape: (96, 96, 3), x1=88, x2=184, y1=40, y2=136\n",
            "Face shape: (57, 57, 3), x1=505, x2=562, y1=643, y2=700\n",
            "Face shape: (268, 268, 3), x1=22, x2=290, y1=67, y2=335\n",
            "Face shape: (81, 81, 3), x1=277, x2=358, y1=27, y2=108\n",
            "Face shape: (227, 227, 3), x1=56, x2=283, y1=75, y2=302\n",
            "Face shape: (95, 95, 3), x1=742, x2=837, y1=543, y2=638\n",
            "Face shape: (162, 162, 3), x1=364, x2=526, y1=121, y2=283\n",
            "Face shape: (96, 96, 3), x1=432, x2=528, y1=264, y2=360\n",
            "Face shape: (80, 80, 3), x1=134, x2=214, y1=6, y2=86\n",
            "Face shape: (228, 228, 3), x1=76, x2=304, y1=57, y2=285\n",
            "Face shape: (272, 272, 3), x1=977, x2=1249, y1=181, y2=453\n",
            "Face shape: (115, 115, 3), x1=230, x2=345, y1=38, y2=153\n",
            "Face shape: (159, 159, 3), x1=186, x2=345, y1=93, y2=252\n",
            "Face shape: (56, 56, 3), x1=137, x2=193, y1=94, y2=150\n",
            "Face shape: (80, 80, 3), x1=282, x2=362, y1=296, y2=376\n",
            "Face shape: (113, 113, 3), x1=75, x2=188, y1=85, y2=198\n",
            "Face shape: (136, 136, 3), x1=45, x2=181, y1=90, y2=226\n",
            "Face shape: (115, 115, 3), x1=278, x2=393, y1=28, y2=143\n",
            "Face shape: (637, 637, 3), x1=1169, x2=1806, y1=584, y2=1221\n",
            "Face shape: (161, 161, 3), x1=323, x2=484, y1=592, y2=753\n",
            "Face shape: (80, 80, 3), x1=302, x2=382, y1=100, y2=180\n",
            "Face shape: (158, 158, 3), x1=39, x2=197, y1=26, y2=184\n",
            "Face shape: (190, 190, 3), x1=301, x2=491, y1=63, y2=253\n",
            "Face shape: (114, 114, 3), x1=574, x2=688, y1=258, y2=372\n",
            "Face shape: (136, 136, 3), x1=216, x2=352, y1=22, y2=158\n",
            "Face shape: (229, 229, 3), x1=248, x2=477, y1=38, y2=267\n",
            "Face shape: (162, 162, 3), x1=94, x2=256, y1=67, y2=229\n",
            "Face shape: (57, 57, 3), x1=52, x2=109, y1=14, y2=71\n",
            "Face shape: (57, 57, 3), x1=61, x2=118, y1=76, y2=133\n",
            "Face shape: (114, 114, 3), x1=209, x2=323, y1=133, y2=247\n",
            "Face shape: (195, 195, 3), x1=341, x2=536, y1=0, y2=195\n",
            "Face shape: (134, 134, 3), x1=561, x2=695, y1=44, y2=178\n",
            "Face shape: (114, 114, 3), x1=866, x2=980, y1=352, y2=466\n",
            "Face shape: (457, 457, 3), x1=38, x2=495, y1=190, y2=647\n",
            "Face shape: (319, 319, 3), x1=986, x2=1305, y1=186, y2=505\n",
            "Face shape: (95, 95, 3), x1=1461, x2=1556, y1=622, y2=717\n",
            "Face shape: (229, 229, 3), x1=954, x2=1183, y1=171, y2=400\n",
            "Face shape: (67, 67, 3), x1=207, x2=274, y1=33, y2=100\n",
            "Face shape: (48, 48, 3), x1=280, x2=328, y1=92, y2=140\n",
            "Face shape: (161, 161, 3), x1=107, x2=268, y1=121, y2=282\n",
            "Face shape: (96, 96, 3), x1=232, x2=328, y1=144, y2=240\n",
            "Face shape: (96, 96, 3), x1=376, x2=472, y1=744, y2=840\n",
            "Face shape: (57, 57, 3), x1=371, x2=428, y1=66, y2=123\n",
            "Face shape: (323, 323, 3), x1=215, x2=538, y1=161, y2=484\n",
            "Face shape: (47, 47, 3), x1=55, x2=102, y1=27, y2=74\n",
            "Face shape: (80, 80, 3), x1=46, x2=126, y1=73, y2=153\n",
            "Face shape: (134, 134, 3), x1=11, x2=145, y1=33, y2=167\n",
            "Face shape: (80, 80, 3), x1=60, x2=140, y1=364, y2=444\n",
            "Face shape: (56, 56, 3), x1=601, x2=657, y1=18, y2=74\n",
            "Face shape: (530, 530, 3), x1=574, x2=1104, y1=132, y2=662\n",
            "Face shape: (80, 80, 3), x1=188, x2=268, y1=53, y2=133\n",
            "Face shape: (114, 114, 3), x1=181, x2=295, y1=114, y2=228\n",
            "Face shape: (192, 192, 3), x1=289, x2=481, y1=192, y2=384\n",
            "Face shape: (96, 96, 3), x1=884, x2=980, y1=48, y2=144\n",
            "Face shape: (80, 80, 3), x1=330, x2=410, y1=256, y2=336\n",
            "Face shape: (267, 267, 3), x1=22, x2=289, y1=66, y2=333\n",
            "Face shape: (55, 55, 3), x1=41, x2=96, y1=13, y2=68\n",
            "Face shape: (80, 80, 3), x1=451, x2=531, y1=47, y2=127\n",
            "Face shape: (137, 137, 3), x1=91, x2=228, y1=45, y2=182\n",
            "Face shape: (80, 80, 3), x1=627, x2=707, y1=391, y2=471\n",
            "Face shape: (96, 96, 3), x1=24, x2=120, y1=24, y2=120\n",
            "Face shape: (136, 136, 3), x1=193, x2=329, y1=602, y2=738\n",
            "Face shape: (80, 80, 3), x1=282, x2=362, y1=296, y2=376\n",
            "Face shape: (135, 135, 3), x1=281, x2=416, y1=90, y2=225\n",
            "Face shape: (227, 227, 3), x1=94, x2=321, y1=56, y2=283\n",
            "Face shape: (68, 68, 3), x1=448, x2=516, y1=56, y2=124\n",
            "Face shape: (95, 95, 3), x1=341, x2=436, y1=270, y2=365\n",
            "Face shape: (166, 166, 3), x1=55, x2=221, y1=69, y2=235\n",
            "Face shape: (161, 161, 3), x1=2375, x2=2536, y1=872, y2=1033\n",
            "Face shape: (48, 48, 3), x1=224, x2=272, y1=16, y2=64\n",
            "Face shape: (113, 113, 3), x1=293, x2=406, y1=47, y2=160\n",
            "Face shape: (135, 135, 3), x1=237, x2=372, y1=33, y2=168\n",
            "Face shape: (228, 228, 3), x1=514, x2=742, y1=133, y2=361\n",
            "Face shape: (57, 57, 3), x1=28, x2=85, y1=42, y2=99\n",
            "Face shape: (80, 80, 3), x1=227, x2=307, y1=13, y2=93\n",
            "Face shape: (768, 768, 3), x1=576, x2=1344, y1=192, y2=960\n",
            "Face shape: (137, 137, 3), x1=206, x2=343, y1=34, y2=171\n",
            "Face shape: (232, 232, 3), x1=213, x2=445, y1=96, y2=328\n",
            "Face shape: (265, 265, 3), x1=155, x2=420, y1=66, y2=331\n",
            "Face shape: (134, 134, 3), x1=235, x2=369, y1=44, y2=178\n",
            "Face shape: (227, 227, 3), x1=132, x2=359, y1=75, y2=302\n",
            "Face shape: (114, 114, 3), x1=1018, x2=1132, y1=171, y2=285\n",
            "Face shape: (319, 319, 3), x1=106, x2=425, y1=186, y2=505\n",
            "Face shape: (47, 47, 3), x1=439, x2=486, y1=59, y2=106\n",
            "Face shape: (80, 80, 3), x1=188, x2=268, y1=720, y2=800\n",
            "Face shape: (48, 48, 3), x1=149, x2=197, y1=12, y2=60\n",
            "Face shape: (95, 95, 3), x1=1757, x2=1852, y1=606, y2=701\n",
            "Face shape: (191, 191, 3), x1=47, x2=238, y1=31, y2=222\n",
            "Face shape: (228, 228, 3), x1=76, x2=304, y1=38, y2=266\n",
            "Face shape: (80, 80, 3), x1=282, x2=362, y1=296, y2=376\n",
            "Face shape: (114, 114, 3), x1=1688, x2=1802, y1=181, y2=295\n",
            "Face shape: (227, 227, 3), x1=379, x2=606, y1=37, y2=264\n",
            "Face shape: (114, 114, 3), x1=248, x2=362, y1=19, y2=133\n",
            "Face shape: (160, 160, 3), x1=280, x2=440, y1=253, y2=413\n",
            "Face shape: (113, 113, 3), x1=465, x2=578, y1=161, y2=274\n",
            "Face shape: (192, 192, 3), x1=192, x2=384, y1=48, y2=240\n",
            "Face shape: (135, 135, 3), x1=905, x2=1040, y1=294, y2=429\n",
            "Face shape: (115, 115, 3), x1=124, x2=239, y1=67, y2=182\n",
            "Face shape: (192, 192, 3), x1=256, x2=448, y1=128, y2=320\n",
            "Face shape: (56, 56, 3), x1=350, x2=406, y1=161, y2=217\n",
            "Face shape: (113, 113, 3), x1=294, x2=407, y1=47, y2=160\n",
            "Face shape: (384, 384, 3), x1=96, x2=480, y1=96, y2=480\n",
            "Face shape: (182, 182, 3), x1=0, x2=182, y1=60, y2=242\n",
            "Face shape: (161, 161, 3), x1=201, x2=362, y1=456, y2=617\n",
            "Face shape: (95, 95, 3), x1=143, x2=238, y1=103, y2=198\n",
            "Face shape: (228, 228, 3), x1=57, x2=285, y1=38, y2=266\n",
            "Face shape: (96, 96, 3), x1=80, x2=176, y1=104, y2=200\n",
            "Face shape: (48, 48, 3), x1=184, x2=232, y1=112, y2=160\n",
            "Face shape: (48, 48, 3), x1=224, x2=272, y1=212, y2=260\n",
            "Face shape: (266, 266, 3), x1=400, x2=666, y1=111, y2=377\n",
            "Face shape: (160, 160, 3), x1=307, x2=467, y1=40, y2=200\n",
            "Face shape: (278, 278, 3), x1=116, x2=394, y1=92, y2=370\n",
            "Face shape: (80, 80, 3), x1=80, x2=160, y1=46, y2=126\n",
            "Face shape: (190, 190, 3), x1=190, x2=380, y1=95, y2=285\n",
            "Face shape: (326, 326, 3), x1=435, x2=761, y1=81, y2=407\n",
            "Face shape: (267, 267, 3), x1=156, x2=423, y1=200, y2=467\n",
            "Face shape: (113, 113, 3), x1=142, x2=255, y1=284, y2=397\n",
            "Face shape: (186, 186, 3), x1=202, x2=388, y1=46, y2=232\n",
            "Face shape: (268, 268, 3), x1=44, x2=312, y1=22, y2=290\n",
            "Face shape: (909, 909, 3), x1=151, x2=1060, y1=151, y2=1060\n",
            "Face shape: (96, 96, 3), x1=200, x2=296, y1=80, y2=176\n",
            "Face shape: (135, 135, 3), x1=463, x2=598, y1=677, y2=812\n",
            "Face shape: (80, 80, 3), x1=154, x2=234, y1=489, y2=569\n",
            "Face shape: (81, 81, 3), x1=183, x2=264, y1=95, y2=176\n",
            "Face shape: (80, 80, 3), x1=242, x2=322, y1=316, y2=396\n",
            "Face shape: (228, 228, 3), x1=38, x2=266, y1=38, y2=266\n",
            "Face shape: (95, 95, 3), x1=391, x2=486, y1=119, y2=214\n",
            "Face shape: (134, 134, 3), x1=67, x2=201, y1=67, y2=201\n",
            "Face shape: (135, 135, 3), x1=56, x2=191, y1=33, y2=168\n",
            "Face shape: (80, 80, 3), x1=1876, x2=1956, y1=739, y2=819\n",
            "Face shape: (56, 56, 3), x1=156, x2=212, y1=90, y2=146\n",
            "Face shape: (57, 57, 3), x1=1157, x2=1214, y1=604, y2=661\n",
            "Face shape: (81, 81, 3), x1=169, x2=250, y1=40, y2=121\n",
            "Face shape: (95, 95, 3), x1=247, x2=342, y1=103, y2=198\n",
            "Face shape: (113, 113, 3), x1=217, x2=330, y1=56, y2=169\n",
            "Face shape: (387, 387, 3), x1=64, x2=451, y1=96, y2=483\n",
            "Face shape: (47, 47, 3), x1=683, x2=730, y1=31, y2=78\n",
            "Face shape: (112, 112, 3), x1=93, x2=205, y1=46, y2=158\n",
            "Face shape: (96, 96, 3), x1=1760, x2=1856, y1=1016, y2=1112\n",
            "Face shape: (115, 115, 3), x1=364, x2=479, y1=259, y2=374\n",
            "Face shape: (68, 68, 3), x1=125, x2=193, y1=290, y2=358\n",
            "Face shape: (95, 95, 3), x1=261, x2=356, y1=39, y2=134\n",
            "Face shape: (161, 161, 3), x1=1228, x2=1389, y1=256, y2=417\n",
            "Face shape: (193, 193, 3), x1=193, x2=386, y1=80, y2=273\n",
            "Face shape: (115, 115, 3), x1=191, x2=306, y1=124, y2=239\n",
            "Face shape: (325, 325, 3), x1=81, x2=406, y1=81, y2=406\n",
            "Face shape: (113, 113, 3), x1=1507, x2=1620, y1=388, y2=501\n",
            "Face shape: (67, 67, 3), x1=983, x2=1050, y1=610, y2=677\n",
            "Face shape: (160, 160, 3), x1=147, x2=307, y1=26, y2=186\n",
            "Face shape: (47, 47, 3), x1=119, x2=166, y1=27, y2=74\n",
            "Face shape: (56, 56, 3), x1=284, x2=340, y1=175, y2=231\n",
            "Face shape: (47, 47, 3), x1=71, x2=118, y1=39, y2=86\n",
            "Face shape: (80, 80, 3), x1=1057, x2=1137, y1=336, y2=416\n",
            "Face shape: (68, 68, 3), x1=90, x2=158, y1=28, y2=96\n",
            "Face shape: (272, 272, 3), x1=500, x2=772, y1=159, y2=431\n",
            "Face shape: (135, 135, 3), x1=22, x2=157, y1=33, y2=168\n",
            "Face shape: (57, 57, 3), x1=1419, x2=1476, y1=623, y2=680\n",
            "Face shape: (67, 67, 3), x1=474, x2=541, y1=11, y2=78\n",
            "Face shape: (113, 113, 3), x1=56, x2=169, y1=65, y2=178\n",
            "Face shape: (96, 96, 3), x1=40, x2=136, y1=24, y2=120\n",
            "Face shape: (80, 80, 3), x1=1057, x2=1137, y1=336, y2=416\n",
            "Face shape: (95, 95, 3), x1=1100, x2=1195, y1=534, y2=629\n",
            "Face shape: (80, 80, 3), x1=1342, x2=1422, y1=782, y2=862\n",
            "Face shape: (47, 47, 3), x1=406, x2=453, y1=171, y2=218\n",
            "Face shape: (161, 161, 3), x1=1741, x2=1902, y1=310, y2=471\n",
            "Face shape: (225, 225, 3), x1=414, x2=639, y1=94, y2=319\n",
            "Face shape: (96, 96, 3), x1=1416, x2=1512, y1=1000, y2=1096\n",
            "Face shape: (230, 230, 3), x1=76, x2=306, y1=38, y2=268\n",
            "Face shape: (96, 96, 3), x1=1760, x2=1856, y1=1016, y2=1112\n",
            "Face shape: (267, 267, 3), x1=133, x2=400, y1=66, y2=333\n",
            "Face shape: (114, 114, 3), x1=190, x2=304, y1=28, y2=142\n",
            "Face shape: (68, 68, 3), x1=431, x2=499, y1=90, y2=158\n",
            "Face shape: (96, 96, 3), x1=112, x2=208, y1=48, y2=144\n",
            "Face shape: (228, 228, 3), x1=362, x2=590, y1=305, y2=533\n",
            "Face shape: (135, 135, 3), x1=225, x2=360, y1=56, y2=191\n",
            "Face shape: (324, 324, 3), x1=649, x2=973, y1=351, y2=675\n",
            "Face shape: (387, 387, 3), x1=290, x2=677, y1=64, y2=451\n",
            "Face shape: (47, 47, 3), x1=35, x2=82, y1=3, y2=50\n",
            "Face shape: (67, 67, 3), x1=129, x2=196, y1=50, y2=117\n",
            "Face shape: (751, 751, 3), x1=438, x2=1189, y1=375, y2=1126\n",
            "Face shape: (162, 162, 3), x1=635, x2=797, y1=337, y2=499\n",
            "Face shape: (96, 96, 3), x1=1416, x2=1512, y1=1000, y2=1096\n",
            "Face shape: (68, 68, 3), x1=182, x2=250, y1=34, y2=102\n",
            "Face shape: (114, 114, 3), x1=1238, x2=1352, y1=504, y2=618\n",
            "Face shape: (228, 228, 3), x1=800, x2=1028, y1=38, y2=266\n",
            "Face shape: (95, 95, 3), x1=420, x2=515, y1=95, y2=190\n",
            "Face shape: (114, 114, 3), x1=400, x2=514, y1=419, y2=533\n",
            "Face shape: (114, 114, 3), x1=447, x2=561, y1=47, y2=161\n",
            "Face shape: (48, 48, 3), x1=412, x2=460, y1=112, y2=160\n",
            "Face shape: (114, 114, 3), x1=923, x2=1037, y1=857, y2=971\n",
            "Face shape: (67, 67, 3), x1=1939, x2=2006, y1=616, y2=683\n",
            "Face shape: (48, 48, 3), x1=764, x2=812, y1=284, y2=332\n",
            "Face shape: (80, 80, 3), x1=343, x2=423, y1=693, y2=773\n",
            "Face shape: (56, 56, 3), x1=184, x2=240, y1=14, y2=70\n",
            "Face shape: (81, 81, 3), x1=433, x2=514, y1=20, y2=101\n",
            "Face shape: (80, 80, 3), x1=200, x2=280, y1=93, y2=173\n",
            "Face shape: (452, 452, 3), x1=565, x2=1017, y1=113, y2=565\n",
            "Face shape: (95, 95, 3), x1=1235, x2=1330, y1=932, y2=1027\n",
            "Face shape: (113, 113, 3), x1=302, x2=415, y1=75, y2=188\n",
            "Face shape: (80, 80, 3), x1=213, x2=293, y1=93, y2=173\n",
            "Face shape: (270, 270, 3), x1=428, x2=698, y1=518, y2=788\n",
            "Face shape: (134, 134, 3), x1=281, x2=415, y1=56, y2=190\n",
            "Face shape: (68, 68, 3), x1=85, x2=153, y1=125, y2=193\n",
            "Face shape: (224, 224, 3), x1=131, x2=355, y1=93, y2=317\n",
            "Face shape: (68, 68, 3), x1=300, x2=368, y1=238, y2=306\n",
            "Face shape: (160, 160, 3), x1=173, x2=333, y1=53, y2=213\n",
            "Face shape: (135, 135, 3), x1=351, x2=486, y1=11, y2=146\n",
            "Face shape: (96, 96, 3), x1=1416, x2=1512, y1=1000, y2=1096\n",
            "Face shape: (114, 114, 3), x1=219, x2=333, y1=28, y2=142\n",
            "Face shape: (97, 97, 3), x1=24, x2=121, y1=113, y2=210\n",
            "Face shape: (67, 67, 3), x1=208, x2=275, y1=73, y2=140\n",
            "Face shape: (48, 48, 3), x1=1456, x2=1504, y1=604, y2=652\n",
            "Face shape: (157, 157, 3), x1=287, x2=444, y1=65, y2=222\n",
            "Face shape: (57, 57, 3), x1=1157, x2=1214, y1=604, y2=661\n",
            "Face shape: (80, 80, 3), x1=468, x2=548, y1=53, y2=133\n",
            "Face shape: (81, 81, 3), x1=278, x2=359, y1=101, y2=182\n",
            "Face shape: (69, 69, 3), x1=103, x2=172, y1=17, y2=86\n",
            "Face shape: (47, 47, 3), x1=435, x2=482, y1=107, y2=154\n",
            "Face shape: (131, 131, 3), x1=153, x2=284, y1=21, y2=152\n",
            "Face shape: (113, 113, 3), x1=359, x2=472, y1=85, y2=198\n",
            "Face shape: (191, 191, 3), x1=893, x2=1084, y1=335, y2=526\n",
            "Face shape: (80, 80, 3), x1=434, x2=514, y1=80, y2=160\n",
            "Face shape: (80, 80, 3), x1=829, x2=909, y1=674, y2=754\n",
            "Face shape: (95, 95, 3), x1=1419, x2=1514, y1=932, y2=1027\n",
            "Face shape: (461, 461, 3), x1=461, x2=922, y1=230, y2=691\n",
            "Face shape: (80, 80, 3), x1=530, x2=610, y1=543, y2=623\n",
            "Face shape: (80, 80, 3), x1=1459, x2=1539, y1=565, y2=645\n",
            "Face shape: (113, 113, 3), x1=330, x2=443, y1=94, y2=207\n",
            "Face shape: (191, 191, 3), x1=814, x2=1005, y1=47, y2=238\n",
            "Face shape: (162, 162, 3), x1=283, x2=445, y1=162, y2=324\n",
            "Face shape: (271, 271, 3), x1=339, x2=610, y1=90, y2=361\n",
            "Face shape: (67, 67, 3), x1=1125, x2=1192, y1=656, y2=723\n",
            "Face shape: (134, 134, 3), x1=886, x2=1020, y1=44, y2=178\n",
            "Face shape: (57, 57, 3), x1=565, x2=622, y1=232, y2=289\n",
            "Face shape: (57, 57, 3), x1=1419, x2=1476, y1=623, y2=680\n",
            "Face shape: (47, 47, 3), x1=366, x2=413, y1=203, y2=250\n",
            "Face shape: (57, 57, 3), x1=614, x2=671, y1=423, y2=480\n",
            "Face shape: (80, 80, 3), x1=1876, x2=1956, y1=739, y2=819\n",
