arcface-example-notebook.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "BoN-6jdqnzcG"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting insightface\n",
      "  Using cached insightface-0.7.3-cp38-cp38-linux_x86_64.whl\n",
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      "Collecting scikit-image (from insightface)\n",
      "  Using cached scikit_image-0.20.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.4 MB)\n",
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      "Installing collected packages: onnx, fonttools, cython, cycler, contourpy, scikit-learn, scikit-image, matplotlib, qudida, albumentations, insightface\n",
      "\u001b[31mERROR: Could not install packages due to an OSError: [Errno 13] Permission denied: '/usr/local/bin/backend-test-tools'\n",
      "Consider using the `--user` option or check the permissions.\n",
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      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.1.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.1.2\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n",
      "Collecting onnxruntime\n",
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      "Installing collected packages: onnxruntime\n",
      "\u001b[31mERROR: Could not install packages due to an OSError: [Errno 13] Permission denied: '/usr/local/bin/onnxruntime_test'\n",
      "Consider using the `--user` option or check the permissions.\n",
      "\u001b[0m\u001b[31m\n",
      "\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.1.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.1.2\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "! pip install insightface\n",
    "! pip install onnxruntime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "JmqCq3Wvof5o"
   },
   "outputs": [],
   "source": [
    "import insightface\n",
    "import numpy as np\n",
    "from insightface.app import FaceAnalysis\n",
    "from insightface.data import get_image as ins_get_image\n",
    "import cv2\n",
    "import os\n",
    "import csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "id": "yZd9elNIteTe"
   },
   "outputs": [],
   "source": [
    "def distance(embeddings1, embeddings2, distance_type='Cosine'):\n",
    "    embeddings1=embeddings1.astype(np.float64)\n",
    "    embeddings2=embeddings2.astype(np.float64)\n",
    "    if distance_type=='Euclidian':\n",
    "        # Euclidian distance\n",
    "        embeddings1 = embeddings1/np.linalg.norm(embeddings1, axis=0, keepdims=True)\n",
    "        embeddings2 = embeddings2/np.linalg.norm(embeddings2, axis=0, keepdims=True)\n",
    "        diff = np.subtract(embeddings1, embeddings2)\n",
    "        dist = np.sum(np.square(diff),0)\n",
    "    elif distance_type=='Cosine':\n",
    "        # Distance based on cosine similarity\n",
    "        dot = np.sum(np.multiply(embeddings1, embeddings2), axis=0)\n",
    "        norm = np.linalg.norm(embeddings1, axis=0) * np.linalg.norm(embeddings2, axis=0)\n",
    "        similarity = dot/norm\n",
    "        similarity = min(1,similarity)\n",
    "        dist=1-similarity\n",
    "    else:\n",
    "        raise 'Undefined distance metric %d' % distance_metric \n",
    "    return dist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "izNWIP4NoMcQ",
    "outputId": "ca059fbb-42aa-4b60-9018-4a637d8b92ac"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Applied providers: ['CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}}\n",
      "find model: /home/ubuntu/.insightface/models/buffalo_l/1k3d68.onnx landmark_3d_68 ['None', 3, 192, 192] 0.0 1.0\n",
      "Applied providers: ['CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}}\n",