            "Face shape: (230, 230, 3), x1=345, x2=575, y1=460, y2=690\n",
            "Face shape: (48, 48, 3), x1=384, x2=432, y1=60, y2=108\n",
            "Face shape: (68, 68, 3), x1=550, x2=618, y1=374, y2=442\n",
            "Face shape: (48, 48, 3), x1=522, x2=570, y1=60, y2=108\n",
            "Face shape: (80, 80, 3), x1=1057, x2=1137, y1=336, y2=416\n",
            "Face shape: (81, 81, 3), x1=162, x2=243, y1=33, y2=114\n",
            "Face shape: (80, 80, 3), x1=174, x2=254, y1=6, y2=86\n",
            "Face shape: (80, 80, 3), x1=174, x2=254, y1=194, y2=274\n",
            "Face shape: (96, 96, 3), x1=208, x2=304, y1=72, y2=168\n",
            "Face shape: (273, 273, 3), x1=114, x2=387, y1=410, y2=683\n",
            "Face shape: (57, 57, 3), x1=565, x2=622, y1=232, y2=289\n",
            "Face shape: (384, 384, 3), x1=160, x2=544, y1=224, y2=608\n",
            "Face shape: (637, 637, 3), x1=956, x2=1593, y1=584, y2=1221\n",
            "Face shape: (57, 57, 3), x1=1157, x2=1214, y1=604, y2=661\n",
            "Face shape: (47, 47, 3), x1=1856, x2=1903, y1=387, y2=434\n",
            "Face shape: (67, 67, 3), x1=412, x2=479, y1=118, y2=185\n",
            "Face shape: (135, 135, 3), x1=541, x2=676, y1=405, y2=540\n",
            "Face shape: (96, 96, 3), x1=1760, x2=1856, y1=1016, y2=1112\n",
            "Face shape: (67, 67, 3), x1=264, x2=331, y1=78, y2=145\n",
            "Face shape: (135, 135, 3), x1=202, x2=337, y1=56, y2=191\n",
            "Face shape: (95, 95, 3), x1=1235, x2=1330, y1=932, y2=1027\n",
            "Face shape: (96, 96, 3), x1=832, x2=928, y1=1064, y2=1160\n",
            "Face shape: (48, 48, 3), x1=372, x2=420, y1=304, y2=352\n",
            "Face shape: (47, 47, 3), x1=399, x2=446, y1=83, y2=130\n",
            "Face shape: (48, 48, 3), x1=252, x2=300, y1=180, y2=228\n",
            "Face shape: (135, 135, 3), x1=677, x2=812, y1=338, y2=473\n",
            "Face shape: (96, 96, 3), x1=1760, x2=1856, y1=1016, y2=1112\n",
            "Face shape: (47, 47, 3), x1=1856, x2=1903, y1=387, y2=434\n",
            "Face shape: (189, 189, 3), x1=94, x2=283, y1=142, y2=331\n",
            "Face shape: (96, 96, 3), x1=960, x2=1056, y1=208, y2=304\n",
            "Face shape: (192, 192, 3), x1=80, x2=272, y1=32, y2=224\n",
            "Face shape: (384, 384, 3), x1=544, x2=928, y1=416, y2=800\n",
            "Face shape: (95, 95, 3), x1=207, x2=302, y1=143, y2=238\n",
            "Face shape: (113, 113, 3), x1=179, x2=292, y1=56, y2=169\n",
            "Face shape: (80, 80, 3), x1=242, x2=322, y1=161, y2=241\n",
            "Face shape: (80, 80, 3), x1=121, x2=201, y1=410, y2=490\n",
            "Face shape: (57, 57, 3), x1=404, x2=461, y1=746, y2=803\n",
            "Face shape: (47, 47, 3), x1=319, x2=366, y1=319, y2=366\n",
            "Face shape: (68, 68, 3), x1=210, x2=278, y1=28, y2=96\n",
            "Face shape: (96, 96, 3), x1=458, x2=554, y1=225, y2=321\n",
            "Face shape: (231, 231, 3), x1=38, x2=269, y1=38, y2=269\n",
            "Face shape: (136, 136, 3), x1=603, x2=739, y1=227, y2=363\n",
            "Face shape: (136, 136, 3), x1=318, x2=454, y1=34, y2=170\n",
            "Face shape: (81, 81, 3), x1=94, x2=175, y1=40, y2=121\n",
            "Face shape: (68, 68, 3), x1=34, x2=102, y1=11, y2=79\n",
            "Face shape: (67, 67, 3), x1=381, x2=448, y1=134, y2=201\n",
            "Face shape: (56, 56, 3), x1=522, x2=578, y1=85, y2=141\n",
            "Face shape: (57, 57, 3), x1=90, x2=147, y1=47, y2=104\n",
            "Face shape: (47, 47, 3), x1=827, x2=874, y1=231, y2=278\n",
            "Face shape: (457, 457, 3), x1=152, x2=609, y1=76, y2=533\n",
            "Face shape: (113, 113, 3), x1=189, x2=302, y1=18, y2=131\n",
            "Face shape: (384, 384, 3), x1=288, x2=672, y1=128, y2=512\n",
            "Face shape: (134, 134, 3), x1=943, x2=1077, y1=179, y2=313\n",
            "Face shape: (68, 68, 3), x1=244, x2=312, y1=159, y2=227\n",
            "Face shape: (385, 385, 3), x1=385, x2=770, y1=160, y2=545\n",
            "Face shape: (95, 95, 3), x1=383, x2=478, y1=87, y2=182\n",
            "Face shape: (48, 48, 3), x1=96, x2=144, y1=12, y2=60\n",
            "Face shape: (135, 135, 3), x1=339, x2=474, y1=67, y2=202\n",
            "Face shape: (162, 162, 3), x1=67, x2=229, y1=94, y2=256\n",
            "Face shape: (82, 82, 3), x1=48, x2=130, y1=27, y2=109\n",
            "Face shape: (160, 160, 3), x1=227, x2=387, y1=40, y2=200\n",
            "Face shape: (95, 95, 3), x1=103, x2=198, y1=31, y2=126\n",
            "Face shape: (228, 228, 3), x1=704, x2=932, y1=133, y2=361\n",
            "Face shape: (114, 114, 3), x1=294, x2=408, y1=19, y2=133\n",
            "Face shape: (113, 113, 3), x1=123, x2=236, y1=180, y2=293\n",
            "Face shape: (161, 161, 3), x1=26, x2=187, y1=0, y2=161\n",
            "Face shape: (160, 160, 3), x1=106, x2=266, y1=26, y2=186\n",
            "Face shape: (660, 660, 3), x1=605, x2=1265, y1=275, y2=935\n",
            "Face shape: (273, 273, 3), x1=136, x2=409, y1=45, y2=318\n",
            "Face shape: (227, 227, 3), x1=378, x2=605, y1=94, y2=321\n",
            "Face shape: (160, 160, 3), x1=67, x2=227, y1=53, y2=213\n",
            "Face shape: (112, 112, 3), x1=141, x2=253, y1=28, y2=140\n",
            "Face shape: (191, 191, 3), x1=63, x2=254, y1=47, y2=238\n",
            "Face shape: (96, 96, 3), x1=105, x2=201, y1=88, y2=184\n",
            "Face shape: (80, 80, 3), x1=1010, x2=1090, y1=161, y2=241\n",
            "Face shape: (133, 133, 3), x1=11, x2=144, y1=33, y2=166\n",
            "Face shape: (906, 906, 3), x1=151, x2=1057, y1=151, y2=1057\n",
            "Face shape: (56, 56, 3), x1=218, x2=274, y1=14, y2=70\n",
            "Face shape: (80, 80, 3), x1=113, x2=193, y1=33, y2=113\n",
            "Face shape: (114, 114, 3), x1=1988, x2=2102, y1=447, y2=561\n",
            "Face shape: (192, 192, 3), x1=385, x2=577, y1=32, y2=224\n",
            "Face shape: (68, 68, 3), x1=68, x2=136, y1=28, y2=96\n",
            "Face shape: (226, 226, 3), x1=1324, x2=1550, y1=245, y2=471\n",
            "Face shape: (68, 68, 3), x1=272, x2=340, y1=124, y2=192\n",
            "Face shape: (80, 80, 3), x1=585, x2=665, y1=94, y2=174\n",
            "Face shape: (114, 114, 3), x1=332, x2=446, y1=28, y2=142\n",
            "Face shape: (374, 374, 3), x1=124, x2=498, y1=124, y2=498\n",
            "Face shape: (135, 135, 3), x1=428, x2=563, y1=135, y2=270\n",
            "Face shape: (96, 96, 3), x1=64, x2=160, y1=136, y2=232\n",
            "Face shape: (186, 186, 3), x1=264, x2=450, y1=31, y2=217\n",
            "Face shape: (228, 228, 3), x1=323, x2=551, y1=514, y2=742\n",
            "Face shape: (136, 136, 3), x1=306, x2=442, y1=45, y2=181\n",
            "Face shape: (48, 48, 3), x1=156, x2=204, y1=60, y2=108\n",
            "Face shape: (320, 320, 3), x1=160, x2=480, y1=53, y2=373\n",
            "Face shape: (905, 905, 3), x1=830, x2=1735, y1=0, y2=905\n",
            "Face shape: (95, 95, 3), x1=327, x2=422, y1=167, y2=262\n",
            "Face shape: (67, 67, 3), x1=22, x2=89, y1=5, y2=72\n",
            "Face shape: (113, 113, 3), x1=170, x2=283, y1=9, y2=122\n",
            "Face shape: (228, 228, 3), x1=76, x2=304, y1=38, y2=266\n",
            "Face shape: (96, 96, 3), x1=168, x2=264, y1=176, y2=272\n",
            "Face shape: (113, 113, 3), x1=331, x2=444, y1=180, y2=293\n",
            "Face shape: (93, 93, 3), x1=31, x2=124, y1=23, y2=116\n",
            "Face shape: (160, 160, 3), x1=187, x2=347, y1=93, y2=253\n",
            "Face shape: (57, 57, 3), x1=323, x2=380, y1=176, y2=233\n",
            "Face shape: (275, 275, 3), x1=229, x2=504, y1=45, y2=320\n",
            "Face shape: (113, 113, 3), x1=359, x2=472, y1=18, y2=131\n",
            "Face shape: (68, 68, 3), x1=414, x2=482, y1=125, y2=193\n",
            "Face shape: (161, 161, 3), x1=80, x2=241, y1=268, y2=429\n",
            "Face shape: (135, 135, 3), x1=734, x2=869, y1=56, y2=191\n",
            "Face shape: (96, 96, 3), x1=257, x2=353, y1=0, y2=96\n",
            "Face shape: (226, 226, 3), x1=226, x2=452, y1=94, y2=320\n",
            "Face shape: (56, 56, 3), x1=99, x2=155, y1=61, y2=117\n",
            "Face shape: (68, 68, 3), x1=648, x2=716, y1=79, y2=147\n",
            "Face shape: (191, 191, 3), x1=175, x2=366, y1=111, y2=302\n",
            "Face shape: (135, 135, 3), x1=1129, x2=1264, y1=225, y2=360\n",
            "Face shape: (80, 80, 3), x1=437, x2=517, y1=370, y2=450\n",
            "Face shape: (228, 228, 3), x1=743, x2=971, y1=247, y2=475\n",
            "Face shape: (136, 136, 3), x1=182, x2=318, y1=79, y2=215\n",
            "Face shape: (67, 67, 3), x1=191, x2=258, y1=90, y2=157\n",
            "Face shape: (48, 48, 3), x1=128, x2=176, y1=148, y2=196\n",
            "Face shape: (113, 113, 3), x1=759, x2=872, y1=483, y2=596\n",
            "Face shape: (161, 161, 3), x1=349, x2=510, y1=40, y2=201\n",
            "Face shape: (81, 81, 3), x1=222, x2=303, y1=54, y2=135\n",
            "Face shape: (47, 47, 3), x1=259, x2=306, y1=211, y2=258\n",
            "Face shape: (322, 322, 3), x1=644, x2=966, y1=161, y2=483\n",
            "Face shape: (112, 112, 3), x1=225, x2=337, y1=37, y2=149\n",
            "Face shape: (136, 136, 3), x1=467, x2=603, y1=45, y2=181\n",
            "Face shape: (47, 47, 3), x1=299, x2=346, y1=23, y2=70\n",
            "Face shape: (67, 67, 3), x1=733, x2=800, y1=299, y2=366\n",
            "Face shape: (113, 113, 3), x1=208, x2=321, y1=37, y2=150\n",
            "Face shape: (320, 320, 3), x1=802, x2=1122, y1=240, y2=560\n",
            "Face shape: (68, 68, 3), x1=165, x2=233, y1=51, y2=119\n",
            "Face shape: (161, 161, 3), x1=161, x2=322, y1=13, y2=174\n",
            "Face shape: (192, 192, 3), x1=353, x2=545, y1=80, y2=272\n",
            "Face shape: (114, 114, 3), x1=247, x2=361, y1=47, y2=161\n",
            "Face shape: (656, 656, 3), x1=328, x2=984, y1=109, y2=765\n",
            "Face shape: (48, 48, 3), x1=96, x2=144, y1=84, y2=132\n",
            "Face shape: (95, 95, 3), x1=207, x2=302, y1=55, y2=150\n",
            "Face shape: (114, 113, 3), x1=19, x2=133, y1=19, y2=133\n",
            "Face shape: (159, 159, 3), x1=79, x2=238, y1=39, y2=198\n",
            "Face shape: (68, 68, 3), x1=392, x2=460, y1=56, y2=124\n",
            "Face shape: (94, 94, 3), x1=31, x2=125, y1=62, y2=156\n",
            "Face shape: (56, 56, 3), x1=37, x2=93, y1=61, y2=117\n",
            "Face shape: (161, 161, 3), x1=174, x2=335, y1=309, y2=470\n",
            "Face shape: (57, 57, 3), x1=106, x2=163, y1=28, y2=85\n",
            "Face shape: (227, 227, 3), x1=56, x2=283, y1=75, y2=302\n",
            "Face shape: (57, 57, 3), x1=419, x2=476, y1=47, y2=104\n",
            "Face shape: (644, 644, 3), x1=214, x2=858, y1=214, y2=858\n",
            "Face shape: (226, 226, 3), x1=490, x2=716, y1=339, y2=565\n",
            "Face shape: (161, 161, 3), x1=80, x2=241, y1=268, y2=429\n",
            "Face shape: (57, 57, 3), x1=1061, x2=1118, y1=452, y2=509\n",
            "Face shape: (47, 47, 3), x1=743, x2=790, y1=151, y2=198\n",
            "Face shape: (114, 114, 3), x1=999, x2=1113, y1=380, y2=494\n",
            "Face shape: (114, 114, 3), x1=162, x2=276, y1=66, y2=180\n",
            "Face shape: (136, 136, 3), x1=102, x2=238, y1=45, y2=181\n",
            "Face shape: (161, 161, 3), x1=134, x2=295, y1=53, y2=214\n",
            "Face shape: (161, 161, 3), x1=120, x2=281, y1=40, y2=201\n",
            "Face shape: (68, 68, 3), x1=28, x2=96, y1=68, y2=136\n",
            "Face shape: (228, 228, 3), x1=323, x2=551, y1=418, y2=646\n",
            "Face shape: (158, 158, 3), x1=39, x2=197, y1=52, y2=210\n",
            "Face shape: (227, 227, 3), x1=170, x2=397, y1=151, y2=378\n",
            "Face shape: (323, 323, 3), x1=161, x2=484, y1=80, y2=403\n",
            "Face shape: (533, 533, 3), x1=0, x2=533, y1=177, y2=710\n",
            "Face shape: (460, 460, 3), x1=76, x2=536, y1=153, y2=613\n",
            "Face shape: (80, 80, 3), x1=373, x2=453, y1=60, y2=140\n",
            "Face shape: (162, 162, 3), x1=27, x2=189, y1=121, y2=283\n",
            "Face shape: (231, 231, 3), x1=173, x2=404, y1=38, y2=269\n",
            "Face shape: (47, 47, 3), x1=147, x2=194, y1=199, y2=246\n",
            "Face shape: (161, 161, 3), x1=0, x2=161, y1=26, y2=187\n",
            "Face shape: (112, 112, 3), x1=103, x2=215, y1=75, y2=187\n",
            "Face shape: (115, 115, 3), x1=230, x2=345, y1=86, y2=201\n",
            "Face shape: (113, 113, 3), x1=37, x2=150, y1=94, y2=207\n",
            "Face shape: (319, 319, 3), x1=239, x2=558, y1=0, y2=319\n",
            "Face shape: (133, 133, 3), x1=100, x2=233, y1=22, y2=155\n",
            "Face shape: (230, 230, 3), x1=38, x2=268, y1=57, y2=287\n",
            "Face shape: (136, 136, 3), x1=171, x2=307, y1=45, y2=181\n",
            "Face shape: (80, 80, 3), x1=100, x2=180, y1=120, y2=200\n",
            "Face shape: (227, 227, 3), x1=378, x2=605, y1=94, y2=321\n",
            "Face shape: (47, 47, 3), x1=35, x2=82, y1=255, y2=302\n",
            "Face shape: (163, 163, 3), x1=135, x2=298, y1=95, y2=258\n",
            "Face shape: (274, 274, 3), x1=114, x2=388, y1=45, y2=319\n",
            "Face shape: (136, 136, 3), x1=1076, x2=1212, y1=260, y2=396\n",
            "Face shape: (114, 114, 3), x1=352, x2=466, y1=76, y2=190\n",
            "Face shape: (137, 137, 3), x1=137, x2=274, y1=34, y2=171\n",
            "Face shape: (134, 134, 3), x1=258, x2=392, y1=22, y2=156\n",
            "Face shape: (162, 162, 3), x1=175, x2=337, y1=94, y2=256\n",
            "Face shape: (193, 193, 3), x1=0, x2=193, y1=48, y2=241\n",
            "Face shape: (280, 277, 3), x1=23, x2=303, y1=46, y2=326\n",
            "Face shape: (47, 47, 3), x1=827, x2=874, y1=231, y2=278\n",
            "Face shape: (139, 139, 3), x1=92, x2=231, y1=0, y2=139\n",
            "Face shape: (135, 135, 3), x1=158, x2=293, y1=158, y2=293\n",
            "Face shape: (79, 79, 3), x1=73, x2=152, y1=33, y2=112\n",
            "Face shape: (234, 234, 3), x1=312, x2=546, y1=0, y2=234\n",
            "Face shape: (68, 68, 3), x1=17, x2=85, y1=119, y2=187\n",
            "Face shape: (57, 57, 3), x1=238, x2=295, y1=95, y2=152\n",
            "Face shape: (96, 96, 3), x1=80, x2=176, y1=32, y2=128\n",
            "Face shape: (47, 47, 3), x1=258, x2=305, y1=27, y2=74\n",
            "Face shape: (374, 374, 3), x1=93, x2=467, y1=156, y2=530\n",
            "Face shape: (161, 161, 3), x1=26, x2=187, y1=147, y2=308\n",
            "Face shape: (57, 57, 3), x1=1061, x2=1118, y1=452, y2=509\n",
            "Face shape: (80, 80, 3), x1=488, x2=568, y1=66, y2=146\n",
            "Face shape: (135, 135, 3), x1=395, x2=530, y1=79, y2=214\n",
            "Face shape: (47, 47, 3), x1=107, x2=154, y1=11, y2=58\n",
            "Face shape: (320, 320, 3), x1=266, x2=586, y1=133, y2=453\n",
            "Face shape: (48, 48, 3), x1=408, x2=456, y1=148, y2=196\n",
            "Face shape: (135, 135, 3), x1=393, x2=528, y1=45, y2=180\n",
            "Face shape: (56, 56, 3), x1=687, x2=743, y1=109, y2=165\n",
            "Face shape: (48, 48, 3), x1=844, x2=892, y1=144, y2=192\n",
            "Face shape: (136, 136, 3), x1=669, x2=805, y1=68, y2=204\n",
            "Face shape: (68, 68, 3), x1=51, x2=119, y1=79, y2=147\n",
            "Face shape: (192, 192, 3), x1=288, x2=480, y1=160, y2=352\n",
            "Face shape: (95, 95, 3), x1=1651, x2=1746, y1=725, y2=820\n",
            "Face shape: (67, 67, 3), x1=202, x2=269, y1=152, y2=219\n",
            "Face shape: (231, 231, 3), x1=193, x2=424, y1=38, y2=269\n",
            "Face shape: (187, 187, 3), x1=109, x2=296, y1=0, y2=187\n",
            "Face shape: (57, 57, 3), x1=490, x2=547, y1=61, y2=118\n",
            "Face shape: (48, 48, 3), x1=320, x2=368, y1=740, y2=788\n",
            "Face shape: (96, 96, 3), x1=369, x2=465, y1=48, y2=144\n",
            "Face shape: (68, 68, 3), x1=68, x2=136, y1=142, y2=210\n",
            "Face shape: (67, 67, 3), x1=202, x2=269, y1=152, y2=219\n",
            "Face shape: (80, 80, 3), x1=383, x2=463, y1=80, y2=160\n",
            "Face shape: (95, 95, 3), x1=495, x2=590, y1=63, y2=158\n",
            "Face shape: (227, 227, 3), x1=56, x2=283, y1=37, y2=264\n",
            "Face shape: (95, 95, 3), x1=607, x2=702, y1=31, y2=126\n",
            "Face shape: (96, 96, 3), x1=160, x2=256, y1=48, y2=144\n",
            "Face shape: (136, 136, 3), x1=963, x2=1099, y1=476, y2=612\n",
            "Face shape: (191, 191, 3), x1=351, x2=542, y1=175, y2=366\n",
            "Face shape: (95, 95, 3), x1=263, x2=358, y1=95, y2=190\n",
            "Face shape: (742, 742, 3), x1=123, x2=865, y1=185, y2=927\n",
            "Face shape: (319, 319, 3), x1=585, x2=904, y1=133, y2=452\n",
            "Face shape: (57, 57, 3), x1=419, x2=476, y1=95, y2=152\n",
            "Face shape: (115, 115, 3), x1=124, x2=239, y1=28, y2=143\n",
            "Face shape: (380, 380, 3), x1=443, x2=823, y1=190, y2=570\n",
            "Face shape: (80, 80, 3), x1=113, x2=193, y1=66, y2=146\n",
            "Face shape: (188, 188, 3), x1=62, x2=250, y1=78, y2=266\n",
            "Face shape: (159, 159, 3), x1=212, x2=371, y1=279, y2=438\n",
            "Face shape: (384, 384, 3), x1=288, x2=672, y1=64, y2=448\n",
            "Face shape: (198, 198, 3), x1=49, x2=247, y1=33, y2=231\n",
            "Face shape: (134, 134, 3), x1=201, x2=335, y1=11, y2=145\n",
            "Face shape: (226, 226, 3), x1=433, x2=659, y1=75, y2=301\n",
            "Face shape: (273, 273, 3), x1=501, x2=774, y1=205, y2=478\n",
            "Face shape: (191, 191, 3), x1=95, x2=286, y1=95, y2=286\n",
            "Face shape: (48, 48, 3), x1=184, x2=232, y1=96, y2=144\n",
            "Face shape: (48, 48, 3), x1=176, x2=224, y1=56, y2=104\n",
            "Face shape: (137, 137, 3), x1=45, x2=182, y1=103, y2=240\n",
            "Face shape: (134, 134, 3), x1=403, x2=537, y1=33, y2=167\n",
            "Face shape: (80, 80, 3), x1=147, x2=227, y1=60, y2=140\n",
            "Face shape: (67, 67, 3), x1=441, x2=508, y1=430, y2=497\n",
            "Face shape: (48, 48, 3), x1=100, x2=148, y1=320, y2=368\n",
            "Face shape: (136, 136, 3), x1=193, x2=329, y1=56, y2=192\n",
            "Face shape: (163, 163, 3), x1=108, x2=271, y1=40, y2=203\n",
            "Face shape: (48, 48, 3), x1=100, x2=148, y1=320, y2=368\n",
            "Face shape: (113, 113, 3), x1=415, x2=528, y1=94, y2=207\n",
            "Face shape: (113, 113, 3), x1=56, x2=169, y1=75, y2=188\n",
            "Face shape: (114, 114, 3), x1=295, x2=409, y1=38, y2=152\n",
            "Face shape: (226, 226, 3), x1=1037, x2=1263, y1=56, y2=282\n",
            "Face shape: (80, 80, 3), x1=128, x2=208, y1=505, y2=585\n",
            "Face shape: (160, 160, 3), x1=401, x2=561, y1=40, y2=200\n",
            "Face shape: (80, 80, 3), x1=200, x2=280, y1=40, y2=120\n",
            "Face shape: (68, 68, 3), x1=148, x2=216, y1=11, y2=79\n",
            "Face shape: (80, 80, 3), x1=202, x2=282, y1=289, y2=369\n",
            "Face shape: (80, 80, 3), x1=154, x2=234, y1=60, y2=140\n",
            "Face shape: (96, 96, 3), x1=225, x2=321, y1=56, y2=152\n",
            "Face shape: (113, 113, 3), x1=340, x2=453, y1=56, y2=169\n",
            "Face shape: (96, 96, 3), x1=88, x2=184, y1=193, y2=289\n",
            "Face shape: (225, 225, 3), x1=18, x2=243, y1=18, y2=243\n",
            "Face shape: (136, 136, 3), x1=34, x2=170, y1=216, y2=352\n",
            "Face shape: (57, 57, 3), x1=267, x2=324, y1=33, y2=90\n",
            "Face shape: (47, 47, 3), x1=430, x2=477, y1=346, y2=393\n",
            "Face shape: (267, 267, 3), x1=0, x2=267, y1=66, y2=333\n",
            "Face shape: (68, 68, 3), x1=341, x2=409, y1=17, y2=85\n",
            "Face shape: (637, 637, 3), x1=53, x2=690, y1=425, y2=1062\n",
            "Face shape: (115, 115, 3), x1=366, x2=481, y1=38, y2=153\n",
            "Face shape: (68, 68, 3), x1=352, x2=420, y1=141, y2=209\n",
            "Face shape: (96, 96, 3), x1=490, x2=586, y1=16, y2=112\n",
            "Face shape: (96, 96, 3), x1=256, x2=352, y1=128, y2=224\n",
            "Face shape: (192, 192, 3), x1=416, x2=608, y1=288, y2=480\n",
            "Face shape: (313, 313, 3), x1=0, x2=313, y1=52, y2=365\n",
            "Face shape: (114, 114, 3), x1=478, x2=592, y1=95, y2=209\n",
            "Face shape: (56, 56, 3), x1=32, x2=88, y1=18, y2=74\n",
            "Face shape: (80, 80, 3), x1=128, x2=208, y1=505, y2=585\n",
            "Face shape: (80, 80, 3), x1=128, x2=208, y1=505, y2=585\n",
            "Face shape: (267, 267, 3), x1=156, x2=423, y1=44, y2=311\n",
            "Face shape: (160, 160, 3), x1=106, x2=266, y1=66, y2=226\n",
            "Face shape: (324, 324, 3), x1=1029, x2=1353, y1=81, y2=405\n",
            "Face shape: (80, 80, 3), x1=128, x2=208, y1=505, y2=585\n",
            "Face shape: (114, 114, 3), x1=104, x2=218, y1=66, y2=180\n",
            "Face shape: (57, 57, 3), x1=366, x2=423, y1=433, y2=490\n",
            "Face shape: (232, 232, 3), x1=212, x2=444, y1=38, y2=270\n",
            "Face shape: (80, 80, 3), x1=282, x2=362, y1=53, y2=133\n",
            "Face shape: (192, 192, 3), x1=64, x2=256, y1=96, y2=288\n",
            "Face shape: (80, 80, 3), x1=107, x2=187, y1=33, y2=113\n",
            "Face shape: (114, 114, 3), x1=218, x2=332, y1=247, y2=361\n",
            "Face shape: (68, 68, 3), x1=641, x2=709, y1=90, y2=158\n",
            "Face shape: (67, 67, 3), x1=175, x2=242, y1=28, y2=95\n",
            "Face shape: (135, 135, 3), x1=124, x2=259, y1=101, y2=236\n",
            "Face shape: (80, 80, 3), x1=500, x2=580, y1=40, y2=120\n",
            "Face shape: (159, 159, 3), x1=279, x2=438, y1=79, y2=238\n",
            "Face shape: (48, 48, 3), x1=160, x2=208, y1=60, y2=108\n",
            "Face shape: (48, 48, 3), x1=300, x2=348, y1=128, y2=176\n",
            "Face shape: (112, 112, 3), x1=196, x2=308, y1=37, y2=149\n",
            "Face shape: (80, 80, 3), x1=450, x2=530, y1=181, y2=261\n",
            "Face shape: (48, 48, 3), x1=100, x2=148, y1=320, y2=368\n",
            "Face shape: (68, 68, 3), x1=867, x2=935, y1=459, y2=527\n",
            "Face shape: (96, 96, 3), x1=40, x2=136, y1=8, y2=104\n",
            "Face shape: (137, 137, 3), x1=160, x2=297, y1=34, y2=171\n",
            "Face shape: (67, 67, 3), x1=174, x2=241, y1=84, y2=151\n",
            "Face shape: (156, 156, 3), x1=52, x2=208, y1=13, y2=169\n",
            "Face shape: (80, 80, 3), x1=275, x2=355, y1=20, y2=100\n",
            "Face shape: (57, 57, 3), x1=72, x2=129, y1=14, y2=71\n",
            "Face shape: (137, 137, 3), x1=34, x2=171, y1=22, y2=159\n",
            "Face shape: (114, 114, 3), x1=285, x2=399, y1=76, y2=190\n",
            "Face shape: (115, 115, 3), x1=211, x2=326, y1=125, y2=240\n",
            "Face shape: (94, 94, 3), x1=47, x2=141, y1=15, y2=109\n",
            "Face shape: (96, 96, 3), x1=121, x2=217, y1=32, y2=128\n",
            "Face shape: (96, 96, 3), x1=160, x2=256, y1=40, y2=136\n",
            "Face shape: (96, 96, 3), x1=152, x2=248, y1=168, y2=264\n",
            "Face shape: (57, 57, 3), x1=180, x2=237, y1=4, y2=61\n",
            "Face shape: (115, 115, 3), x1=134, x2=249, y1=124, y2=239\n",
            "Face shape: (57, 57, 3), x1=86, x2=143, y1=19, y2=76\n",
            "Face shape: (80, 80, 3), x1=206, x2=286, y1=80, y2=160\n",
            "Face shape: (96, 96, 3), x1=193, x2=289, y1=129, y2=225\n",
            "Face shape: (114, 114, 3), x1=229, x2=343, y1=9, y2=123\n",
            "Face shape: (80, 80, 3), x1=20, x2=100, y1=13, y2=93\n",
            "Face shape: (80, 80, 3), x1=201, x2=281, y1=107, y2=187\n",
            "Face shape: (161, 161, 3), x1=969, x2=1130, y1=255, y2=416\n",
            "Face shape: (80, 80, 3), x1=1003, x2=1083, y1=707, y2=787\n",
            "Face shape: (277, 277, 3), x1=208, x2=485, y1=23, y2=300\n",
            "Face shape: (67, 67, 3), x1=1669, x2=1736, y1=696, y2=763\n",
            "Face shape: (57, 57, 3), x1=574, x2=631, y1=133, y2=190\n",
            "Face shape: (96, 96, 3), x1=361, x2=457, y1=200, y2=296\n",
            "Face shape: (47, 47, 3), x1=307, x2=354, y1=15, y2=62\n",
            "Face shape: (48, 48, 3), x1=68, x2=116, y1=1048, y2=1096\n",
            "Face shape: (48, 48, 3), x1=312, x2=360, y1=984, y2=1032\n",
            "Face shape: (57, 57, 3), x1=95, x2=152, y1=0, y2=57\n",
            "Face shape: (768, 768, 3), x1=192, x2=960, y1=256, y2=1024\n",
            "Face shape: (68, 68, 3), x1=1042, x2=1110, y1=351, y2=419\n",
            "Face shape: (223, 223, 3), x1=93, x2=316, y1=74, y2=297\n",
            "Face shape: (48, 48, 3), x1=204, x2=252, y1=80, y2=128\n",
            "Face shape: (67, 67, 3), x1=215, x2=282, y1=22, y2=89\n",
            "Face shape: (68, 68, 3), x1=380, x2=448, y1=175, y2=243\n",
            "Face shape: (48, 48, 3), x1=484, x2=532, y1=924, y2=972\n",
            "Face shape: (67, 67, 3), x1=84, x2=151, y1=28, y2=95\n",
            "Face shape: (393, 393, 3), x1=32, x2=425, y1=131, y2=524\n",
            "Face shape: (194, 194, 3), x1=194, x2=388, y1=194, y2=388\n",
            "Face shape: (80, 80, 3), x1=296, x2=376, y1=26, y2=106\n",
            "Face shape: (94, 94, 3), x1=498, x2=592, y1=221, y2=315\n",
            "Face shape: (273, 273, 3), x1=341, x2=614, y1=68, y2=341\n",
            "Face shape: (57, 57, 3), x1=286, x2=343, y1=38, y2=95\n",
            "Face shape: (67, 67, 3), x1=1669, x2=1736, y1=696, y2=763\n",
            "Face shape: (780, 780, 3), x1=260, x2=1040, y1=130, y2=910\n",
            "Face shape: (266, 266, 3), x1=310, x2=576, y1=88, y2=354\n",
            "Face shape: (67, 67, 3), x1=67, x2=134, y1=39, y2=106\n",
            "Face shape: (80, 80, 3), x1=417, x2=497, y1=20, y2=100\n",
            "Face shape: (57, 57, 3), x1=979, x2=1036, y1=907, y2=964\n",
            "Face shape: (384, 384, 3), x1=192, x2=576, y1=0, y2=384\n",
            "Face shape: (113, 113, 3), x1=977, x2=1090, y1=483, y2=596\n",
            "Face shape: (80, 80, 3), x1=607, x2=687, y1=586, y2=666\n",
            "Face shape: (114, 114, 3), x1=38, x2=152, y1=237, y2=351\n",
            "Face shape: (80, 80, 3), x1=397, x2=477, y1=107, y2=187\n",
            "Face shape: (96, 96, 3), x1=689, x2=785, y1=368, y2=464\n",
            "Face shape: (46, 46, 3), x1=34, x2=80, y1=15, y2=61\n",
            "Face shape: (57, 57, 3), x1=1915, x2=1972, y1=537, y2=594\n",
            "Face shape: (113, 113, 3), x1=1381, x2=1494, y1=283, y2=396\n",
            "Face shape: (57, 57, 3), x1=95, x2=152, y1=0, y2=57\n",
            "Face shape: (96, 96, 3), x1=168, x2=264, y1=72, y2=168\n",
            "Face shape: (47, 47, 3), x1=286, x2=333, y1=235, y2=282\n",
            "Face shape: (48, 48, 3), x1=204, x2=252, y1=80, y2=128\n",
            "Face shape: (57, 57, 3), x1=242, x2=299, y1=14, y2=71\n",
            "Face shape: (280, 277, 3), x1=23, x2=303, y1=93, y2=373\n",
            "Face shape: (162, 162, 3), x1=772, x2=934, y1=284, y2=446\n",
            "Face shape: (68, 68, 3), x1=629, x2=697, y1=436, y2=504\n",
            "Face shape: (81, 81, 3), x1=216, x2=297, y1=20, y2=101\n",
            "Face shape: (48, 48, 3), x1=36, x2=84, y1=12, y2=60\n",
            "Face shape: (48, 48, 3), x1=120, x2=168, y1=84, y2=132\n",
            "Face shape: (47, 47, 3), x1=386, x2=433, y1=75, y2=122\n",
            "Face shape: (158, 158, 3), x1=303, x2=461, y1=66, y2=224\n",
            "Face shape: (48, 48, 3), x1=168, x2=216, y1=52, y2=100\n",
            "Face shape: (165, 165, 3), x1=220, x2=385, y1=41, y2=206\n",
            "Face shape: (160, 160, 3), x1=240, x2=400, y1=13, y2=173\n",
            "Face shape: (47, 47, 3), x1=202, x2=249, y1=11, y2=58\n",
            "Face shape: (135, 135, 3), x1=361, x2=496, y1=22, y2=157\n",
            "Face shape: (188, 188, 3), x1=377, x2=565, y1=94, y2=282\n",
            "Face shape: (57, 57, 3), x1=518, x2=575, y1=190, y2=247\n",
            "Face shape: (114, 114, 3), x1=161, x2=275, y1=133, y2=247\n",
            "Face shape: (57, 57, 3), x1=523, x2=580, y1=76, y2=133\n",
            "Face shape: (329, 329, 3), x1=137, x2=466, y1=27, y2=356\n",
            "Face shape: (80, 80, 3), x1=127, x2=207, y1=53, y2=133\n",
            "Face shape: (95, 95, 3), x1=349, x2=444, y1=79, y2=174\n",
            "Face shape: (68, 68, 3), x1=96, x2=164, y1=96, y2=164\n",
            "Face shape: (112, 112, 3), x1=131, x2=243, y1=46, y2=158\n",
            "Face shape: (96, 96, 3), x1=72, x2=168, y1=24, y2=120\n",
            "Face shape: (134, 134, 3), x1=380, x2=514, y1=22, y2=156\n",
            "Face shape: (48, 48, 3), x1=280, x2=328, y1=12, y2=60\n",
            "Face shape: (537, 537, 3), x1=716, x2=1253, y1=179, y2=716\n",
            "Face shape: (115, 115, 3), x1=250, x2=365, y1=19, y2=134\n",
            "Face shape: (135, 135, 3), x1=33, x2=168, y1=90, y2=225\n",
            "Face shape: (95, 95, 3), x1=478, x2=573, y1=23, y2=118\n",
            "Face shape: (47, 47, 3), x1=31, x2=78, y1=15, y2=62\n",
            "Face shape: (48, 48, 3), x1=160, x2=208, y1=44, y2=92\n",
            "Face shape: (114, 114, 3), x1=57, x2=171, y1=85, y2=199\n",
            "Face shape: (269, 269, 3), x1=719, x2=988, y1=67, y2=336\n",
            "Face shape: (48, 48, 3), x1=428, x2=476, y1=268, y2=316\n",
            "Face shape: (57, 57, 3), x1=618, x2=675, y1=147, y2=204\n",
            "Face shape: (115, 115, 3), x1=298, x2=413, y1=38, y2=153\n",
            "Face shape: (227, 227, 3), x1=378, x2=605, y1=94, y2=321\n",
            "Face shape: (80, 80, 3), x1=629, x2=709, y1=294, y2=374\n",
            "Face shape: (96, 96, 3), x1=136, x2=232, y1=16, y2=112\n",
            "Face shape: (135, 135, 3), x1=623, x2=758, y1=113, y2=248\n",
            "Face shape: (81, 81, 3), x1=244, x2=325, y1=27, y2=108\n",
            "Face shape: (94, 94, 3), x1=157, x2=251, y1=31, y2=125\n",
            "Face shape: (47, 47, 3), x1=519, x2=566, y1=27, y2=74\n",
            "Face shape: (47, 47, 3), x1=414, x2=461, y1=302, y2=349\n",
            "Face shape: (68, 68, 3), x1=97, x2=165, y1=45, y2=113\n",
            "Face shape: (113, 113, 3), x1=387, x2=500, y1=151, y2=264\n",
            "Face shape: (135, 135, 3), x1=90, x2=225, y1=45, y2=180\n",
            "Face shape: (193, 193, 3), x1=209, x2=402, y1=64, y2=257\n",
            "Face shape: (48, 48, 3), x1=96, x2=144, y1=12, y2=60\n",
            "Face shape: (95, 95, 3), x1=540, x2=635, y1=198, y2=293\n",
            "Face shape: (56, 56, 3), x1=103, x2=159, y1=9, y2=65\n",
            "Face shape: (48, 48, 3), x1=344, x2=392, y1=388, y2=436\n",
            "Face shape: (47, 47, 3), x1=11, x2=58, y1=107, y2=154\n",
            "Face shape: (445, 445, 3), x1=334, x2=779, y1=74, y2=519\n",
            "Face shape: (192, 192, 3), x1=96, x2=288, y1=32, y2=224\n",
            "Face shape: (81, 81, 3), x1=365, x2=446, y1=94, y2=175\n",
            "Face shape: (67, 67, 3), x1=1709, x2=1776, y1=605, y2=672\n",
            "Face shape: (68, 68, 3), x1=408, x2=476, y1=153, y2=221\n",
            "Face shape: (57, 57, 3), x1=123, x2=180, y1=33, y2=90\n",
            "Face shape: (163, 163, 3), x1=176, x2=339, y1=27, y2=190\n",
            "Face shape: (134, 134, 3), x1=696, x2=830, y1=179, y2=313\n",
            "Face shape: (67, 67, 3), x1=84, x2=151, y1=61, y2=128\n",
            "Face shape: (135, 135, 3), x1=259, x2=394, y1=90, y2=225\n",
            "Face shape: (114, 114, 3), x1=295, x2=409, y1=114, y2=228\n",
            "Face shape: (67, 67, 3), x1=730, x2=797, y1=616, y2=683\n",
            "Face shape: (47, 47, 3), x1=1505, x2=1552, y1=319, y2=366\n",
            "Face shape: (82, 82, 3), x1=150, x2=232, y1=6, y2=88\n",
            "Face shape: (57, 57, 3), x1=419, x2=476, y1=119, y2=176\n",
            "Face shape: (48, 48, 3), x1=340, x2=388, y1=120, y2=168\n",
            "Face shape: (67, 67, 3), x1=265, x2=332, y1=96, y2=163\n",
            "Face shape: (57, 57, 3), x1=518, x2=575, y1=61, y2=118\n",
            "Face shape: (113, 113, 3), x1=179, x2=292, y1=227, y2=340\n",
            "Face shape: (57, 57, 3), x1=95, x2=152, y1=99, y2=156\n",
            "Face shape: (56, 56, 3), x1=94, x2=150, y1=14, y2=70\n",
            "Face shape: (47, 47, 3), x1=1319, x2=1366, y1=371, y2=418\n",
            "Face shape: (189, 189, 3), x1=110, x2=299, y1=110, y2=299\n",
            "Face shape: (113, 113, 3), x1=313, x2=426, y1=189, y2=302\n",
            "Face shape: (68, 68, 3), x1=414, x2=482, y1=90, y2=158\n",
            "Face shape: (56, 56, 3), x1=327, x2=383, y1=483, y2=539\n",
            "Face shape: (48, 48, 3), x1=96, x2=144, y1=28, y2=76\n",
            "Face shape: (47, 47, 3), x1=1505, x2=1552, y1=319, y2=366\n",
            "Face shape: (56, 56, 3), x1=118, x2=174, y1=99, y2=155\n",
            "Face shape: (81, 81, 3), x1=305, x2=386, y1=20, y2=101\n",
            "Face shape: (57, 57, 3), x1=471, x2=528, y1=90, y2=147\n",
            "Face shape: (47, 47, 3), x1=1505, x2=1552, y1=319, y2=366\n",
            "Face shape: (160, 160, 3), x1=93, x2=253, y1=40, y2=200\n",
            "Face shape: (47, 47, 3), x1=1505, x2=1552, y1=319, y2=366\n",
            "Face shape: (161, 161, 3), x1=403, x2=564, y1=67, y2=228\n",
            "Face shape: (114, 114, 3), x1=199, x2=313, y1=95, y2=209\n",
            "Face shape: (228, 228, 3), x1=114, x2=342, y1=684, y2=912\n",
            "Face shape: (80, 80, 3), x1=134, x2=214, y1=699, y2=779\n",
            "Face shape: (81, 81, 3), x1=358, x2=439, y1=40, y2=121\n",
            "Face shape: (135, 135, 3), x1=645, x2=780, y1=0, y2=135\n",
            "Face shape: (223, 223, 3), x1=223, x2=446, y1=55, y2=278\n",
            "Face shape: (113, 113, 3), x1=75, x2=188, y1=47, y2=160\n",
            "Face shape: (95, 95, 3), x1=375, x2=470, y1=223, y2=318\n",
            "Face shape: (113, 113, 3), x1=75, x2=188, y1=18, y2=131\n",
            "Face shape: (96, 96, 3), x1=640, x2=736, y1=808, y2=904\n",
            "Face shape: (48, 48, 3), x1=616, x2=664, y1=1637, y2=1685\n",
            "Face shape: (319, 319, 3), x1=0, x2=319, y1=26, y2=345\n",
            "Face shape: (136, 136, 3), x1=113, x2=249, y1=45, y2=181\n",
            "Face shape: (135, 135, 3), x1=645, x2=780, y1=0, y2=135\n",
            "Face shape: (48, 48, 3), x1=216, x2=264, y1=24, y2=72\n",
            "Face shape: (743, 743, 3), x1=371, x2=1114, y1=123, y2=866\n",
            "Face shape: (114, 114, 3), x1=220, x2=334, y1=57, y2=171\n",
            "Face shape: (56, 56, 3), x1=174, x2=230, y1=28, y2=84\n",
            "Face shape: (57, 57, 3), x1=285, x2=342, y1=33, y2=90\n",
            "Face shape: (135, 135, 3), x1=292, x2=427, y1=90, y2=225\n",
            "Face shape: (192, 192, 3), x1=240, x2=432, y1=80, y2=272\n",