      "find model: /home/ubuntu/.insightface/models/buffalo_l/2d106det.onnx landmark_2d_106 ['None', 3, 192, 192] 0.0 1.0\n",
      "Applied providers: ['CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}}\n",
      "find model: /home/ubuntu/.insightface/models/buffalo_l/det_10g.onnx detection [1, 3, '?', '?'] 127.5 128.0\n",
      "Applied providers: ['CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}}\n",
      "find model: /home/ubuntu/.insightface/models/buffalo_l/genderage.onnx genderage ['None', 3, 96, 96] 0.0 1.0\n",
      "Applied providers: ['CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}}\n",
      "find model: /home/ubuntu/.insightface/models/buffalo_l/w600k_r50.onnx recognition ['None', 3, 112, 112] 127.5 127.5\n",
      "set det-size: (640, 640)\n"
     ]
    }
   ],
   "source": [
    "fr_model = insightface.app.FaceAnalysis()\n",
    "ctx_id = 0\n",
    "fr_model.prepare(ctx_id = ctx_id, det_thresh=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "4JRqQx2VqLzJ",
    "outputId": "61ba5a51-fb2f-4340-f594-8c82f7c78982"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/environments/my_env/lib/python3.8/site-packages/insightface/utils/transform.py:68: FutureWarning: `rcond` parameter will change to the default of machine precision times ``max(M, N)`` where M and N are the input matrix dimensions.\n",
      "To use the future default and silence this warning we advise to pass `rcond=None`, to keep using the old, explicitly pass `rcond=-1`.\n",
      "  P = np.linalg.lstsq(X_homo, Y)[0].T # Affine matrix. 3 x 4\n"
     ]
    }
   ],
   "source": [
    "img1 = cv2.imread(\"/volumes/1/subjects/04832d112.jpg\") #SUBJECT IMAGE\n",
    "img1_mated = cv2.imread(\"/volumes/1/output/frgc_cluster_10.png\") #MATED (CLUSTER IMAGE)\n",
    "img2 = cv2.imread(\"/volumes/1/thomas/thomas-comparison.jpg\") #NON-MATED\n",
    "\n",
    "face1 = fr_model.get(img1)\n",
    "face1_mated = fr_model.get(img1_mated)\n",
    "face2 = fr_model.get(img2)\n",
    "\n",
    "embedding1 = face1[0].normed_embedding\n",
    "embedding1_mated = face1_mated[0].normed_embedding\n",
    "embedding2 = face2[0].normed_embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "girvjSUfs4cS",
    "outputId": "16a93f2a-25a3-4f50-d90f-f551ffa57ae1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mated Comparison Score: 0.9208778034582\n",
      "Non-Mated Comparison Score: 0.9638482064180096\n"
     ]
    }
   ],
   "source": [
    "print(f\"Mated Comparison Score: {distance(embedding1, embedding2)}\")\n",
    "print(f\"Non-Mated Comparison Score: {distance(embedding1, embedding1_mated)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing cluster 0 with user IDs ['02463', '04397', '04513', '04535', '04601', '04810']\n",
      "Processing user ID:  02463\n",
      "Non-Mated Comparison Score: 1.0892371479042586\n",
      "GAN Comparison Score: 0.922258259622714\n",
      "Mated Comparison Score: 0.02154193427179174\n",
      "Processing user ID:  04397\n",
      "Non-Mated Comparison Score: 0.9450867741247793\n",
      "GAN Comparison Score: 0.9282575548439884\n",
      "Mated Comparison Score: 0.10085166401405576\n",
      "Processing user ID:  04513\n",
      "Non-Mated Comparison Score: 1.0725789938825268\n",
      "GAN Comparison Score: 0.9950966479922676\n",
      "Mated Comparison Score: 0.14692676151494322\n",
      "Processing user ID:  04535\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04601\n",
      "Non-Mated Comparison Score: 0.8661656266708102\n",
      "GAN Comparison Score: 0.953329744702706\n",
      "Mated Comparison Score: 0.4779026798730267\n",