            "Face shape: (136, 136, 3), x1=192, x2=328, y1=34, y2=170\n",
            "Face shape: (162, 162, 3), x1=635, x2=797, y1=148, y2=310\n",
            "Face shape: (47, 47, 3), x1=146, x2=193, y1=79, y2=126\n",
            "Face shape: (161, 161, 3), x1=80, x2=241, y1=148, y2=309\n",
            "Face shape: (329, 329, 3), x1=164, x2=493, y1=82, y2=411\n",
            "Face shape: (48, 48, 3), x1=616, x2=664, y1=1637, y2=1685\n",
            "Face shape: (162, 162, 3), x1=351, x2=513, y1=554, y2=716\n",
            "Face shape: (57, 57, 3), x1=703, x2=760, y1=689, y2=746\n",
            "Face shape: (276, 276, 3), x1=507, x2=783, y1=46, y2=322\n",
            "Face shape: (135, 135, 3), x1=645, x2=780, y1=0, y2=135\n",
            "Face shape: (114, 114, 3), x1=447, x2=561, y1=819, y2=933\n",
            "Face shape: (113, 113, 3), x1=559, x2=672, y1=151, y2=264\n",
            "Face shape: (80, 80, 3), x1=1484, x2=1564, y1=463, y2=543\n",
            "Face shape: (95, 95, 3), x1=1344, x2=1439, y1=198, y2=293\n",
            "Face shape: (81, 81, 3), x1=128, x2=209, y1=27, y2=108\n",
            "Face shape: (228, 228, 3), x1=304, x2=532, y1=57, y2=285\n",
            "Face shape: (67, 67, 3), x1=419, x2=486, y1=56, y2=123\n",
            "Face shape: (113, 113, 3), x1=198, x2=311, y1=66, y2=179\n",
            "Face shape: (47, 47, 3), x1=852, x2=899, y1=266, y2=313\n",
            "Face shape: (56, 56, 3), x1=188, x2=244, y1=108, y2=164\n",
            "Face shape: (48, 48, 3), x1=616, x2=664, y1=1637, y2=1685\n",
            "Face shape: (136, 136, 3), x1=215, x2=351, y1=34, y2=170\n",
            "Face shape: (48, 48, 3), x1=40, x2=88, y1=12, y2=60\n",
            "Face shape: (57, 57, 3), x1=1065, x2=1122, y1=660, y2=717\n",
            "Face shape: (48, 48, 3), x1=616, x2=664, y1=1637, y2=1685\n",
            "Face shape: (81, 81, 3), x1=217, x2=298, y1=149, y2=230\n",
            "Face shape: (67, 67, 3), x1=56, x2=123, y1=67, y2=134\n",
            "Face shape: (67, 67, 3), x1=490, x2=557, y1=620, y2=687\n",
            "Face shape: (48, 48, 3), x1=144, x2=192, y1=136, y2=184\n",
            "Face shape: (160, 160, 3), x1=373, x2=533, y1=533, y2=693\n",
            "Face shape: (47, 47, 3), x1=47, x2=94, y1=23, y2=70\n",
            "Face shape: (96, 96, 3), x1=458, x2=554, y1=265, y2=361\n",
            "Face shape: (138, 138, 3), x1=104, x2=242, y1=23, y2=161\n",
            "Face shape: (96, 96, 3), x1=304, x2=400, y1=112, y2=208\n",
            "Face shape: (156, 156, 3), x1=104, x2=260, y1=13, y2=169\n",
            "Face shape: (48, 48, 3), x1=184, x2=232, y1=172, y2=220\n",
            "Face shape: (96, 96, 3), x1=1468, x2=1564, y1=393, y2=489\n",
            "Face shape: (194, 194, 3), x1=64, x2=258, y1=64, y2=258\n",
            "Face shape: (56, 56, 3), x1=141, x2=197, y1=23, y2=79\n",
            "Face shape: (57, 57, 3), x1=128, x2=185, y1=14, y2=71\n",
            "Face shape: (96, 96, 3), x1=144, x2=240, y1=56, y2=152\n",
            "Face shape: (270, 270, 3), x1=519, x2=789, y1=383, y2=653\n",
            "Face shape: (223, 223, 3), x1=130, x2=353, y1=242, y2=465\n",
            "Face shape: (764, 764, 3), x1=318, x2=1082, y1=191, y2=955\n",
            "Face shape: (114, 114, 3), x1=1628, x2=1742, y1=419, y2=533\n",
            "Face shape: (96, 96, 3), x1=1268, x2=1364, y1=473, y2=569\n",
            "Face shape: (227, 227, 3), x1=227, x2=454, y1=853, y2=1080\n",
            "Face shape: (387, 387, 3), x1=580, x2=967, y1=322, y2=709\n",
            "Face shape: (48, 48, 3), x1=564, x2=612, y1=56, y2=104\n",
            "Face shape: (325, 325, 3), x1=135, x2=460, y1=189, y2=514\n",
            "Face shape: (191, 191, 3), x1=1452, x2=1643, y1=878, y2=1069\n",
            "Face shape: (81, 81, 3), x1=95, x2=176, y1=67, y2=148\n",
            "Face shape: (114, 114, 3), x1=1628, x2=1742, y1=419, y2=533\n",
            "Face shape: (114, 114, 3), x1=1628, x2=1742, y1=419, y2=533\n",
            "Face shape: (230, 230, 3), x1=480, x2=710, y1=57, y2=287\n",
            "Face shape: (81, 81, 3), x1=217, x2=298, y1=40, y2=121\n",
            "Face shape: (80, 80, 3), x1=430, x2=510, y1=74, y2=154\n",
            "Face shape: (80, 80, 3), x1=341, x2=421, y1=140, y2=220\n",
            "Face shape: (47, 47, 3), x1=59, x2=106, y1=7, y2=54\n",
            "Face shape: (93, 93, 3), x1=31, x2=124, y1=39, y2=132\n",
            "Face shape: (159, 159, 3), x1=266, x2=425, y1=39, y2=198\n",
            "Face shape: (324, 324, 3), x1=1298, x2=1622, y1=351, y2=675\n",
            "Face shape: (56, 56, 3), x1=341, x2=397, y1=80, y2=136\n",
            "Face shape: (194, 194, 3), x1=81, x2=275, y1=48, y2=242\n",
            "Face shape: (316, 316, 3), x1=158, x2=474, y1=184, y2=500\n",
            "Face shape: (67, 67, 3), x1=1180, x2=1247, y1=740, y2=807\n",
            "Face shape: (271, 271, 3), x1=181, x2=452, y1=226, y2=497\n",
            "Face shape: (96, 96, 3), x1=418, x2=514, y1=48, y2=144\n",
            "Face shape: (114, 114, 3), x1=229, x2=343, y1=38, y2=152\n",
            "Face shape: (57, 57, 3), x1=157, x2=214, y1=367, y2=424\n",
            "Face shape: (67, 67, 3), x1=1180, x2=1247, y1=740, y2=807\n",
            "Face shape: (228, 228, 3), x1=1352, x2=1580, y1=152, y2=380\n",
            "Face shape: (114, 114, 3), x1=133, x2=247, y1=47, y2=161\n",
            "Face shape: (226, 226, 3), x1=452, x2=678, y1=37, y2=263\n",
            "Face shape: (136, 136, 3), x1=102, x2=238, y1=1213, y2=1349\n",
            "Face shape: (57, 57, 3), x1=14, x2=71, y1=71, y2=128\n",
            "Face shape: (67, 67, 3), x1=45, x2=112, y1=112, y2=179\n",
            "Face shape: (80, 80, 3), x1=73, x2=153, y1=20, y2=100\n",
            "Face shape: (96, 96, 3), x1=345, x2=441, y1=32, y2=128\n",
            "Face shape: (57, 57, 3), x1=256, x2=313, y1=9, y2=66\n",
            "Face shape: (81, 81, 3), x1=148, x2=229, y1=40, y2=121\n",
            "Face shape: (95, 95, 3), x1=699, x2=794, y1=31, y2=126\n",
            "Face shape: (373, 373, 3), x1=0, x2=373, y1=62, y2=435\n",
            "Face shape: (47, 47, 3), x1=139, x2=186, y1=47, y2=94\n",
            "Face shape: (135, 135, 3), x1=913, x2=1048, y1=248, y2=383\n",
            "Face shape: (114, 114, 3), x1=257, x2=371, y1=391, y2=505\n",
            "Face shape: (96, 96, 3), x1=536, x2=632, y1=264, y2=360\n",
            "Face shape: (80, 80, 3), x1=107, x2=187, y1=911, y2=991\n",
            "Face shape: (48, 48, 3), x1=156, x2=204, y1=8, y2=56\n",
            "Face shape: (68, 68, 3), x1=119, x2=187, y1=22, y2=90\n",
            "Face shape: (135, 135, 3), x1=913, x2=1048, y1=248, y2=383\n",
            "Face shape: (135, 135, 3), x1=1338, x2=1473, y1=202, y2=337\n",
            "Face shape: (67, 67, 3), x1=548, x2=615, y1=16, y2=83\n",
            "Face shape: (80, 80, 3), x1=240, x2=320, y1=474, y2=554\n",
            "Face shape: (137, 137, 3), x1=274, x2=411, y1=68, y2=205\n",
            "Face shape: (270, 270, 3), x1=1127, x2=1397, y1=203, y2=473\n",
            "Face shape: (96, 96, 3), x1=424, x2=520, y1=88, y2=184\n",
            "Face shape: (279, 279, 3), x1=69, x2=348, y1=46, y2=325\n",
            "Face shape: (56, 56, 3), x1=94, x2=150, y1=14, y2=70\n",
            "Face shape: (194, 194, 3), x1=274, x2=468, y1=48, y2=242\n",
            "Face shape: (96, 96, 3), x1=184, x2=280, y1=56, y2=152\n",
            "Face shape: (652, 652, 3), x1=652, x2=1304, y1=380, y2=1032\n",
            "Face shape: (57, 57, 3), x1=400, x2=457, y1=47, y2=104\n",
            "Face shape: (112, 112, 3), x1=356, x2=468, y1=46, y2=158\n",
            "Face shape: (385, 385, 3), x1=449, x2=834, y1=64, y2=449\n",
            "Face shape: (112, 112, 3), x1=188, x2=300, y1=47, y2=159\n",
            "Face shape: (56, 56, 3), x1=902, x2=958, y1=583, y2=639\n",
            "Face shape: (57, 57, 3), x1=104, x2=161, y1=462, y2=519\n",
            "Face shape: (113, 113, 3), x1=123, x2=236, y1=94, y2=207\n",
            "Face shape: (161, 161, 3), x1=67, x2=228, y1=134, y2=295\n",
            "Face shape: (95, 95, 3), x1=151, x2=246, y1=39, y2=134\n",
            "Face shape: (81, 81, 3), x1=243, x2=324, y1=54, y2=135\n",
            "Face shape: (68, 68, 3), x1=107, x2=175, y1=68, y2=136\n",
            "Face shape: (80, 80, 3), x1=101, x2=181, y1=310, y2=390\n",
            "Face shape: (96, 96, 3), x1=500, x2=596, y1=24, y2=120\n",
            "Face shape: (229, 229, 3), x1=419, x2=648, y1=229, y2=458\n",
            "Face shape: (224, 224, 3), x1=205, x2=429, y1=56, y2=280\n",
            "Face shape: (192, 192, 3), x1=208, x2=400, y1=96, y2=288\n",
            "Face shape: (96, 96, 3), x1=248, x2=344, y1=712, y2=808\n",
            "Face shape: (80, 80, 3), x1=40, x2=120, y1=13, y2=93\n",
            "Face shape: (57, 57, 3), x1=104, x2=161, y1=462, y2=519\n",
            "Face shape: (79, 79, 3), x1=119, x2=198, y1=39, y2=118\n",
            "Face shape: (80, 80, 3), x1=1544, x2=1624, y1=503, y2=583\n",
            "Face shape: (80, 80, 3), x1=924, x2=1004, y1=647, y2=727\n",
            "Face shape: (96, 96, 3), x1=176, x2=272, y1=96, y2=192\n",
            "Face shape: (96, 96, 3), x1=200, x2=296, y1=24, y2=120\n",
            "Face shape: (96, 96, 3), x1=272, x2=368, y1=216, y2=312\n",
            "Face shape: (330, 330, 3), x1=165, x2=495, y1=55, y2=385\n",
            "Face shape: (68, 68, 3), x1=181, x2=249, y1=68, y2=136\n",
            "Face shape: (96, 96, 3), x1=248, x2=344, y1=712, y2=808\n",
            "Face shape: (80, 80, 3), x1=287, x2=367, y1=46, y2=126\n",
            "Face shape: (96, 96, 3), x1=248, x2=344, y1=712, y2=808\n",
            "Face shape: (96, 96, 3), x1=248, x2=344, y1=712, y2=808\n",
            "Face shape: (136, 136, 3), x1=215, x2=351, y1=90, y2=226\n",
            "Face shape: (68, 68, 3), x1=397, x2=465, y1=79, y2=147\n",
            "Face shape: (384, 384, 3), x1=256, x2=640, y1=32, y2=416\n",
            "Face shape: (115, 115, 3), x1=115, x2=230, y1=28, y2=143\n",
            "Face shape: (47, 47, 3), x1=331, x2=378, y1=139, y2=186\n",
            "Face shape: (189, 189, 3), x1=221, x2=410, y1=47, y2=236\n",
            "Face shape: (57, 57, 3), x1=370, x2=427, y1=80, y2=137\n",
            "Face shape: (48, 48, 3), x1=124, x2=172, y1=20, y2=68\n",
            "Face shape: (48, 48, 3), x1=220, x2=268, y1=156, y2=204\n",
            "Face shape: (66, 66, 3), x1=27, x2=93, y1=16, y2=82\n",
            "Face shape: (95, 95, 3), x1=1427, x2=1522, y1=422, y2=517\n",
            "Face shape: (80, 80, 3), x1=127, x2=207, y1=47, y2=127\n",
            "Face shape: (95, 95, 3), x1=2177, x2=2272, y1=263, y2=358\n",
            "Face shape: (57, 57, 3), x1=104, x2=161, y1=462, y2=519\n",
            "Face shape: (57, 57, 3), x1=648, x2=705, y1=519, y2=576\n",
            "Face shape: (94, 94, 3), x1=86, x2=180, y1=23, y2=117\n",
            "Face shape: (136, 136, 3), x1=283, x2=419, y1=22, y2=158\n",
            "Face shape: (225, 225, 3), x1=56, x2=281, y1=37, y2=262\n",
            "Face shape: (161, 161, 3), x1=310, x2=471, y1=53, y2=214\n",
            "Face shape: (80, 80, 3), x1=254, x2=334, y1=147, y2=227\n",
            "Face shape: (194, 194, 3), x1=32, x2=226, y1=32, y2=226\n",
            "Face shape: (68, 68, 3), x1=583, x2=651, y1=11, y2=79\n",
            "Face shape: (68, 68, 3), x1=1264, x2=1332, y1=561, y2=629\n",
            "Face shape: (56, 56, 3), x1=227, x2=283, y1=94, y2=150\n",
            "Face shape: (135, 135, 3), x1=406, x2=541, y1=452, y2=587\n",
            "Face shape: (57, 57, 3), x1=57, x2=114, y1=85, y2=142\n",
            "Face shape: (192, 192, 3), x1=64, x2=256, y1=288, y2=480\n",
            "Face shape: (265, 265, 3), x1=22, x2=287, y1=44, y2=309\n",
            "Face shape: (96, 96, 3), x1=248, x2=344, y1=712, y2=808\n",
            "Face shape: (225, 225, 3), x1=37, x2=262, y1=37, y2=262\n",
            "Face shape: (57, 57, 3), x1=552, x2=609, y1=376, y2=433\n",
            "Face shape: (322, 322, 3), x1=322, x2=644, y1=536, y2=858\n",
            "Face shape: (57, 57, 3), x1=261, x2=318, y1=542, y2=599\n",
            "Face shape: (113, 113, 3), x1=1373, x2=1486, y1=378, y2=491\n",
            "Face shape: (134, 134, 3), x1=324, x2=458, y1=55, y2=189\n",
            "Face shape: (95, 95, 3), x1=742, x2=837, y1=543, y2=638\n",
            "Face shape: (67, 67, 3), x1=1209, x2=1276, y1=898, y2=965\n",
            "Face shape: (57, 57, 3), x1=1233, x2=1290, y1=371, y2=428\n",
            "Face shape: (57, 57, 3), x1=171, x2=228, y1=14, y2=71\n",
            "Face shape: (113, 113, 3), x1=189, x2=302, y1=28, y2=141\n",
            "Face shape: (79, 79, 3), x1=319, x2=398, y1=26, y2=105\n",
            "Face shape: (95, 95, 3), x1=118, x2=213, y1=15, y2=110\n",
            "Face shape: (95, 95, 3), x1=1461, x2=1556, y1=622, y2=717\n",
            "Face shape: (56, 56, 3), x1=128, x2=184, y1=218, y2=274\n",
            "Face shape: (47, 47, 3), x1=91, x2=138, y1=335, y2=382\n",
            "Face shape: (68, 68, 3), x1=353, x2=421, y1=0, y2=68\n",
            "Face shape: (96, 96, 3), x1=328, x2=424, y1=112, y2=208\n",
            "Face shape: (115, 115, 3), x1=163, x2=278, y1=38, y2=153\n",
            "Face shape: (96, 96, 3), x1=928, x2=1024, y1=592, y2=688\n",
            "Face shape: (48, 48, 3), x1=160, x2=208, y1=24, y2=72\n",
            "Face shape: (319, 319, 3), x1=559, x2=878, y1=266, y2=585\n",
            "Face shape: (80, 80, 3), x1=282, x2=362, y1=296, y2=376\n",
            "Face shape: (47, 47, 3), x1=554, x2=601, y1=167, y2=214\n",
            "Face shape: (48, 48, 3), x1=212, x2=260, y1=124, y2=172\n",
            "Face shape: (96, 96, 3), x1=952, x2=1048, y1=184, y2=280\n",
            "Face shape: (228, 228, 3), x1=95, x2=323, y1=57, y2=285\n",
            "Face shape: (96, 96, 3), x1=928, x2=1024, y1=592, y2=688\n",
            "Face shape: (57, 57, 3), x1=666, x2=723, y1=309, y2=366\n",
            "Face shape: (96, 96, 3), x1=1281, x2=1377, y1=496, y2=592\n",
            "Face shape: (57, 57, 3), x1=248, x2=305, y1=582, y2=639\n",
            "Face shape: (135, 135, 3), x1=225, x2=360, y1=22, y2=157\n",
            "Face shape: (162, 162, 3), x1=244, x2=406, y1=54, y2=216\n",
            "Face shape: (67, 67, 3), x1=898, x2=965, y1=163, y2=230\n",
            "Face shape: (189, 189, 3), x1=378, x2=567, y1=94, y2=283\n",
            "Face shape: (192, 192, 3), x1=208, x2=400, y1=32, y2=224\n",
            "Face shape: (80, 80, 3), x1=80, x2=160, y1=73, y2=153\n",
            "Face shape: (57, 57, 3), x1=1147, x2=1204, y1=309, y2=366\n",
            "Face shape: (47, 47, 3), x1=55, x2=102, y1=91, y2=138\n",
            "Face shape: (48, 48, 3), x1=148, x2=196, y1=32, y2=80\n",
            "Face shape: (57, 57, 3), x1=225, x2=282, y1=91, y2=148\n",
            "Face shape: (114, 114, 3), x1=818, x2=932, y1=85, y2=199\n",
            "Face shape: (163, 163, 3), x1=149, x2=312, y1=40, y2=203\n",
            "Face shape: (80, 80, 3), x1=642, x2=722, y1=113, y2=193\n",
            "Face shape: (136, 136, 3), x1=430, x2=566, y1=56, y2=192\n",
            "Face shape: (157, 157, 3), x1=26, x2=183, y1=13, y2=170\n",
            "Face shape: (67, 67, 3), x1=226, x2=293, y1=169, y2=236\n",
            "Face shape: (135, 135, 3), x1=67, x2=202, y1=191, y2=326\n",
            "Face shape: (57, 57, 3), x1=430, x2=487, y1=14, y2=71\n",
            "Face shape: (96, 96, 3), x1=928, x2=1024, y1=592, y2=688\n",
            "Face shape: (81, 81, 3), x1=20, x2=101, y1=27, y2=108\n",
            "Face shape: (270, 270, 3), x1=45, x2=315, y1=609, y2=879\n",
            "Face shape: (114, 114, 3), x1=38, x2=152, y1=838, y2=952\n",
            "Face shape: (195, 195, 3), x1=342, x2=537, y1=48, y2=243\n",
            "Face shape: (96, 96, 3), x1=928, x2=1024, y1=592, y2=688\n",
            "Face shape: (135, 135, 3), x1=180, x2=315, y1=33, y2=168\n",
            "Face shape: (637, 637, 3), x1=265, x2=902, y1=212, y2=849\n",
            "Face shape: (68, 68, 3), x1=56, x2=124, y1=79, y2=147\n",
            "Face shape: (136, 136, 3), x1=56, x2=192, y1=11, y2=147\n",
            "Face shape: (80, 80, 3), x1=441, x2=521, y1=73, y2=153\n",
            "Face shape: (134, 134, 3), x1=101, x2=235, y1=33, y2=167\n",
            "Face shape: (47, 47, 3), x1=343, x2=390, y1=87, y2=134\n",
            "Face shape: (57, 57, 3), x1=72, x2=129, y1=33, y2=90\n",
            "Face shape: (80, 80, 3), x1=308, x2=388, y1=53, y2=133\n",
            "Face shape: (229, 229, 3), x1=267, x2=496, y1=57, y2=286\n",
            "Face shape: (48, 48, 3), x1=24, x2=72, y1=52, y2=100\n",
            "Face shape: (81, 81, 3), x1=473, x2=554, y1=33, y2=114\n",
            "Face shape: (57, 57, 3), x1=309, x2=366, y1=57, y2=114\n",
            "Face shape: (135, 135, 3), x1=67, x2=202, y1=529, y2=664\n",
            "Face shape: (324, 324, 3), x1=135, x2=459, y1=81, y2=405\n",
            "Face shape: (47, 47, 3), x1=1111, x2=1158, y1=459, y2=506\n",
            "Face shape: (384, 384, 3), x1=64, x2=448, y1=32, y2=416\n",
            "Face shape: (114, 114, 3), x1=400, x2=514, y1=66, y2=180\n",
            "Face shape: (56, 56, 3), x1=94, x2=150, y1=52, y2=108\n",
            "Face shape: (95, 95, 3), x1=87, x2=182, y1=31, y2=126\n",
            "Face shape: (462, 462, 3), x1=423, x2=885, y1=77, y2=539\n",
            "Face shape: (113, 113, 3), x1=740, x2=853, y1=370, y2=483\n",
            "Face shape: (225, 225, 3), x1=37, x2=262, y1=56, y2=281\n",
            "Face shape: (67, 67, 3), x1=378, x2=445, y1=497, y2=564\n",
            "Face shape: (96, 96, 3), x1=456, x2=552, y1=24, y2=120\n",
            "Face shape: (230, 230, 3), x1=57, x2=287, y1=38, y2=268\n",
            "Face shape: (48, 48, 3), x1=764, x2=812, y1=284, y2=332\n",
            "Face shape: (112, 112, 3), x1=169, x2=281, y1=18, y2=130\n",
            "Face shape: (114, 114, 3), x1=1436, x2=1550, y1=713, y2=827\n",
            "Face shape: (80, 80, 3), x1=249, x2=329, y1=87, y2=167\n",
            "Face shape: (186, 186, 3), x1=77, x2=263, y1=62, y2=248\n",
            "Face shape: (96, 96, 3), x1=337, x2=433, y1=48, y2=144\n",
            "Face shape: (96, 96, 3), x1=497, x2=593, y1=554, y2=650\n",
            "Face shape: (67, 67, 3), x1=1125, x2=1192, y1=656, y2=723\n",
            "Face shape: (318, 318, 3), x1=345, x2=663, y1=132, y2=450\n",
            "Face shape: (95, 95, 3), x1=421, x2=516, y1=119, y2=214\n",
            "Face shape: (96, 96, 3), x1=1760, x2=1856, y1=1016, y2=1112\n",
            "Face shape: (113, 113, 3), x1=293, x2=406, y1=28, y2=141\n",
            "Face shape: (67, 67, 3), x1=378, x2=445, y1=497, y2=564\n",
            "Face shape: (48, 48, 3), x1=764, x2=812, y1=284, y2=332\n",
            "Face shape: (96, 96, 3), x1=1760, x2=1856, y1=1016, y2=1112\n",
            "Face shape: (67, 67, 3), x1=326, x2=393, y1=78, y2=145\n",
            "Face shape: (192, 192, 3), x1=464, x2=656, y1=544, y2=736\n",
            "Face shape: (96, 96, 3), x1=1416, x2=1512, y1=1000, y2=1096\n",
            "Face shape: (67, 67, 3), x1=237, x2=304, y1=79, y2=146\n",
            "Face shape: (96, 96, 3), x1=1000, x2=1096, y1=584, y2=680\n",
            "Face shape: (114, 114, 3), x1=428, x2=542, y1=171, y2=285\n",
            "Face shape: (48, 48, 3), x1=712, x2=760, y1=264, y2=312\n",
            "Face shape: (57, 57, 3), x1=1221, x2=1278, y1=527, y2=584\n",
            "Face shape: (94, 94, 3), x1=15, x2=109, y1=15, y2=109\n",
            "Face shape: (47, 47, 3), x1=194, x2=241, y1=123, y2=170\n",
            "Face shape: (115, 115, 3), x1=38, x2=153, y1=38, y2=153\n",
            "Face shape: (67, 67, 3), x1=451, x2=518, y1=242, y2=309\n",
            "Face shape: (95, 95, 3), x1=261, x2=356, y1=23, y2=118\n",
            "Face shape: (80, 80, 3), x1=1057, x2=1137, y1=336, y2=416\n",
            "Face shape: (80, 80, 3), x1=604, x2=684, y1=13, y2=93\n",
            "Face shape: (320, 320, 3), x1=1282, x2=1602, y1=774, y2=1094\n",
            "Face shape: (57, 57, 3), x1=1157, x2=1214, y1=604, y2=661\n",
            "Face shape: (55, 55, 3), x1=88, x2=143, y1=9, y2=64\n",
            "Face shape: (163, 163, 3), x1=81, x2=244, y1=109, y2=272\n",
            "Face shape: (114, 114, 3), x1=877, x2=991, y1=514, y2=628\n",
            "Face shape: (189, 189, 3), x1=315, x2=504, y1=47, y2=236\n",
            "Face shape: (96, 96, 3), x1=40, x2=136, y1=120, y2=216\n",
            "Face shape: (47, 47, 3), x1=1856, x2=1903, y1=387, y2=434\n",
            "Face shape: (94, 94, 3), x1=324, x2=418, y1=23, y2=117\n",
            "Face shape: (160, 160, 3), x1=426, x2=586, y1=40, y2=200\n",
            "Face shape: (226, 226, 3), x1=735, x2=961, y1=56, y2=282\n",
            "Face shape: (47, 47, 3), x1=1856, x2=1903, y1=387, y2=434\n",
            "Face shape: (190, 190, 3), x1=158, x2=348, y1=47, y2=237\n",
            "Face shape: (57, 57, 3), x1=695, x2=752, y1=552, y2=609\n",
            "Face shape: (95, 95, 3), x1=342, x2=437, y1=175, y2=270\n",
            "Face shape: (185, 185, 3), x1=30, x2=215, y1=108, y2=293\n",
            "Face shape: (96, 96, 3), x1=280, x2=376, y1=48, y2=144\n",
            "Face shape: (80, 80, 3), x1=1057, x2=1137, y1=336, y2=416\n",
            "Face shape: (80, 80, 3), x1=927, x2=1007, y1=476, y2=556\n",
            "Face shape: (47, 47, 3), x1=99, x2=146, y1=75, y2=122\n",
            "Face shape: (80, 80, 3), x1=181, x2=261, y1=100, y2=180\n",
            "Face shape: (67, 67, 3), x1=157, x2=224, y1=11, y2=78\n",
            "Face shape: (67, 67, 3), x1=275, x2=342, y1=33, y2=100\n",
            "Face shape: (48, 48, 3), x1=1332, x2=1380, y1=596, y2=644\n",
            "Face shape: (80, 80, 3), x1=154, x2=234, y1=13, y2=93\n",
            "Face shape: (67, 67, 3), x1=1157, x2=1224, y1=265, y2=332\n",
            "Face shape: (161, 161, 3), x1=255, x2=416, y1=26, y2=187\n",
            "Face shape: (80, 80, 3), x1=1057, x2=1137, y1=336, y2=416\n",
            "Face shape: (48, 48, 3), x1=1332, x2=1380, y1=596, y2=644\n",
            "Face shape: (56, 56, 3), x1=365, x2=421, y1=85, y2=141\n",
            "Face shape: (47, 47, 3), x1=257, x2=304, y1=79, y2=126\n",
            "Face shape: (80, 80, 3), x1=100, x2=180, y1=73, y2=153\n",
            "Face shape: (82, 82, 3), x1=130, x2=212, y1=27, y2=109\n",
            "Face shape: (192, 192, 3), x1=944, x2=1136, y1=384, y2=576\n",
            "Face shape: (48, 48, 3), x1=172, x2=220, y1=84, y2=132\n",
            "Face shape: (48, 48, 3), x1=1500, x2=1548, y1=592, y2=640\n",
            "Face shape: (48, 48, 3), x1=380, x2=428, y1=540, y2=588\n",
            "Face shape: (136, 136, 3), x1=488, x2=624, y1=68, y2=204\n",
            "Face shape: (80, 80, 3), x1=314, x2=394, y1=40, y2=120\n",
            "Face shape: (324, 324, 3), x1=189, x2=513, y1=81, y2=405\n",
            "Face shape: (80, 80, 3), x1=829, x2=909, y1=674, y2=754\n",
            "Face shape: (67, 67, 3), x1=1939, x2=2006, y1=616, y2=683\n",
            "Face shape: (133, 133, 3), x1=122, x2=255, y1=11, y2=144\n",
            "Face shape: (47, 47, 3), x1=186, x2=233, y1=91, y2=138\n",
            "Face shape: (80, 80, 3), x1=788, x2=868, y1=94, y2=174\n",
            "Face shape: (80, 80, 3), x1=1057, x2=1137, y1=336, y2=416\n",
            "Face shape: (80, 80, 3), x1=241, x2=321, y1=87, y2=167\n",
            "Face shape: (48, 48, 3), x1=404, x2=452, y1=96, y2=144\n",
            "Face shape: (228, 228, 3), x1=38, x2=266, y1=76, y2=304\n",
            "Face shape: (57, 57, 3), x1=514, x2=571, y1=338, y2=395\n",
            "Face shape: (56, 56, 3), x1=251, x2=307, y1=170, y2=226\n",
            "Face shape: (160, 160, 3), x1=53, x2=213, y1=13, y2=173\n",
            "Face shape: (48, 48, 3), x1=252, x2=300, y1=120, y2=168\n",
            "Face shape: (95, 95, 3), x1=103, x2=198, y1=47, y2=142\n",
            "Face shape: (80, 80, 3), x1=1057, x2=1137, y1=336, y2=416\n",
            "Face shape: (80, 80, 3), x1=283, x2=363, y1=53, y2=133\n",
            "Face shape: (80, 80, 3), x1=13, x2=93, y1=6, y2=86\n",
            "Face shape: (80, 80, 3), x1=573, x2=653, y1=160, y2=240\n",
            "Face shape: (134, 134, 3), x1=78, x2=212, y1=22, y2=156\n",
            "Face shape: (95, 95, 3), x1=1235, x2=1330, y1=932, y2=1027\n",
            "Face shape: (48, 48, 3), x1=1332, x2=1380, y1=596, y2=644\n",
            "Face shape: (80, 80, 3), x1=829, x2=909, y1=674, y2=754\n",
            "Face shape: (57, 57, 3), x1=1302, x2=1359, y1=266, y2=323\n",
            "Face shape: (80, 80, 3), x1=1342, x2=1422, y1=782, y2=862\n",
            "Face shape: (374, 374, 3), x1=656, x2=1030, y1=93, y2=467\n",
            "Face shape: (67, 67, 3), x1=488, x2=555, y1=100, y2=167\n",
            "Face shape: (67, 67, 3), x1=1939, x2=2006, y1=616, y2=683\n",
            "Face shape: (114, 114, 3), x1=152, x2=266, y1=9, y2=123\n",
            "Face shape: (80, 80, 3), x1=283, x2=363, y1=33, y2=113\n",
            "Face shape: (95, 95, 3), x1=1100, x2=1195, y1=534, y2=629\n",
            "Face shape: (113, 113, 3), x1=312, x2=425, y1=142, y2=255\n",
            "Face shape: (47, 47, 3), x1=47, x2=94, y1=239, y2=286\n",
            "Face shape: (48, 48, 3), x1=276, x2=324, y1=92, y2=140\n",
            "Face shape: (95, 95, 3), x1=87, x2=182, y1=63, y2=158\n",
            "Face shape: (81, 81, 3), x1=330, x2=411, y1=94, y2=175\n",
            "Face shape: (56, 56, 3), x1=37, x2=93, y1=94, y2=150\n",
            "Face shape: (47, 47, 3), x1=719, x2=766, y1=459, y2=506\n",
            "Face shape: (47, 47, 3), x1=123, x2=170, y1=267, y2=314\n",
            "Face shape: (56, 56, 3), x1=246, x2=302, y1=161, y2=217\n",
            "Face shape: (47, 47, 3), x1=219, x2=266, y1=135, y2=182\n",
            "Face shape: (57, 57, 3), x1=166, x2=223, y1=19, y2=76\n",
            "Face shape: (47, 47, 3), x1=355, x2=402, y1=215, y2=262\n",
            "Face shape: (225, 225, 3), x1=451, x2=676, y1=56, y2=281\n",
            "Face shape: (96, 96, 3), x1=384, x2=480, y1=96, y2=192\n",
            "Face shape: (47, 47, 3), x1=531, x2=578, y1=255, y2=302\n",
            "Face shape: (47, 47, 3), x1=319, x2=366, y1=319, y2=366\n",
            "Face shape: (273, 273, 3), x1=773, x2=1046, y1=341, y2=614\n",
            "Face shape: (267, 267, 3), x1=223, x2=490, y1=133, y2=400\n",
            "Face shape: (94, 94, 3), x1=379, x2=473, y1=31, y2=125\n",
            "Face shape: (47, 47, 3), x1=155, x2=202, y1=143, y2=190\n",
            "Face shape: (57, 57, 3), x1=1061, x2=1118, y1=452, y2=509\n",
            "Face shape: (95, 95, 3), x1=603, x2=698, y1=39, y2=134\n",
            "Face shape: (324, 324, 3), x1=1270, x2=1594, y1=81, y2=405\n",
            "Face shape: (67, 67, 3), x1=202, x2=269, y1=152, y2=219\n",
            "Face shape: (47, 47, 3), x1=423, x2=470, y1=183, y2=230\n",
            "Face shape: (57, 57, 3), x1=100, x2=157, y1=62, y2=119\n",
            "Face shape: (268, 268, 3), x1=447, x2=715, y1=67, y2=335\n",
            "Face shape: (67, 67, 3), x1=135, x2=202, y1=90, y2=157\n",
            "Face shape: (48, 48, 3), x1=648, x2=696, y1=48, y2=96\n",
            "Face shape: (67, 67, 3), x1=101, x2=168, y1=22, y2=89\n",
            "Face shape: (556, 556, 3), x1=278, x2=834, y1=185, y2=741\n",
            "Face shape: (80, 80, 3), x1=1425, x2=1505, y1=746, y2=826\n",
            "Face shape: (96, 96, 3), x1=201, x2=297, y1=40, y2=136\n",
            "Face shape: (47, 47, 3), x1=275, x2=322, y1=115, y2=162\n",
            "Face shape: (80, 80, 3), x1=107, x2=187, y1=60, y2=140\n",
            "Face shape: (57, 57, 3), x1=1061, x2=1118, y1=452, y2=509\n",
            "Face shape: (47, 47, 3), x1=531, x2=578, y1=255, y2=302\n",
            "Face shape: (94, 94, 3), x1=102, x2=196, y1=78, y2=172\n",
            "Face shape: (94, 94, 3), x1=212, x2=306, y1=15, y2=109\n",
            "Face shape: (95, 95, 3), x1=318, x2=413, y1=127, y2=222\n",
            "Face shape: (47, 47, 3), x1=103, x2=150, y1=43, y2=90\n",
            "Face shape: (48, 48, 3), x1=40, x2=88, y1=24, y2=72\n",
            "Face shape: (47, 47, 3), x1=931, x2=978, y1=271, y2=318\n",
            "Face shape: (79, 79, 3), x1=59, x2=138, y1=206, y2=285\n",
            "Face shape: (113, 113, 3), x1=189, x2=302, y1=37, y2=150\n",
            "Face shape: (114, 114, 3), x1=544, x2=658, y1=143, y2=257\n",
            "Face shape: (112, 112, 3), x1=103, x2=215, y1=46, y2=158\n",
            "Face shape: (57, 57, 3), x1=171, x2=228, y1=123, y2=180\n",
            "Face shape: (135, 135, 3), x1=1556, x2=1691, y1=485, y2=620\n",
            "Face shape: (113, 113, 3), x1=984, x2=1097, y1=142, y2=255\n",
            "Face shape: (68, 68, 3), x1=68, x2=136, y1=51, y2=119\n",
            "Face shape: (226, 226, 3), x1=773, x2=999, y1=75, y2=301\n",
            "Face shape: (47, 47, 3), x1=358, x2=405, y1=55, y2=102\n",
            "Face shape: (111, 111, 3), x1=102, x2=213, y1=55, y2=166\n",
            "Face shape: (274, 274, 3), x1=319, x2=593, y1=114, y2=388\n",
            "Face shape: (80, 80, 3), x1=310, x2=390, y1=256, y2=336\n",
            "Face shape: (114, 114, 3), x1=494, x2=608, y1=256, y2=370\n",
            "Face shape: (47, 47, 3), x1=335, x2=382, y1=263, y2=310\n",
            "Face shape: (68, 68, 3), x1=148, x2=216, y1=40, y2=108\n",
            "Face shape: (68, 68, 3), x1=51, x2=119, y1=62, y2=130\n",
            "Face shape: (272, 272, 3), x1=818, x2=1090, y1=227, y2=499\n",
            "Face shape: (56, 56, 3), x1=189, x2=245, y1=61, y2=117\n",
            "Face shape: (80, 80, 3), x1=127, x2=207, y1=87, y2=167\n",
            "Face shape: (56, 56, 3), x1=179, x2=235, y1=14, y2=70\n",
            "Face shape: (137, 137, 3), x1=160, x2=297, y1=68, y2=205\n",
            "Face shape: (114, 114, 3), x1=38, x2=152, y1=47, y2=161\n",
            "Face shape: (68, 68, 3), x1=187, x2=255, y1=22, y2=90\n",
            "Face shape: (137, 137, 3), x1=57, x2=194, y1=91, y2=228\n",
            "Face shape: (57, 57, 3), x1=90, x2=147, y1=133, y2=190\n",
            "Face shape: (113, 113, 3), x1=47, x2=160, y1=37, y2=150\n",
            "Face shape: (192, 192, 3), x1=112, x2=304, y1=48, y2=240\n",
            "Face shape: (112, 112, 3), x1=206, x2=318, y1=47, y2=159\n",
            "Face shape: (163, 163, 3), x1=258, x2=421, y1=40, y2=203\n",
            "Face shape: (225, 225, 3), x1=56, x2=281, y1=93, y2=318\n",
            "Face shape: (56, 56, 3), x1=94, x2=150, y1=37, y2=93\n",
            "Face shape: (194, 194, 3), x1=113, x2=307, y1=48, y2=242\n",
            "Face shape: (57, 57, 3), x1=147, x2=204, y1=138, y2=195\n",
            "Face shape: (68, 68, 3), x1=142, x2=210, y1=336, y2=404\n",
            "Face shape: (385, 385, 3), x1=289, x2=674, y1=96, y2=481\n",
            "Face shape: (97, 97, 3), x1=137, x2=234, y1=16, y2=113\n",
            "Face shape: (138, 138, 3), x1=34, x2=172, y1=46, y2=184\n",
            "Face shape: (114, 114, 3), x1=430, x2=544, y1=152, y2=266\n",
            "Face shape: (80, 80, 3), x1=193, x2=273, y1=53, y2=133\n",
            "Face shape: (158, 158, 3), x1=171, x2=329, y1=39, y2=197\n",
            "Face shape: (56, 56, 3), x1=94, x2=150, y1=14, y2=70\n",
            "Face shape: (161, 161, 3), x1=107, x2=268, y1=53, y2=214\n",
            "Face shape: (96, 96, 3), x1=184, x2=280, y1=56, y2=152\n",
            "Face shape: (162, 162, 3), x1=662, x2=824, y1=527, y2=689\n",
            "Face shape: (780, 780, 3), x1=195, x2=975, y1=260, y2=1040\n",
            "Face shape: (228, 228, 3), x1=534, x2=762, y1=114, y2=342\n",
            "Face shape: (80, 80, 3), x1=161, x2=241, y1=121, y2=201\n",
            "Face shape: (67, 67, 3), x1=50, x2=117, y1=39, y2=106\n",
            "Face shape: (80, 80, 3), x1=120, x2=200, y1=40, y2=120\n",
            "Face shape: (322, 322, 3), x1=645, x2=967, y1=376, y2=698\n",
            "Face shape: (280, 280, 3), x1=0, x2=280, y1=46, y2=326\n",
            "Face shape: (382, 382, 3), x1=509, x2=891, y1=191, y2=573\n",
            "Face shape: (97, 97, 3), x1=8, x2=105, y1=32, y2=129\n",
            "Face shape: (96, 96, 3), x1=320, x2=416, y1=48, y2=144\n",
            "Face shape: (159, 159, 3), x1=145, x2=304, y1=26, y2=185\n",
            "Face shape: (646, 646, 3), x1=916, x2=1562, y1=269, y2=915\n",
            "Face shape: (80, 80, 3), x1=140, x2=220, y1=60, y2=140\n",
            "Face shape: (134, 134, 3), x1=145, x2=279, y1=56, y2=190\n",
            "Face shape: (266, 266, 3), x1=333, x2=599, y1=111, y2=377\n",
            "Face shape: (163, 163, 3), x1=190, x2=353, y1=81, y2=244\n",
            "Face shape: (136, 136, 3), x1=385, x2=521, y1=34, y2=170\n",
            "Face shape: (95, 95, 3), x1=127, x2=222, y1=47, y2=142\n",
            "Face shape: (233, 233, 3), x1=19, x2=252, y1=97, y2=330\n",
            "Face shape: (67, 67, 3), x1=50, x2=117, y1=22, y2=89\n",
            "Face shape: (80, 80, 3), x1=87, x2=167, y1=46, y2=126\n",
            "Face shape: (450, 450, 3), x1=337, x2=787, y1=150, y2=600\n",
            "Face shape: (48, 48, 3), x1=112, x2=160, y1=8, y2=56\n",
            "Face shape: (156, 156, 3), x1=91, x2=247, y1=65, y2=221\n",
            "Face shape: (56, 56, 3), x1=56, x2=112, y1=28, y2=84\n",
            "Face shape: (192, 192, 3), x1=272, x2=464, y1=160, y2=352\n",
            "Face shape: (114, 114, 3), x1=314, x2=428, y1=152, y2=266\n",
            "Face shape: (68, 68, 3), x1=113, x2=181, y1=39, y2=107\n",
            "Face shape: (225, 225, 3), x1=112, x2=337, y1=93, y2=318\n",
            "Face shape: (96, 96, 3), x1=64, x2=160, y1=24, y2=120\n",
            "Face shape: (160, 160, 3), x1=67, x2=227, y1=40, y2=200\n",
            "Face shape: (68, 68, 3), x1=136, x2=204, y1=62, y2=130\n",
            "Face shape: (388, 388, 3), x1=485, x2=873, y1=129, y2=517\n",
            "Face shape: (79, 79, 3), x1=132, x2=211, y1=39, y2=118\n",
            "Face shape: (96, 96, 3), x1=272, x2=368, y1=40, y2=136\n",
            "Face shape: (68, 68, 3), x1=336, x2=404, y1=85, y2=153\n",
            "Face shape: (112, 112, 3), x1=84, x2=196, y1=28, y2=140\n",
            "Face shape: (48, 48, 3), x1=493, x2=541, y1=200, y2=248\n",
            "Face shape: (57, 57, 3), x1=215, x2=272, y1=33, y2=90\n",
            "Face shape: (192, 192, 3), x1=128, x2=320, y1=32, y2=224\n",
            "Face shape: (907, 907, 3), x1=226, x2=1133, y1=302, y2=1209\n",
            "Face shape: (115, 115, 3), x1=67, x2=182, y1=67, y2=182\n",
            "Face shape: (163, 163, 3), x1=122, x2=285, y1=54, y2=217\n",
            "Face shape: (458, 458, 3), x1=420, x2=878, y1=611, y2=1069\n",
            "Face shape: (112, 112, 3), x1=93, x2=205, y1=75, y2=187\n",
            "Face shape: (229, 229, 3), x1=420, x2=649, y1=343, y2=572\n",