      "Processing user ID:  04810\n",
      "Non-Mated Comparison Score: 0.9305563293244508\n",
      "GAN Comparison Score: 1.0369114110396584\n",
      "Mated Comparison Score: 0.12907285389578482\n",
      "Total number of comparisons: 5\n",
      "Number of times non-mated score is higher: 3\n",
      "Processing cluster 37 with user IDs ['04200', '04337', '04524', '04633', '04817', '04865', '04879', '04927', '04933']\n",
      "Processing user ID:  04200\n",
      "Non-Mated Comparison Score: 0.9635128818145624\n",
      "GAN Comparison Score: 1.0273751118237904\n",
      "Mated Comparison Score: 0.26300692344315735\n",
      "Processing user ID:  04337\n",
      "Non-Mated Comparison Score: 1.07469255679719\n",
      "GAN Comparison Score: 0.9889279080558928\n",
      "Mated Comparison Score: 0.9559507308875754\n",
      "Processing user ID:  04524\n",
      "Non-Mated Comparison Score: 0.9839588187523779\n",
      "GAN Comparison Score: 1.0701814139835772\n",
      "Mated Comparison Score: 0.16103991657072203\n",
      "Processing user ID:  04633\n",
      "Non-Mated Comparison Score: 0.8976459797794814\n",
      "GAN Comparison Score: 0.9700175486637914\n",
      "Mated Comparison Score: 0.04544807297203757\n",
      "Processing user ID:  04817\n",
      "No images found for user ID: 04817\n",
      "Processing user ID:  04865\n",
      "Non-Mated Comparison Score: 0.8700687080626025\n",
      "GAN Comparison Score: 0.9624362247443108\n",
      "Mated Comparison Score: 0.09460997902433532\n",
      "Processing user ID:  04879\n",
      "Non-Mated Comparison Score: 0.9600101507480402\n",
      "GAN Comparison Score: 0.9913719878839368\n",
      "Mated Comparison Score: 0.1974998328398211\n",
      "Processing user ID:  04927\n",
      "Non-Mated Comparison Score: 0.9377934881841867\n",
      "GAN Comparison Score: 0.9758554163598733\n",
      "Mated Comparison Score: 0.20892043000215776\n",
      "Processing user ID:  04933\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Total number of comparisons: 12\n",
      "Number of times non-mated score is higher: 4\n",
      "Processing cluster 21 with user IDs ['04201', '04448', '04507', '04542', '04577', '04613', '04859', '04909', '04914']\n",
      "Processing user ID:  04201\n",
      "Non-Mated Comparison Score: 1.0915763988629423\n",
      "GAN Comparison Score: 1.07567087186555\n",
      "Mated Comparison Score: 0.08385569247424907\n",
      "Processing user ID:  04448\n",
      "Non-Mated Comparison Score: 0.8672564695603677\n",
      "GAN Comparison Score: 1.0780181668300703\n",
      "Mated Comparison Score: 0.14421205435462348\n",
      "Processing user ID:  04507\n",
      "Non-Mated Comparison Score: 1.061328295182743\n",
      "GAN Comparison Score: 1.0131674907166706\n",
      "Mated Comparison Score: 0.1810474402197575\n",
      "Processing user ID:  04542\n",
      "Non-Mated Comparison Score: 0.8975117373247615\n",
      "GAN Comparison Score: 1.0310048011982211\n",
      "Mated Comparison Score: 0.21383015938960814\n",
      "Processing user ID:  04577\n",
      "Non-Mated Comparison Score: 0.9681489345185007\n",
      "GAN Comparison Score: 1.0686416359252942\n",
      "Mated Comparison Score: 0.3036637738839695\n",
      "Processing user ID:  04613\n",
      "Non-Mated Comparison Score: 1.0055604102352387\n",
      "GAN Comparison Score: 1.0260791199344605\n",
      "Mated Comparison Score: 0.10750989744321038\n",
      "Processing user ID:  04859\n",
      "Non-Mated Comparison Score: 0.8650459294226696\n",
      "GAN Comparison Score: 1.06233303436959\n",
      "Mated Comparison Score: 0.14061997622380873\n",