            "Face shape: (96, 96, 3), x1=128, x2=224, y1=72, y2=168\n",
            "Face shape: (191, 191, 3), x1=1257, x2=1448, y1=47, y2=238\n",
            "Face shape: (458, 458, 3), x1=381, x2=839, y1=267, y2=725\n",
            "Face shape: (57, 57, 3), x1=233, x2=290, y1=90, y2=147\n",
            "Face shape: (159, 159, 3), x1=146, x2=305, y1=66, y2=225\n",
            "Face shape: (389, 389, 3), x1=486, x2=875, y1=194, y2=583\n",
            "Face shape: (47, 47, 3), x1=259, x2=306, y1=27, y2=74\n",
            "Face shape: (322, 322, 3), x1=241, x2=563, y1=53, y2=375\n",
            "Face shape: (135, 135, 3), x1=214, x2=349, y1=67, y2=202\n",
            "Face shape: (47, 47, 3), x1=43, x2=90, y1=39, y2=86\n",
            "Face shape: (137, 137, 3), x1=149, x2=286, y1=34, y2=171\n",
            "Face shape: (48, 48, 3), x1=28, x2=76, y1=28, y2=76\n",
            "Face shape: (191, 191, 3), x1=846, x2=1037, y1=207, y2=398\n",
            "Face shape: (537, 537, 3), x1=448, x2=985, y1=358, y2=895\n",
            "Face shape: (82, 82, 3), x1=82, x2=164, y1=75, y2=157\n",
            "Face shape: (447, 447, 3), x1=37, x2=484, y1=74, y2=521\n",
            "Face shape: (158, 158, 3), x1=79, x2=237, y1=92, y2=250\n",
            "Face shape: (639, 639, 3), x1=426, x2=1065, y1=159, y2=798\n",
            "Face shape: (379, 379, 3), x1=442, x2=821, y1=284, y2=663\n",
            "Face shape: (57, 57, 3), x1=147, x2=204, y1=28, y2=85\n",
            "Face shape: (96, 96, 3), x1=216, x2=312, y1=40, y2=136\n",
            "Face shape: (161, 161, 3), x1=402, x2=563, y1=188, y2=349\n",
            "Face shape: (68, 68, 3), x1=22, x2=90, y1=34, y2=102\n",
            "Face shape: (79, 79, 3), x1=59, x2=138, y1=52, y2=131\n",
            "Face shape: (271, 271, 3), x1=0, x2=271, y1=67, y2=338\n",
            "Face shape: (231, 231, 3), x1=577, x2=808, y1=96, y2=327\n",
            "Face shape: (95, 95, 3), x1=221, x2=316, y1=39, y2=134\n",
            "Face shape: (197, 197, 3), x1=147, x2=344, y1=49, y2=246\n",
            "Face shape: (80, 80, 3), x1=113, x2=193, y1=46, y2=126\n",
            "Face shape: (112, 112, 3), x1=225, x2=337, y1=65, y2=177\n",
            "Face shape: (57, 57, 3), x1=391, x2=448, y1=267, y2=324\n",
            "Face shape: (162, 162, 3), x1=378, x2=540, y1=540, y2=702\n",
            "Face shape: (382, 382, 3), x1=254, x2=636, y1=159, y2=541\n",
            "Face shape: (187, 187, 3), x1=234, x2=421, y1=46, y2=233\n",
            "Face shape: (454, 454, 3), x1=113, x2=567, y1=189, y2=643\n",
            "Face shape: (192, 192, 3), x1=128, x2=320, y1=32, y2=224\n",
            "Face shape: (192, 192, 3), x1=16, x2=208, y1=32, y2=224\n",
            "Face shape: (56, 56, 3), x1=151, x2=207, y1=132, y2=188\n",
            "Face shape: (229, 229, 3), x1=363, x2=592, y1=191, y2=420\n",
            "Face shape: (47, 47, 3), x1=43, x2=90, y1=27, y2=74\n",
            "Face shape: (649, 649, 3), x1=108, x2=757, y1=216, y2=865\n",
            "Face shape: (112, 112, 3), x1=103, x2=215, y1=56, y2=168\n",
            "Face shape: (115, 115, 3), x1=105, x2=220, y1=105, y2=220\n",
            "Face shape: (274, 274, 3), x1=411, x2=685, y1=91, y2=365\n",
            "Face shape: (552, 552, 3), x1=92, x2=644, y1=138, y2=690\n",
            "Face shape: (132, 132, 3), x1=88, x2=220, y1=44, y2=176\n",
            "Face shape: (225, 225, 3), x1=56, x2=281, y1=93, y2=318\n",
            "Face shape: (540, 540, 3), x1=135, x2=675, y1=180, y2=720\n",
            "Face shape: (385, 385, 3), x1=289, x2=674, y1=64, y2=449\n",
            "Face shape: (95, 95, 3), x1=95, x2=190, y1=55, y2=150\n",
            "Face shape: (750, 750, 3), x1=812, x2=1562, y1=375, y2=1125\n",
            "Face shape: (137, 137, 3), x1=160, x2=297, y1=91, y2=228\n",
            "Face shape: (274, 274, 3), x1=0, x2=274, y1=91, y2=365\n",
            "Face shape: (67, 67, 3), x1=79, x2=146, y1=107, y2=174\n",
            "Face shape: (225, 225, 3), x1=18, x2=243, y1=112, y2=337\n",
            "Face shape: (136, 136, 3), x1=272, x2=408, y1=34, y2=170\n",
            "Face shape: (773, 773, 3), x1=322, x2=1095, y1=64, y2=837\n",
            "Face shape: (318, 318, 3), x1=398, x2=716, y1=238, y2=556\n",
            "Face shape: (193, 193, 3), x1=129, x2=322, y1=48, y2=241\n",
            "Face shape: (78, 78, 3), x1=13, x2=91, y1=46, y2=124\n",
            "Face shape: (112, 112, 3), x1=75, x2=187, y1=46, y2=158\n",
            "Face shape: (68, 68, 3), x1=187, x2=255, y1=17, y2=85\n",
            "Face shape: (274, 274, 3), x1=251, x2=525, y1=388, y2=662\n",
            "Face shape: (450, 450, 3), x1=337, x2=787, y1=75, y2=525\n",
            "Face shape: (228, 228, 3), x1=304, x2=532, y1=114, y2=342\n",
            "Face shape: (896, 896, 3), x1=0, x2=896, y1=149, y2=1045\n",
            "Face shape: (80, 80, 3), x1=127, x2=207, y1=20, y2=100\n",
            "Face shape: (79, 79, 3), x1=93, x2=172, y1=33, y2=112\n",
            "Face shape: (272, 272, 3), x1=204, x2=476, y1=22, y2=294\n",
            "Face shape: (192, 192, 3), x1=144, x2=336, y1=48, y2=240\n",
            "Face shape: (269, 269, 3), x1=67, x2=336, y1=44, y2=313\n",
            "Face shape: (47, 47, 3), x1=103, x2=150, y1=11, y2=58\n",
            "Face shape: (191, 191, 3), x1=63, x2=254, y1=509, y2=700\n",
            "Face shape: (456, 456, 3), x1=228, x2=684, y1=228, y2=684\n",
            "Face shape: (134, 134, 3), x1=134, x2=268, y1=55, y2=189\n",
            "Face shape: (265, 265, 3), x1=154, x2=419, y1=44, y2=309\n",
            "Face shape: (57, 57, 3), x1=703, x2=760, y1=689, y2=746\n",
            "Face shape: (94, 94, 3), x1=78, x2=172, y1=86, y2=180\n",
            "Face shape: (114, 114, 3), x1=409, x2=523, y1=209, y2=323\n",
            "Face shape: (80, 80, 3), x1=80, x2=160, y1=66, y2=146\n",
            "Face shape: (192, 192, 3), x1=128, x2=320, y1=48, y2=240\n",
            "Face shape: (458, 458, 3), x1=420, x2=878, y1=76, y2=534\n",
            "Face shape: (915, 915, 3), x1=610, x2=1525, y1=0, y2=915\n",
            "Face shape: (133, 133, 3), x1=100, x2=233, y1=89, y2=222\n",
            "Face shape: (381, 381, 3), x1=190, x2=571, y1=222, y2=603\n",
            "Face shape: (112, 112, 3), x1=122, x2=234, y1=37, y2=149\n",
            "Face shape: (383, 383, 3), x1=607, x2=990, y1=703, y2=1086\n",
            "Face shape: (228, 228, 3), x1=285, x2=513, y1=152, y2=380\n",
            "Face shape: (225, 225, 3), x1=168, x2=393, y1=150, y2=375\n",
            "Face shape: (135, 135, 3), x1=67, x2=202, y1=33, y2=168\n",
            "Face shape: (273, 273, 3), x1=319, x2=592, y1=205, y2=478\n",
            "Face shape: (81, 81, 3), x1=236, x2=317, y1=67, y2=148\n",
            "Face shape: (161, 161, 3), x1=80, x2=241, y1=67, y2=228\n",
            "Face shape: (273, 273, 3), x1=364, x2=637, y1=159, y2=432\n",
            "Face shape: (80, 80, 3), x1=206, x2=286, y1=13, y2=93\n",
            "Face shape: (96, 96, 3), x1=305, x2=401, y1=24, y2=120\n",
            "Face shape: (225, 225, 3), x1=112, x2=337, y1=0, y2=225\n",
            "Face shape: (322, 322, 3), x1=188, x2=510, y1=0, y2=322\n",
            "Face shape: (186, 186, 3), x1=62, x2=248, y1=62, y2=248\n",
            "Face shape: (162, 162, 3), x1=772, x2=934, y1=284, y2=446\n",
            "Face shape: (48, 48, 3), x1=140, x2=188, y1=48, y2=96\n",
            "Face shape: (48, 48, 3), x1=52, x2=100, y1=16, y2=64\n",
            "Face shape: (324, 324, 3), x1=270, x2=594, y1=108, y2=432\n",
            "Face shape: (67, 67, 3), x1=260, x2=327, y1=56, y2=123\n",
            "Face shape: (112, 112, 3), x1=75, x2=187, y1=37, y2=149\n",
            "Face shape: (192, 192, 3), x1=48, x2=240, y1=32, y2=224\n",
            "Face shape: (384, 384, 3), x1=288, x2=672, y1=128, y2=512\n",
            "Face shape: (272, 272, 3), x1=159, x2=431, y1=45, y2=317\n",
            "Face shape: (381, 381, 3), x1=254, x2=635, y1=413, y2=794\n",
            "Face shape: (226, 226, 3), x1=340, x2=566, y1=151, y2=377\n",
            "Face shape: (163, 163, 3), x1=95, x2=258, y1=95, y2=258\n",
            "Face shape: (112, 112, 3), x1=94, x2=206, y1=141, y2=253\n",
            "Face shape: (80, 80, 3), x1=253, x2=333, y1=40, y2=120\n",
            "Face shape: (649, 649, 3), x1=54, x2=703, y1=0, y2=649\n",
            "Face shape: (57, 57, 3), x1=53, x2=110, y1=14, y2=71\n",
            "Face shape: (191, 191, 3), x1=334, x2=525, y1=95, y2=286\n",
            "Face shape: (228, 228, 3), x1=838, x2=1066, y1=114, y2=342\n",
            "Face shape: (114, 114, 3), x1=133, x2=247, y1=57, y2=171\n",
            "Face shape: (224, 224, 3), x1=37, x2=261, y1=18, y2=242\n",
            "Face shape: (137, 137, 3), x1=68, x2=205, y1=34, y2=171\n",
            "Face shape: (162, 162, 3), x1=959, x2=1121, y1=81, y2=243\n",
            "Face shape: (134, 134, 3), x1=112, x2=246, y1=134, y2=268\n",
            "Face shape: (56, 56, 3), x1=90, x2=146, y1=218, y2=274\n",
            "Face shape: (642, 642, 3), x1=267, x2=909, y1=321, y2=963\n",
            "Face shape: (56, 56, 3), x1=218, x2=274, y1=189, y2=245\n",
            "Face shape: (56, 56, 3), x1=37, x2=93, y1=28, y2=84\n",
            "Face shape: (137, 137, 3), x1=160, x2=297, y1=57, y2=194\n",
            "Face shape: (111, 111, 3), x1=27, x2=138, y1=37, y2=148\n",
            "Face shape: (191, 191, 3), x1=351, x2=542, y1=127, y2=318\n",
            "Face shape: (226, 226, 3), x1=301, x2=527, y1=339, y2=565\n",
            "Face shape: (80, 80, 3), x1=194, x2=274, y1=40, y2=120\n",
            "Face shape: (96, 96, 3), x1=136, x2=232, y1=24, y2=120\n",
            "Face shape: (225, 225, 3), x1=56, x2=281, y1=75, y2=300\n",
            "Face shape: (159, 159, 3), x1=119, x2=278, y1=79, y2=238\n",
            "Face shape: (226, 226, 3), x1=547, x2=773, y1=113, y2=339\n",
            "Face shape: (81, 81, 3), x1=249, x2=330, y1=67, y2=148\n",
            "Face shape: (96, 96, 3), x1=290, x2=386, y1=266, y2=362\n",
            "Face shape: (268, 268, 3), x1=22, x2=290, y1=67, y2=335\n",
            "Face shape: (134, 134, 3), x1=89, x2=223, y1=33, y2=167\n",
            "Face shape: (67, 67, 3), x1=67, x2=134, y1=22, y2=89\n",
            "Face shape: (112, 112, 3), x1=159, x2=271, y1=56, y2=168\n",
            "Face shape: (320, 320, 3), x1=400, x2=720, y1=187, y2=507\n",
            "Face shape: (112, 112, 3), x1=234, x2=346, y1=56, y2=168\n",
            "Face shape: (48, 48, 3), x1=20, x2=68, y1=28, y2=76\n",
            "Face shape: (192, 192, 3), x1=560, x2=752, y1=96, y2=288\n",
            "Face shape: (96, 96, 3), x1=506, x2=602, y1=88, y2=184\n",
            "Face shape: (273, 273, 3), x1=501, x2=774, y1=113, y2=386\n",
            "Face shape: (68, 68, 3), x1=142, x2=210, y1=57, y2=125\n",
            "Face shape: (115, 115, 3), x1=172, x2=287, y1=48, y2=163\n",
            "Face shape: (48, 48, 3), x1=148, x2=196, y1=20, y2=68\n",
            "Face shape: (67, 67, 3), x1=84, x2=151, y1=33, y2=100\n",
            "Face shape: (68, 68, 3), x1=249, x2=317, y1=51, y2=119\n",
            "Face shape: (94, 94, 3), x1=102, x2=196, y1=47, y2=141\n",
            "Face shape: (456, 456, 3), x1=609, x2=1065, y1=152, y2=608\n",
            "Face shape: (67, 67, 3), x1=83, x2=150, y1=61, y2=128\n",
            "Face shape: (390, 390, 3), x1=618, x2=1008, y1=162, y2=552\n",
            "Face shape: (382, 382, 3), x1=254, x2=636, y1=254, y2=636\n",
            "Face shape: (135, 135, 3), x1=157, x2=292, y1=45, y2=180\n",
            "Face shape: (96, 96, 3), x1=362, x2=458, y1=24, y2=120\n",
            "Face shape: (133, 133, 3), x1=89, x2=222, y1=55, y2=188\n",
            "Face shape: (116, 116, 3), x1=116, x2=232, y1=67, y2=183\n",
            "Face shape: (134, 134, 3), x1=179, x2=313, y1=44, y2=178\n",
            "Face shape: (159, 159, 3), x1=159, x2=318, y1=79, y2=238\n",
            "Face shape: (96, 96, 3), x1=136, x2=232, y1=24, y2=120\n",
            "Face shape: (115, 115, 3), x1=105, x2=220, y1=76, y2=191\n",
            "Face shape: (535, 535, 3), x1=401, x2=936, y1=178, y2=713\n",
            "Face shape: (318, 318, 3), x1=796, x2=1114, y1=185, y2=503\n",
            "Face shape: (742, 742, 3), x1=61, x2=803, y1=185, y2=927\n",
            "Face shape: (224, 224, 3), x1=56, x2=280, y1=74, y2=298\n",
            "Face shape: (376, 376, 3), x1=534, x2=910, y1=94, y2=470\n",
            "Face shape: (68, 68, 3), x1=239, x2=307, y1=45, y2=113\n",
            "Face shape: (113, 113, 3), x1=208, x2=321, y1=28, y2=141\n",
            "Face shape: (57, 57, 3), x1=267, x2=324, y1=90, y2=147\n",
            "Face shape: (57, 57, 3), x1=162, x2=219, y1=33, y2=90\n",
            "Face shape: (229, 229, 3), x1=305, x2=534, y1=57, y2=286\n",
            "Face shape: (231, 230, 3), x1=154, x2=385, y1=77, y2=308\n",
            "Face shape: (223, 223, 3), x1=74, x2=297, y1=37, y2=260\n",
            "Face shape: (319, 319, 3), x1=106, x2=425, y1=79, y2=398\n",
            "Face shape: (553, 553, 3), x1=184, x2=737, y1=369, y2=922\n",
            "Face shape: (97, 97, 3), x1=113, x2=210, y1=32, y2=129\n",
            "Face shape: (769, 769, 3), x1=897, x2=1666, y1=384, y2=1153\n",
            "Face shape: (47, 47, 3), x1=554, x2=601, y1=506, y2=553\n",
            "Face shape: (324, 324, 3), x1=676, x2=1000, y1=108, y2=432\n",
            "Face shape: (267, 267, 3), x1=22, x2=289, y1=66, y2=333\n",
            "Face shape: (162, 162, 3), x1=675, x2=837, y1=94, y2=256\n",
            "Face shape: (777, 777, 3), x1=129, x2=906, y1=194, y2=971\n",
            "Face shape: (95, 95, 3), x1=79, x2=174, y1=23, y2=118\n",
            "Face shape: (190, 190, 3), x1=349, x2=539, y1=254, y2=444\n",
            "Face shape: (231, 231, 3), x1=212, x2=443, y1=96, y2=327\n",
            "Face shape: (96, 96, 3), x1=248, x2=344, y1=56, y2=152\n",
            "Face shape: (332, 330, 3), x1=0, x2=332, y1=27, y2=359\n",
            "Face shape: (48, 48, 3), x1=32, x2=80, y1=24, y2=72\n",
            "Face shape: (231, 231, 3), x1=154, x2=385, y1=115, y2=346\n",
            "Face shape: (67, 67, 3), x1=196, x2=263, y1=90, y2=157\n",
            "Face shape: (66, 66, 3), x1=22, x2=88, y1=16, y2=82\n",
            "Face shape: (115, 115, 3), x1=191, x2=306, y1=47, y2=162\n",
            "Face shape: (189, 189, 3), x1=31, x2=220, y1=63, y2=252\n",
            "Face shape: (68, 68, 3), x1=119, x2=187, y1=22, y2=90\n",
            "Face shape: (379, 379, 3), x1=442, x2=821, y1=94, y2=473\n",
            "Face shape: (135, 135, 3), x1=112, x2=247, y1=56, y2=191\n",
            "Face shape: (56, 56, 3), x1=127, x2=183, y1=37, y2=93\n",
            "Face shape: (229, 229, 3), x1=535, x2=764, y1=152, y2=381\n",
            "Face shape: (388, 388, 3), x1=680, x2=1068, y1=32, y2=420\n",
            "Face shape: (56, 56, 3), x1=127, x2=183, y1=28, y2=84\n",
            "Face shape: (47, 47, 3), x1=63, x2=110, y1=75, y2=122\n",
            "Face shape: (113, 113, 3), x1=339, x2=452, y1=94, y2=207\n",
            "Face shape: (68, 68, 3), x1=143, x2=211, y1=57, y2=125\n",
            "Face shape: (66, 66, 3), x1=27, x2=93, y1=44, y2=110\n",
            "Face shape: (115, 115, 3), x1=105, x2=220, y1=57, y2=172\n",
            "Face shape: (114, 114, 3), x1=439, x2=553, y1=28, y2=142\n",
            "Face shape: (47, 47, 3), x1=207, x2=254, y1=199, y2=246\n",
            "Face shape: (226, 226, 3), x1=207, x2=433, y1=75, y2=301\n",
            "Face shape: (94, 94, 3), x1=236, x2=330, y1=47, y2=141\n",
            "Face shape: (56, 56, 3), x1=379, x2=435, y1=14, y2=70\n",
            "Face shape: (273, 273, 3), x1=501, x2=774, y1=136, y2=409\n",
            "Face shape: (66, 66, 3), x1=44, x2=110, y1=16, y2=82\n",
            "Face shape: (48, 48, 3), x1=36, x2=84, y1=16, y2=64\n",
            "Face shape: (162, 162, 3), x1=405, x2=567, y1=81, y2=243\n",
            "Face shape: (80, 80, 3), x1=107, x2=187, y1=107, y2=187\n",
            "Face shape: (550, 550, 3), x1=183, x2=733, y1=183, y2=733\n",
            "Face shape: (56, 56, 3), x1=113, x2=169, y1=37, y2=93\n",
            "Face shape: (323, 323, 3), x1=376, x2=699, y1=161, y2=484\n",
            "Face shape: (136, 136, 3), x1=136, x2=272, y1=34, y2=170\n",
            "Face shape: (114, 114, 3), x1=162, x2=276, y1=66, y2=180\n",
            "Face shape: (541, 541, 3), x1=270, x2=811, y1=135, y2=676\n",
            "Face shape: (276, 276, 3), x1=207, x2=483, y1=69, y2=345\n",
            "Face shape: (48, 48, 3), x1=136, x2=184, y1=16, y2=64\n",
            "Face shape: (460, 460, 3), x1=422, x2=882, y1=230, y2=690\n",
            "Face shape: (319, 319, 3), x1=79, x2=398, y1=186, y2=505\n",
            "Face shape: (114, 114, 3), x1=247, x2=361, y1=85, y2=199\n",
            "Face shape: (79, 79, 3), x1=59, x2=138, y1=46, y2=125\n",
            "Face shape: (541, 541, 3), x1=135, x2=676, y1=225, y2=766\n",
            "Face shape: (80, 80, 3), x1=80, x2=160, y1=40, y2=120\n",
            "Face shape: (67, 67, 3), x1=378, x2=445, y1=497, y2=564\n",
            "Face shape: (164, 164, 3), x1=82, x2=246, y1=27, y2=191\n",
            "Face shape: (162, 162, 3), x1=229, x2=391, y1=418, y2=580\n",
            "Face shape: (136, 136, 3), x1=147, x2=283, y1=79, y2=215\n",
            "Face shape: (67, 67, 3), x1=191, x2=258, y1=44, y2=111\n",
            "Face shape: (319, 319, 3), x1=293, x2=612, y1=53, y2=372\n",
            "Face shape: (460, 460, 3), x1=230, x2=690, y1=345, y2=805\n",
            "Face shape: (80, 80, 3), x1=80, x2=160, y1=26, y2=106\n",
            "Face shape: (159, 159, 3), x1=132, x2=291, y1=53, y2=212\n",
            "Face shape: (273, 273, 3), x1=182, x2=455, y1=182, y2=455\n",
            "Face shape: (56, 56, 3), x1=150, x2=206, y1=23, y2=79\n",
            "Face shape: (160, 160, 3), x1=160, x2=320, y1=26, y2=186\n",
            "Face shape: (226, 226, 3), x1=301, x2=527, y1=565, y2=791\n",
            "Face shape: (81, 81, 3), x1=662, x2=743, y1=290, y2=371\n",
            "Face shape: (67, 67, 3), x1=158, x2=225, y1=33, y2=100\n",
            "Face shape: (233, 233, 3), x1=175, x2=408, y1=38, y2=271\n",
            "Face shape: (96, 96, 3), x1=176, x2=272, y1=48, y2=144\n",
            "Face shape: (56, 56, 3), x1=379, x2=435, y1=151, y2=207\n",
            "Face shape: (192, 192, 3), x1=144, x2=336, y1=48, y2=240\n",
            "Face shape: (80, 80, 3), x1=166, x2=246, y1=100, y2=180\n",
            "Face shape: (57, 57, 3), x1=152, x2=209, y1=42, y2=99\n",
            "Face shape: (96, 96, 3), x1=48, x2=144, y1=40, y2=136\n",
            "Face shape: (382, 382, 3), x1=797, x2=1179, y1=95, y2=477\n",
            "Face shape: (113, 113, 3), x1=207, x2=320, y1=141, y2=254\n",
            "Face shape: (48, 48, 3), x1=12, x2=60, y1=8, y2=56\n",
            "Face shape: (371, 371, 3), x1=61, x2=432, y1=216, y2=587\n",
            "Face shape: (56, 56, 3), x1=89, x2=145, y1=33, y2=89\n",
            "Face shape: (115, 115, 3), x1=365, x2=480, y1=48, y2=163\n",
            "Face shape: (135, 135, 3), x1=67, x2=202, y1=101, y2=236\n",
            "Face shape: (67, 67, 3), x1=185, x2=252, y1=84, y2=151\n",
            "Face shape: (47, 47, 3), x1=290, x2=337, y1=23, y2=70\n",
            "Face shape: (94, 94, 3), x1=189, x2=283, y1=39, y2=133\n",
            "Face shape: (95, 95, 3), x1=63, x2=158, y1=31, y2=126\n",
            "Face shape: (47, 47, 3), x1=231, x2=278, y1=67, y2=114\n",
            "Face shape: (68, 68, 3), x1=159, x2=227, y1=22, y2=90\n",
            "Face shape: (538, 538, 3), x1=269, x2=807, y1=0, y2=538\n",
            "Face shape: (68, 68, 3), x1=68, x2=136, y1=108, y2=176\n",
            "Face shape: (80, 80, 3), x1=20, x2=100, y1=26, y2=106\n",
            "Face shape: (190, 190, 3), x1=222, x2=412, y1=31, y2=221\n",
            "Face shape: (228, 228, 3), x1=342, x2=570, y1=95, y2=323\n",
            "Face shape: (80, 80, 3), x1=268, x2=348, y1=321, y2=401\n",
            "Face shape: (114, 114, 3), x1=105, x2=219, y1=47, y2=161\n",
            "Face shape: (384, 384, 3), x1=512, x2=896, y1=224, y2=608\n",
            "Face shape: (67, 67, 3), x1=169, x2=236, y1=45, y2=112\n",
            "Face shape: (269, 269, 3), x1=67, x2=336, y1=89, y2=358\n",
            "Face shape: (80, 80, 3), x1=200, x2=280, y1=60, y2=140\n",
            "Face shape: (137, 137, 3), x1=68, x2=205, y1=57, y2=194\n",
            "Face shape: (160, 160, 3), x1=321, x2=481, y1=187, y2=347\n",
            "Face shape: (381, 381, 3), x1=477, x2=858, y1=127, y2=508\n",
            "Face shape: (545, 545, 3), x1=772, x2=1317, y1=45, y2=590\n",
            "Face shape: (95, 95, 3), x1=507, x2=602, y1=198, y2=293\n",
            "Face shape: (80, 80, 3), x1=60, x2=140, y1=26, y2=106\n",
            "Face shape: (459, 459, 3), x1=229, x2=688, y1=344, y2=803\n",
            "Face shape: (225, 225, 3), x1=0, x2=225, y1=18, y2=243\n",
            "Face shape: (134, 134, 3), x1=101, x2=235, y1=33, y2=167\n",
            "Face shape: (193, 193, 3), x1=241, x2=434, y1=32, y2=225\n",
            "Face shape: (385, 385, 3), x1=385, x2=770, y1=64, y2=449\n",
            "Face shape: (114, 114, 3), x1=47, x2=161, y1=9, y2=123\n",
            "Face shape: (137, 137, 3), x1=218, x2=355, y1=68, y2=205\n",
            "Face shape: (67, 67, 3), x1=1939, x2=2006, y1=616, y2=683\n",
            "Face shape: (136, 136, 3), x1=284, x2=420, y1=22, y2=158\n",
            "Face shape: (80, 80, 3), x1=1342, x2=1422, y1=782, y2=862\n",
            "Face shape: (135, 135, 3), x1=755, x2=890, y1=214, y2=349\n",
            "Face shape: (270, 270, 3), x1=495, x2=765, y1=157, y2=427\n",
            "Face shape: (649, 649, 3), x1=108, x2=757, y1=162, y2=811\n",
            "Face shape: (382, 382, 3), x1=477, x2=859, y1=95, y2=477\n",
            "Face shape: (67, 67, 3), x1=168, x2=235, y1=44, y2=111\n",
            "Face shape: (80, 80, 3), x1=188, x2=268, y1=53, y2=133\n",
            "Face shape: (234, 234, 3), x1=215, x2=449, y1=39, y2=273\n",
            "Face shape: (225, 225, 3), x1=56, x2=281, y1=75, y2=300\n",
            "Face shape: (645, 645, 3), x1=107, x2=752, y1=161, y2=806\n",
            "Face shape: (457, 457, 3), x1=571, x2=1028, y1=190, y2=647\n",
            "Face shape: (114, 114, 3), x1=152, x2=266, y1=95, y2=209\n",
            "Face shape: (48, 48, 3), x1=88, x2=136, y1=4, y2=52\n",
            "Face shape: (47, 47, 3), x1=67, x2=114, y1=170, y2=217\n",
            "Face shape: (280, 280, 3), x1=23, x2=303, y1=70, y2=350\n",
            "Face shape: (56, 56, 3), x1=56, x2=112, y1=37, y2=93\n",
            "Face shape: (459, 459, 3), x1=229, x2=688, y1=191, y2=650\n",
            "Face shape: (57, 57, 3), x1=128, x2=185, y1=95, y2=152\n",
            "Face shape: (48, 48, 3), x1=36, x2=84, y1=16, y2=64\n",
            "Face shape: (57, 57, 3), x1=186, x2=243, y1=47, y2=104\n",
            "Face shape: (114, 114, 3), x1=276, x2=390, y1=28, y2=142\n",
            "Face shape: (68, 68, 3), x1=176, x2=244, y1=17, y2=85\n",
            "Face shape: (160, 160, 3), x1=80, x2=240, y1=93, y2=253\n",
            "Face shape: (226, 226, 3), x1=226, x2=452, y1=113, y2=339\n",
            "Face shape: (67, 67, 3), x1=983, x2=1050, y1=610, y2=677\n",
            "Face shape: (114, 114, 3), x1=123, x2=237, y1=57, y2=171\n",
            "Face shape: (57, 57, 3), x1=296, x2=353, y1=76, y2=133\n",
            "Face shape: (225, 225, 3), x1=37, x2=262, y1=112, y2=337\n",
            "Face shape: (135, 135, 3), x1=1252, x2=1387, y1=67, y2=202\n",
            "Face shape: (96, 96, 3), x1=80, x2=176, y1=48, y2=144\n",
            "Face shape: (81, 81, 3), x1=339, x2=420, y1=61, y2=142\n",
            "Face shape: (186, 186, 3), x1=124, x2=310, y1=46, y2=232\n",
            "Face shape: (545, 545, 3), x1=363, x2=908, y1=90, y2=635\n",
            "Face shape: (225, 225, 3), x1=56, x2=281, y1=56, y2=281\n",
            "Face shape: (81, 81, 3), x1=121, x2=202, y1=67, y2=148\n",
            "Face shape: (96, 96, 3), x1=201, x2=297, y1=104, y2=200\n",
            "Face shape: (68, 68, 3), x1=165, x2=233, y1=17, y2=85\n",
            "Face shape: (553, 553, 3), x1=184, x2=737, y1=184, y2=737\n",
            "Face shape: (661, 661, 3), x1=386, x2=1047, y1=220, y2=881\n",
            "Face shape: (112, 112, 3), x1=93, x2=205, y1=75, y2=187\n",
            "Face shape: (97, 97, 3), x1=72, x2=169, y1=32, y2=129\n",
            "Face shape: (80, 80, 3), x1=209, x2=289, y1=114, y2=194\n",
            "Face shape: (67, 67, 3), x1=1610, x2=1677, y1=847, y2=914\n",
            "Face shape: (95, 95, 3), x1=391, x2=486, y1=71, y2=166\n",
            "Face shape: (160, 160, 3), x1=590, x2=750, y1=402, y2=562\n",
            "Face shape: (116, 116, 3), x1=68, x2=184, y1=68, y2=184\n",
            "Face shape: (377, 377, 3), x1=409, x2=786, y1=125, y2=502\n",
            "Face shape: (56, 56, 3), x1=104, x2=160, y1=28, y2=84\n",
            "Face shape: (457, 457, 3), x1=305, x2=762, y1=267, y2=724\n",
            "Face shape: (96, 96, 3), x1=257, x2=353, y1=104, y2=200\n",
            "Face shape: (97, 97, 3), x1=88, x2=185, y1=48, y2=145\n",
            "Face shape: (112, 112, 3), x1=65, x2=177, y1=46, y2=158\n",
            "Face shape: (68, 68, 3), x1=306, x2=374, y1=39, y2=107\n",
            "Face shape: (115, 115, 3), x1=125, x2=240, y1=86, y2=201\n",
            "Face shape: (95, 95, 3), x1=213, x2=308, y1=102, y2=197\n",
            "Face shape: (80, 80, 3), x1=93, x2=173, y1=66, y2=146\n",
            "Face shape: (135, 135, 3), x1=450, x2=585, y1=337, y2=472\n",
            "Face shape: (56, 56, 3), x1=18, x2=74, y1=151, y2=207\n",
            "Face shape: (162, 162, 3), x1=472, x2=634, y1=121, y2=283\n",
            "Face shape: (67, 67, 3), x1=303, x2=370, y1=89, y2=156\n",
            "Face shape: (229, 229, 3), x1=439, x2=668, y1=153, y2=382\n",
            "Face shape: (229, 229, 3), x1=152, x2=381, y1=133, y2=362\n",
            "Face shape: (266, 266, 3), x1=110, x2=376, y1=66, y2=332\n",
            "Face shape: (68, 68, 3), x1=142, x2=210, y1=45, y2=113\n",
            "Face shape: (916, 916, 3), x1=76, x2=992, y1=381, y2=1297\n",
            "Face shape: (95, 95, 3), x1=135, x2=230, y1=39, y2=134\n",
            "Face shape: (135, 135, 3), x1=225, x2=360, y1=45, y2=180\n",
            "Face shape: (112, 112, 3), x1=178, x2=290, y1=28, y2=140\n",
            "Face shape: (136, 136, 3), x1=181, x2=317, y1=102, y2=238\n",
            "Face shape: (191, 191, 3), x1=111, x2=302, y1=47, y2=238\n",
            "Face shape: (162, 162, 3), x1=567, x2=729, y1=94, y2=256\n",
            "Face shape: (95, 95, 3), x1=151, x2=246, y1=63, y2=158\n",
            "Face shape: (229, 229, 3), x1=305, x2=534, y1=286, y2=515\n",
            "Face shape: (112, 112, 3), x1=75, x2=187, y1=65, y2=177\n",
            "Face shape: (114, 114, 3), x1=190, x2=304, y1=57, y2=171\n",
            "Face shape: (97, 97, 3), x1=161, x2=258, y1=72, y2=169\n",
            "Face shape: (112, 112, 3), x1=206, x2=318, y1=28, y2=140\n",
            "Face shape: (115, 115, 3), x1=106, x2=221, y1=28, y2=143\n",
            "Face shape: (187, 187, 3), x1=62, x2=249, y1=124, y2=311\n",
            "Face shape: (111, 111, 3), x1=55, x2=166, y1=18, y2=129\n",
            "Face shape: (272, 272, 3), x1=1090, x2=1362, y1=568, y2=840\n",
            "Face shape: (56, 56, 3), x1=71, x2=127, y1=23, y2=79\n",
            "Face shape: (226, 226, 3), x1=377, x2=603, y1=113, y2=339\n",
            "Face shape: (48, 48, 3), x1=44, x2=92, y1=16, y2=64\n",
            "Face shape: (161, 161, 3), x1=201, x2=362, y1=107, y2=268\n",
            "Face shape: (135, 135, 3), x1=90, x2=225, y1=101, y2=236\n",
            "Face shape: (96, 96, 3), x1=209, x2=305, y1=48, y2=144\n",
            "Face shape: (57, 57, 3), x1=110, x2=167, y1=81, y2=138\n",
            "Face shape: (114, 114, 3), x1=171, x2=285, y1=76, y2=190\n",
            "Face shape: (57, 57, 3), x1=161, x2=218, y1=38, y2=95\n",
            "Face shape: (114, 114, 3), x1=124, x2=238, y1=66, y2=180\n",
            "Face shape: (80, 80, 3), x1=201, x2=281, y1=53, y2=133\n",
            "Face shape: (68, 68, 3), x1=22, x2=90, y1=17, y2=85\n",
            "Face shape: (56, 56, 3), x1=199, x2=255, y1=23, y2=79\n",
            "Face shape: (95, 95, 3), x1=1262, x2=1357, y1=1030, y2=1125\n",
            "Face shape: (94, 94, 3), x1=78, x2=172, y1=31, y2=125\n",
            "Face shape: (48, 48, 3), x1=52, x2=100, y1=40, y2=88\n",
            "Face shape: (459, 459, 3), x1=536, x2=995, y1=268, y2=727\n",
            "Face shape: (159, 159, 3), x1=159, x2=318, y1=79, y2=238\n",
            "Face shape: (112, 112, 3), x1=112, x2=224, y1=46, y2=158\n",
            "Face shape: (80, 80, 3), x1=180, x2=260, y1=60, y2=140\n",
            "Face shape: (136, 136, 3), x1=90, x2=226, y1=22, y2=158\n",
            "Face shape: (537, 537, 3), x1=358, x2=895, y1=179, y2=716\n",
            "Face shape: (56, 56, 3), x1=194, x2=250, y1=151, y2=207\n",
            "Face shape: (190, 190, 3), x1=47, x2=237, y1=79, y2=269\n",
            "Face shape: (67, 67, 3), x1=157, x2=224, y1=33, y2=100\n",
            "Face shape: (112, 112, 3), x1=28, x2=140, y1=37, y2=149\n",
            "Face shape: (229, 229, 3), x1=172, x2=401, y1=306, y2=535\n",
            "Face shape: (553, 553, 3), x1=230, x2=783, y1=230, y2=783\n",
            "Face shape: (645, 645, 3), x1=322, x2=967, y1=268, y2=913\n",
            "Face shape: (382, 382, 3), x1=541, x2=923, y1=127, y2=509\n",
            "Face shape: (271, 271, 3), x1=1154, x2=1425, y1=271, y2=542\n",
            "Face shape: (67, 67, 3), x1=84, x2=151, y1=56, y2=123\n",
            "Face shape: (134, 134, 3), x1=168, x2=302, y1=67, y2=201\n",
            "Face shape: (80, 80, 3), x1=86, x2=166, y1=26, y2=106\n",
            "Face shape: (388, 388, 3), x1=712, x2=1100, y1=161, y2=549\n",
            "Face shape: (93, 93, 3), x1=86, x2=179, y1=31, y2=124\n",
            "Face shape: (134, 134, 3), x1=112, x2=246, y1=33, y2=167\n",
            "Face shape: (546, 546, 3), x1=773, x2=1319, y1=318, y2=864\n",
            "Face shape: (746, 746, 3), x1=124, x2=870, y1=124, y2=870\n",
            "Face shape: (67, 67, 3), x1=202, x2=269, y1=16, y2=83\n",
            "Face shape: (388, 388, 3), x1=485, x2=873, y1=97, y2=485\n",
            "Face shape: (114, 114, 3), x1=133, x2=247, y1=38, y2=152\n",
            "Face shape: (137, 137, 3), x1=160, x2=297, y1=34, y2=171\n",
            "Face shape: (133, 133, 3), x1=88, x2=221, y1=22, y2=155\n",
            "Face shape: (135, 135, 3), x1=158, x2=293, y1=79, y2=214\n",
            "Face shape: (57, 57, 3), x1=1061, x2=1118, y1=452, y2=509\n",
            "Face shape: (95, 95, 3), x1=111, x2=206, y1=55, y2=150\n",
            "Face shape: (48, 48, 3), x1=24, x2=72, y1=24, y2=72\n",
            "Face shape: (57, 57, 3), x1=114, x2=171, y1=61, y2=118\n",
            "Face shape: (57, 57, 3), x1=215, x2=272, y1=47, y2=104\n",
            "Face shape: (57, 57, 3), x1=499, x2=556, y1=14, y2=71\n",
            "Face shape: (56, 56, 3), x1=156, x2=212, y1=14, y2=70\n",
            "Face shape: (81, 81, 3), x1=371, x2=452, y1=20, y2=101\n",
            "Face shape: (116, 116, 3), x1=29, x2=145, y1=48, y2=164\n",
            "Face shape: (136, 136, 3), x1=194, x2=330, y1=22, y2=158\n",
            "Face shape: (95, 95, 3), x1=451, x2=546, y1=190, y2=285\n",
            "Face shape: (381, 381, 3), x1=350, x2=731, y1=127, y2=508\n",
            "Face shape: (47, 47, 3), x1=91, x2=138, y1=7, y2=54\n",
            "Face shape: (96, 96, 3), x1=848, x2=944, y1=256, y2=352\n",
            "Face shape: (159, 159, 3), x1=146, x2=305, y1=39, y2=198\n",
            "Face shape: (269, 269, 3), x1=831, x2=1100, y1=44, y2=313\n",
            "Face shape: (280, 280, 3), x1=0, x2=280, y1=46, y2=326\n",
            "Face shape: (458, 458, 3), x1=152, x2=610, y1=343, y2=801\n",
            "Face shape: (197, 197, 3), x1=32, x2=229, y1=49, y2=246\n",
            "Face shape: (48, 48, 3), x1=76, x2=124, y1=4, y2=52\n",
            "Face shape: (112, 112, 3), x1=112, x2=224, y1=37, y2=149\n",
            "Face shape: (162, 162, 3), x1=108, x2=270, y1=67, y2=229\n",
            "Face shape: (80, 80, 3), x1=187, x2=267, y1=46, y2=126\n",
            "Face shape: (160, 160, 3), x1=361, x2=521, y1=281, y2=441\n",
            "Face shape: (56, 56, 3), x1=52, x2=108, y1=94, y2=150\n",
            "Face shape: (136, 136, 3), x1=499, x2=635, y1=465, y2=601\n",
            "Face shape: (68, 68, 3), x1=73, x2=141, y1=45, y2=113\n",
            "Face shape: (68, 68, 3), x1=34, x2=102, y1=22, y2=90\n",
            "Face shape: (324, 324, 3), x1=487, x2=811, y1=162, y2=486\n",
            "Face shape: (80, 80, 3), x1=187, x2=267, y1=53, y2=133\n",
            "Face shape: (57, 57, 3), x1=305, x2=362, y1=66, y2=123\n",
            "Face shape: (161, 161, 3), x1=254, x2=415, y1=26, y2=187\n",
            "Face shape: (48, 48, 3), x1=140, x2=188, y1=96, y2=144\n",
            "Face shape: (192, 192, 3), x1=593, x2=785, y1=128, y2=320\n",
            "Face shape: (48, 48, 3), x1=36, x2=84, y1=40, y2=88\n",
            "Face shape: (113, 113, 3), x1=311, x2=424, y1=18, y2=131\n",
            "Face shape: (96, 96, 3), x1=192, x2=288, y1=40, y2=136\n",
            "Face shape: (112, 112, 3), x1=178, x2=290, y1=56, y2=168\n",
            "Face shape: (1092, 1092, 3), x1=637, x2=1729, y1=182, y2=1274\n",
            "Face shape: (114, 114, 3), x1=267, x2=381, y1=105, y2=219\n",
            "Face shape: (164, 164, 3), x1=68, x2=232, y1=41, y2=205\n",
            "Face shape: (115, 115, 3), x1=163, x2=278, y1=57, y2=172\n",
            "Face shape: (97, 97, 3), x1=40, x2=137, y1=32, y2=129\n",
            "Face shape: (193, 193, 3), x1=129, x2=322, y1=48, y2=241\n",
            "Face shape: (192, 192, 3), x1=688, x2=880, y1=80, y2=272\n",
            "Face shape: (113, 113, 3), x1=265, x2=378, y1=208, y2=321\n",
            "Face shape: (80, 80, 3), x1=13, x2=93, y1=20, y2=100\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(len(all_images))\n",
        "print(len(all_labels))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fjwAcYbhgA54",
        "outputId": "09dca565-9c08-41b1-83bc-5dfeaa002068"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "8804\n",
            "8804\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "for i in range(5):\n",
        "  plt.imshow(all_images[i])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 432
        },
        "id": "hoHLfmtU7DHT",
        "outputId": "7ae29145-3ebe-42fc-f04d-7beb7e04ce81"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "from keras.callbacks import ReduceLROnPlateau, EarlyStopping"
      ],
      "metadata": {
        "id": "8KpMquxW77wb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **ARGUMENTATION**"