      "Processing user ID:  04909\n",
      "Non-Mated Comparison Score: 0.9750760021568771\n",
      "GAN Comparison Score: 0.9980910158156664\n",
      "Mated Comparison Score: 0.1881434273035234\n",
      "Processing user ID:  04914\n",
      "Non-Mated Comparison Score: 1.074838464489171\n",
      "GAN Comparison Score: 0.9626134572809613\n",
      "Mated Comparison Score: 0.11996100443851798\n",
      "Total number of comparisons: 21\n",
      "Number of times non-mated score is higher: 7\n",
      "Processing cluster 60 with user IDs ['04202', '04217', '04444', '04557', '04559', '04580', '04593', '04602', '04734', '04840', '04917']\n",
      "Processing user ID:  04202\n",
      "Non-Mated Comparison Score: 0.9554243735755832\n",
      "GAN Comparison Score: 1.026841143817712\n",
      "Mated Comparison Score: 0.20842026449730133\n",
      "Processing user ID:  04217\n",
      "Non-Mated Comparison Score: 0.957774927253088\n",
      "GAN Comparison Score: 0.9672146690489983\n",
      "Mated Comparison Score: 0.039111870573339313\n",
      "Processing user ID:  04444\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04557\n",
      "Non-Mated Comparison Score: 0.9616907861450565\n",
      "GAN Comparison Score: 1.0584736753932797\n",
      "Mated Comparison Score: 0.15811078229310205\n",
      "Processing user ID:  04559\n",
      "Non-Mated Comparison Score: 1.0108431961369115\n",
      "GAN Comparison Score: 1.0564110206996058\n",
      "Mated Comparison Score: 0.05013074087551739\n",
      "Processing user ID:  04580\n",
      "Non-Mated Comparison Score: 1.036808744261832\n",
      "GAN Comparison Score: 0.9612476868689022\n",
      "Mated Comparison Score: 0.018589919725620296\n",
      "Processing user ID:  04593\n",
      "Non-Mated Comparison Score: 0.9752919717474036\n",
      "GAN Comparison Score: 1.0094207253257839\n",
      "Mated Comparison Score: 0.03548324229066835\n",
      "Processing user ID:  04602\n",
      "Non-Mated Comparison Score: 0.9929987285952554\n",
      "GAN Comparison Score: 0.8483141651133066\n",
      "Mated Comparison Score: 0.13169677732928042\n",
      "Processing user ID:  04734\n",
      "Non-Mated Comparison Score: 0.9704356649230306\n",
      "GAN Comparison Score: 1.119880108239841\n",
      "Mated Comparison Score: 0.1529083778627438\n",
      "Processing user ID:  04840\n",
      "Non-Mated Comparison Score: 0.9565684998315578\n",
      "GAN Comparison Score: 1.0014986996678978\n",
      "Mated Comparison Score: 0.9370099561186774\n",
      "Processing user ID:  04917\n",
      "Non-Mated Comparison Score: 0.9489946279770135\n",
      "GAN Comparison Score: 0.8816795244953073\n",
      "Mated Comparison Score: 0.10264715503404809\n",
      "Total number of comparisons: 31\n",
      "Number of times non-mated score is higher: 10\n",
      "Processing cluster 50 with user IDs ['04203', '04453', '04548', '04588', '04669', '04682', '04835', '04912']\n",
      "Processing user ID:  04203\n",
      "Non-Mated Comparison Score: 1.0795543495708417\n",
      "GAN Comparison Score: 1.0058226389918532\n",
      "Mated Comparison Score: 0.08633691467732252\n",
      "Processing user ID:  04453\n",
      "Non-Mated Comparison Score: 1.051396423715767\n",
      "GAN Comparison Score: 1.060814992427437\n",
      "Mated Comparison Score: 0.13969224321244456\n",
      "Processing user ID:  04548\n",
      "Non-Mated Comparison Score: 1.0246723367547708\n",
      "GAN Comparison Score: 0.9998432936453473\n",
      "Mated Comparison Score: 0.13204000956662887\n",
      "Processing user ID:  04588\n",
      "Non-Mated Comparison Score: 0.9337487174744996\n",
      "GAN Comparison Score: 0.9728954930357155\n",