      ],
      "metadata": {
        "id": "g1dnCeRtJpqo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Convert lists to NumPy arrays\n",
        "all_images = np.array(all_images)\n",
        "all_labels = np.array(all_labels)\n",
        "\n",
        "# Normalize pixel values to the range [0, 1]\n",
        "all_faces = all_images.astype('float32') / 255.0\n",
        "\n",
        "# One-hot encode the expression labels\n",
        "all_labels = to_categorical(all_labels, num_classes=7)\n",
        "\n",
        "# Split the dataset into training, validation, and test sets (70%, 15%, 15%)\n",
        "X_train, X_temp, y_train, y_temp = train_test_split(all_faces, all_labels, test_size=0.3, random_state=42)\n",
        "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)\n",
        "\n",
        "\n",
        "# Print the shapes of the data splits\n",
        "print(\"X_train shape:\", X_train.shape)\n",
        "print(\"y_train shape:\", y_train.shape)\n",
        "print(\"X_val shape:\", X_val.shape)\n",
        "print(\"y_val shape:\", y_val.shape)\n",
        "print(\"X_test shape:\", X_test.shape)\n",
        "print(\"y_test shape:\", y_test.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HZ4lqgXR77n6",
        "outputId": "40b3f306-2a86-48e1-b1ca-1a0d01fb0bef"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "X_train shape: (6162, 64, 64, 3)\n",
            "y_train shape: (6162, 7)\n",
            "X_val shape: (1321, 64, 64, 3)\n",
            "y_val shape: (1321, 7)\n",
            "X_test shape: (1321, 64, 64, 3)\n",
            "y_test shape: (1321, 7)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Build the CNN model**"
      ],
      "metadata": {
        "id": "htzhgaJ4IFXh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout\n",
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "\n",
        "# Set the input shape based on the cropped face dimensions\n",
        "img_height, img_width, img_channels = all_faces.shape[1:]\n",
        "\n",
        "# Build the CNN model\n",
        "\n",
        "model = Sequential()\n",
        "model.add(Conv2D(32, (3, 3), activation='relu', input_shape=(img_height, img_width, img_channels)))\n",
        "model.add(MaxPooling2D((2, 2)))\n",
        "model.add(Conv2D(32, kernel_size=(3, 3), activation='relu', input_shape=(64, 64, 3), kernel_regularizer=l2(0.01)))\n",
        "model.add(Conv2D(64, (3, 3), activation='relu'))\n",
        "model.add(MaxPooling2D((2, 2)))\n",
        "model.add(Conv2D(128, (3, 3), activation='relu'))\n",
        "model.add(MaxPooling2D((2, 2)))\n",
        "model.add(Flatten())\n",
        "model.add(Dense(256, activation='relu'))\n",
        "model.add(Dropout(0.5))\n",
        "model.add(Dense(7, activation='softmax'))\n",
        "\n",
        "# Compile the model\n",
        "model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n",
        "\n",
        "# Learning Rate Schedule and Early Stopping\n",
        "reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=3, verbose=1)\n",
        "early_stop = EarlyStopping(monitor='val_loss', patience=7, restore_best_weights=True)\n",
        "\n",
        "# Set batch size and number of epochs\n",
        "batch_size = 32\n",
        "epochs = 50"
      ],
      "metadata": {
        "id": "YGyI0HScH5GB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **TRAINING MODEL**"
      ],
      "metadata": {
        "id": "LR2wD53UH9ap"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Train the model\n",
        "history = model.fit(datagen.flow(X_train, y_train, batch_size=batch_size),\n",
        "                    steps_per_epoch=len(X_train) // batch_size,\n",
        "                    epochs=epochs,\n",
        "                    validation_data=(X_val, y_val),\n",
        "                    callbacks=[reduce_lr, early_stop])\n",
        "\n",
        "# Evaluate the model on the test set\n",
        "test_loss, test_accuracy = model.evaluate(X_test, y_test)\n",
        "print(\"Test Loss:\", test_loss)\n",
        "print(\"Test Accuracy:\", test_accuracy)\n",
        "\n",
        "# Analyze the results\n",
        "# Plot accuracy and loss curves during training\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(10, 5))\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.plot(history.history['accuracy'], label='Training Accuracy')\n",
        "plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n",
        "plt.xlabel('Epoch')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.legend()\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.plot(history.history['loss'], label='Training Loss')\n",
        "plt.plot(history.history['val_loss'], label='Validation Loss')\n",
        "plt.xlabel('Epoch')\n",
        "plt.ylabel('Loss')\n",
        "plt.legend()\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "A0fgbaKx8G3S",
        "outputId": "e169dbb8-1de0-46af-ef4f-234881dd0994"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/50\n",
            "192/192 [==============================] - 25s 53ms/step - loss: 1.3326 - accuracy: 0.5504 - val_loss: 1.3093 - val_accuracy: 0.5367 - lr: 0.0010\n",
            "Epoch 2/50\n",
            "192/192 [==============================] - 9s 49ms/step - loss: 1.2439 - accuracy: 0.5659 - val_loss: 1.2491 - val_accuracy: 0.5640 - lr: 0.0010\n",
            "Epoch 3/50\n",
            "192/192 [==============================] - 9s 48ms/step - loss: 1.1958 - accuracy: 0.5834 - val_loss: 1.1986 - val_accuracy: 0.5723 - lr: 0.0010\n",
            "Epoch 4/50\n",
            "192/192 [==============================] - 8s 41ms/step - loss: 1.1733 - accuracy: 0.5902 - val_loss: 1.1526 - val_accuracy: 0.5814 - lr: 0.0010\n",
            "Epoch 5/50\n",
            "192/192 [==============================] - 9s 48ms/step - loss: 1.1256 - accuracy: 0.6015 - val_loss: 1.0811 - val_accuracy: 0.6094 - lr: 0.0010\n",
            "Epoch 6/50\n",
            "192/192 [==============================] - 9s 46ms/step - loss: 1.1017 - accuracy: 0.6044 - val_loss: 1.0448 - val_accuracy: 0.6344 - lr: 0.0010\n",
            "Epoch 7/50\n",
            "192/192 [==============================] - 8s 39ms/step - loss: 1.0414 - accuracy: 0.6292 - val_loss: 0.9327 - val_accuracy: 0.6669 - lr: 0.0010\n",
            "Epoch 8/50\n",
            "192/192 [==============================] - 9s 49ms/step - loss: 0.9825 - accuracy: 0.6659 - val_loss: 0.8849 - val_accuracy: 0.7086 - lr: 0.0010\n",
            "Epoch 9/50\n",
            "192/192 [==============================] - 9s 44ms/step - loss: 0.9331 - accuracy: 0.6786 - val_loss: 0.9173 - val_accuracy: 0.7040 - lr: 0.0010\n",
            "Epoch 10/50\n",
            "192/192 [==============================] - 8s 39ms/step - loss: 0.9186 - accuracy: 0.6856 - val_loss: 0.8134 - val_accuracy: 0.7207 - lr: 0.0010\n",
            "Epoch 11/50\n",
            "192/192 [==============================] - 9s 47ms/step - loss: 0.8837 - accuracy: 0.7024 - val_loss: 0.8036 - val_accuracy: 0.7282 - lr: 0.0010\n",
            "Epoch 12/50\n",
            "192/192 [==============================] - 9s 49ms/step - loss: 0.8569 - accuracy: 0.7082 - val_loss: 0.8098 - val_accuracy: 0.7229 - lr: 0.0010\n",
            "Epoch 13/50\n",
            "192/192 [==============================] - 8s 40ms/step - loss: 0.8488 - accuracy: 0.7168 - val_loss: 0.7620 - val_accuracy: 0.7502 - lr: 0.0010\n",
            "Epoch 14/50\n",
            "192/192 [==============================] - 10s 50ms/step - loss: 0.8263 - accuracy: 0.7210 - val_loss: 0.7916 - val_accuracy: 0.7411 - lr: 0.0010\n",
            "Epoch 15/50\n",
            "192/192 [==============================] - 10s 50ms/step - loss: 0.8085 - accuracy: 0.7276 - val_loss: 0.7276 - val_accuracy: 0.7494 - lr: 0.0010\n",
            "Epoch 16/50\n",
            "192/192 [==============================] - 8s 40ms/step - loss: 0.7926 - accuracy: 0.7328 - val_loss: 0.7734 - val_accuracy: 0.7411 - lr: 0.0010\n",
            "Epoch 17/50\n",
            "192/192 [==============================] - 9s 48ms/step - loss: 0.7687 - accuracy: 0.7364 - val_loss: 0.7140 - val_accuracy: 0.7593 - lr: 0.0010\n",
            "Epoch 18/50\n",
            "192/192 [==============================] - 9s 49ms/step - loss: 0.7608 - accuracy: 0.7421 - val_loss: 0.7481 - val_accuracy: 0.7464 - lr: 0.0010\n",
            "Epoch 19/50\n",
            "192/192 [==============================] - 16s 84ms/step - loss: 0.7471 - accuracy: 0.7413 - val_loss: 0.7031 - val_accuracy: 0.7608 - lr: 0.0010\n",
            "Epoch 20/50\n",
            "192/192 [==============================] - 11s 56ms/step - loss: 0.7483 - accuracy: 0.7463 - val_loss: 0.7098 - val_accuracy: 0.7547 - lr: 0.0010\n",
            "Epoch 21/50\n",
            "192/192 [==============================] - 9s 49ms/step - loss: 0.7360 - accuracy: 0.7511 - val_loss: 0.7452 - val_accuracy: 0.7517 - lr: 0.0010\n",
            "Epoch 22/50\n",
            "192/192 [==============================] - ETA: 0s - loss: 0.7104 - accuracy: 0.7599\n",
            "Epoch 22: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n",
            "192/192 [==============================] - 9s 49ms/step - loss: 0.7104 - accuracy: 0.7599 - val_loss: 0.7097 - val_accuracy: 0.7525 - lr: 0.0010\n",
            "Epoch 23/50\n",
            "192/192 [==============================] - 8s 40ms/step - loss: 0.6832 - accuracy: 0.7705 - val_loss: 0.6925 - val_accuracy: 0.7615 - lr: 1.0000e-04\n",
            "Epoch 24/50\n",
            "192/192 [==============================] - 10s 50ms/step - loss: 0.6617 - accuracy: 0.7819 - val_loss: 0.6891 - val_accuracy: 0.7653 - lr: 1.0000e-04\n",
            "Epoch 25/50\n",
            "192/192 [==============================] - 9s 45ms/step - loss: 0.6727 - accuracy: 0.7680 - val_loss: 0.6852 - val_accuracy: 0.7608 - lr: 1.0000e-04\n",
            "Epoch 26/50\n",
            "192/192 [==============================] - 8s 43ms/step - loss: 0.6630 - accuracy: 0.7798 - val_loss: 0.6804 - val_accuracy: 0.7668 - lr: 1.0000e-04\n",
            "Epoch 27/50\n",
            "192/192 [==============================] - 9s 49ms/step - loss: 0.6651 - accuracy: 0.7765 - val_loss: 0.6814 - val_accuracy: 0.7631 - lr: 1.0000e-04\n",
            "Epoch 28/50\n",
            "192/192 [==============================] - 10s 51ms/step - loss: 0.6528 - accuracy: 0.7790 - val_loss: 0.6789 - val_accuracy: 0.7653 - lr: 1.0000e-04\n",
            "Epoch 29/50\n",
            "192/192 [==============================] - 8s 41ms/step - loss: 0.6475 - accuracy: 0.7834 - val_loss: 0.6779 - val_accuracy: 0.7676 - lr: 1.0000e-04\n",
            "Epoch 30/50\n",
            "192/192 [==============================] - 9s 46ms/step - loss: 0.6447 - accuracy: 0.7838 - val_loss: 0.6786 - val_accuracy: 0.7691 - lr: 1.0000e-04\n",
            "Epoch 31/50\n",
            "192/192 [==============================] - 10s 50ms/step - loss: 0.6450 - accuracy: 0.7866 - val_loss: 0.6787 - val_accuracy: 0.7668 - lr: 1.0000e-04\n",
            "Epoch 32/50\n",
            "192/192 [==============================] - 8s 40ms/step - loss: 0.6605 - accuracy: 0.7755 - val_loss: 0.6756 - val_accuracy: 0.7676 - lr: 1.0000e-04\n",
            "Epoch 33/50\n",
            "192/192 [==============================] - 10s 50ms/step - loss: 0.6413 - accuracy: 0.7879 - val_loss: 0.6821 - val_accuracy: 0.7691 - lr: 1.0000e-04\n",
            "Epoch 34/50\n",
            "192/192 [==============================] - 9s 49ms/step - loss: 0.6429 - accuracy: 0.7863 - val_loss: 0.6804 - val_accuracy: 0.7691 - lr: 1.0000e-04\n",
            "Epoch 35/50\n",
            "192/192 [==============================] - 8s 41ms/step - loss: 0.6547 - accuracy: 0.7775 - val_loss: 0.6699 - val_accuracy: 0.7721 - lr: 1.0000e-04\n",
            "Epoch 36/50\n",
            "192/192 [==============================] - 10s 52ms/step - loss: 0.6389 - accuracy: 0.7894 - val_loss: 0.6746 - val_accuracy: 0.7759 - lr: 1.0000e-04\n",
            "Epoch 37/50\n",
            "192/192 [==============================] - 10s 50ms/step - loss: 0.6232 - accuracy: 0.7825 - val_loss: 0.6697 - val_accuracy: 0.7661 - lr: 1.0000e-04\n",
            "Epoch 38/50\n",
            "192/192 [==============================] - 8s 39ms/step - loss: 0.6312 - accuracy: 0.7891 - val_loss: 0.6700 - val_accuracy: 0.7721 - lr: 1.0000e-04\n",
            "Epoch 39/50\n",
            "192/192 [==============================] - 10s 50ms/step - loss: 0.6226 - accuracy: 0.7914 - val_loss: 0.6693 - val_accuracy: 0.7714 - lr: 1.0000e-04\n",
            "Epoch 40/50\n",
            "192/192 [==============================] - 8s 44ms/step - loss: 0.6218 - accuracy: 0.7925 - val_loss: 0.6794 - val_accuracy: 0.7653 - lr: 1.0000e-04\n",
            "Epoch 41/50\n",
            "192/192 [==============================] - 9s 44ms/step - loss: 0.6266 - accuracy: 0.7931 - val_loss: 0.6730 - val_accuracy: 0.7684 - lr: 1.0000e-04\n",
            "Epoch 42/50\n",
            "192/192 [==============================] - 10s 50ms/step - loss: 0.6351 - accuracy: 0.7928 - val_loss: 0.6667 - val_accuracy: 0.7737 - lr: 1.0000e-04\n",
            "Epoch 43/50\n",
            "192/192 [==============================] - 8s 43ms/step - loss: 0.6285 - accuracy: 0.7900 - val_loss: 0.6652 - val_accuracy: 0.7744 - lr: 1.0000e-04\n",
            "Epoch 44/50\n",
            "192/192 [==============================] - 8s 44ms/step - loss: 0.6164 - accuracy: 0.7954 - val_loss: 0.6718 - val_accuracy: 0.7691 - lr: 1.0000e-04\n",
            "Epoch 45/50\n",
            "192/192 [==============================] - 9s 49ms/step - loss: 0.6278 - accuracy: 0.7907 - val_loss: 0.6668 - val_accuracy: 0.7737 - lr: 1.0000e-04\n",
            "Epoch 46/50\n",
            "192/192 [==============================] - 8s 39ms/step - loss: 0.6066 - accuracy: 0.7922 - val_loss: 0.6620 - val_accuracy: 0.7721 - lr: 1.0000e-04\n",
            "Epoch 47/50\n",
            "192/192 [==============================] - 8s 41ms/step - loss: 0.6144 - accuracy: 0.7922 - val_loss: 0.6603 - val_accuracy: 0.7729 - lr: 1.0000e-04\n",
            "Epoch 48/50\n",
            "192/192 [==============================] - 9s 49ms/step - loss: 0.6137 - accuracy: 0.7923 - val_loss: 0.6608 - val_accuracy: 0.7744 - lr: 1.0000e-04\n",
            "Epoch 49/50\n",
            "192/192 [==============================] - 8s 42ms/step - loss: 0.6208 - accuracy: 0.7945 - val_loss: 0.6655 - val_accuracy: 0.7737 - lr: 1.0000e-04\n",
            "Epoch 50/50\n",
            "192/192 [==============================] - ETA: 0s - loss: 0.6058 - accuracy: 0.7948\n",
            "Epoch 50: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n",
            "192/192 [==============================] - 9s 46ms/step - loss: 0.6058 - accuracy: 0.7948 - val_loss: 0.6652 - val_accuracy: 0.7752 - lr: 1.0000e-04\n",
            "42/42 [==============================] - 0s 4ms/step - loss: 0.6809 - accuracy: 0.7858\n",
            "Test Loss: 0.6809203624725342\n",
            "Test Accuracy: 0.7857683300971985\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Confution Matrix**"
      ],
      "metadata": {
        "id": "f946IImkNoIQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.metrics import confusion_matrix, classification_report\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from sklearn.metrics import confusion_matrix\n",
        "\n",
        "\n",
        "# Get the model predictions on the test set\n",
        "y_pred = model.predict(X_test)\n",
        "\n",
        "# Convert the one-hot encoded predictions to class labels\n",
        "y_pred_labels = np.argmax(y_pred, axis=1)\n",
        "\n",
        "# Convert one-hot encoded true labels to class labels\n",
        "y_true_labels = np.argmax(y_test, axis=1)\n",
        "\n",
        "# Create the confusion matrix\n",
        "cm = confusion_matrix(y_true_labels, y_pred_labels)\n",
        "\n",
        "# Define emotion labels\n",
        "emotion_labels = ['Angry', 'Disgust', 'Fear', 'Happy', 'Sad', 'Surprise', 'Neutral']\n",
        "\n",
        "# Plot the confusion matrix\n",
        "plt.figure(figsize=(8, 6))\n",
        "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels=emotion_labels, yticklabels=emotion_labels)\n",
        "plt.xlabel('Predicted Labels')\n",
        "plt.ylabel('True Labels')\n",
        "plt.title('Confusion Matrix')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 581
        },
        "id": "hGer7WH0LP35",
        "outputId": "4bbff98d-ea8a-469a-fb4e-31cd986c54e7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "42/42 [==============================] - 0s 3ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **SAVING MODEL**"
      ],
      "metadata": {
        "id": "CDEQARJqHtfx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Save the entire model\n",
        "model.save('facial_expression_model.h5')\n",
        "\n",
        "# Save only the model's architecture and weights\n",
        "model_json = model.to_json()\n",
        "with open('facial_expression_model.json', 'w') as json_file:\n",
        "    json_file.write(model_json)\n",
        "model.save_weights('facial_expression_model_weights.h5')"
      ],
      "metadata": {
        "id": "fd6fRsNmGZoc"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}