      "Mated Comparison Score: 0.05594495248622522\n",
      "Processing user ID:  04669\n",
      "Non-Mated Comparison Score: 1.0562058587270697\n",
      "GAN Comparison Score: 1.0877577455539547\n",
      "Mated Comparison Score: 0.2422306544828029\n",
      "Processing user ID:  04682\n",
      "Non-Mated Comparison Score: 0.9865689052178157\n",
      "GAN Comparison Score: 1.0647908061390636\n",
      "Mated Comparison Score: 0.051275718054727526\n",
      "Processing user ID:  04835\n",
      "No images found for user ID: 04835\n",
      "Processing user ID:  04912\n",
      "Non-Mated Comparison Score: 0.9117344009138179\n",
      "GAN Comparison Score: 1.0022278601468309\n",
      "Mated Comparison Score: 0.06412194483070666\n",
      "Total number of comparisons: 38\n",
      "Number of times non-mated score is higher: 12\n",
      "Processing cluster 15 with user IDs ['04211', '04540', '04623', '04650', '04667', '04681', '04708', '04744', '04752', '04765', '04816', '04895', '04936']\n",
      "Processing user ID:  04211\n",
      "Non-Mated Comparison Score: 0.8819329061536789\n",
      "GAN Comparison Score: 0.9286889918541594\n",
      "Mated Comparison Score: 0.0141714603977523\n",
      "Processing user ID:  04540\n",
      "Non-Mated Comparison Score: 1.0805415878333213\n",
      "GAN Comparison Score: 0.8491553315157577\n",
      "Mated Comparison Score: 0.2726072317219078\n",
      "Processing user ID:  04623\n",
      "Non-Mated Comparison Score: 1.0014718131273983\n",
      "GAN Comparison Score: 0.9224646655892096\n",
      "Mated Comparison Score: 0.07333387694475746\n",
      "Processing user ID:  04650\n",
      "Non-Mated Comparison Score: 0.9999020520823904\n",
      "GAN Comparison Score: 0.8760072533657968\n",
      "Mated Comparison Score: 0.1843916363852316\n",
      "Processing user ID:  04667\n",
      "Non-Mated Comparison Score: 1.0505101936594767\n",
      "GAN Comparison Score: 0.9152395077172892\n",
      "Mated Comparison Score: 0.10738387570474861\n",
      "Processing user ID:  04681\n",
      "Non-Mated Comparison Score: 1.0490930202167876\n",
      "GAN Comparison Score: 0.9383677585673228\n",
      "Mated Comparison Score: 0.05179209428895415\n",
      "Processing user ID:  04708\n",
      "Non-Mated Comparison Score: 1.012491125866217\n",
      "GAN Comparison Score: 0.9568539640036882\n",
      "Mated Comparison Score: 0.06205644260624088\n",
      "Processing user ID:  04744\n",
      "Non-Mated Comparison Score: 1.0182807236989881\n",
      "GAN Comparison Score: 0.8246479046697787\n",
      "Mated Comparison Score: 0.09570883820071174\n",
      "Processing user ID:  04752\n",
      "No images found for user ID: 04752\n",
      "Processing user ID:  04765\n",
      "Non-Mated Comparison Score: 1.000080058573132\n",
      "GAN Comparison Score: 1.0218235384325776\n",
      "Mated Comparison Score: 0.16520000381017874\n",
      "Processing user ID:  04816\n",
      "Non-Mated Comparison Score: 0.8986469008692243\n",
      "GAN Comparison Score: 0.9834645685218266\n",
      "Mated Comparison Score: 0.13678331160382862\n",
      "Processing user ID:  04895\n",
      "Non-Mated Comparison Score: 1.0274504960288506\n",
      "GAN Comparison Score: 0.8344878129828233\n",
      "Mated Comparison Score: 0.06699373384172391\n",
      "Processing user ID:  04936\n",
      "Non-Mated Comparison Score: 1.0132076322758123\n",
      "GAN Comparison Score: 0.9581144432749333\n",
      "Mated Comparison Score: 0.05443989500893398\n",
      "Total number of comparisons: 50\n",
      "Number of times non-mated score is higher: 21\n",
      "Processing cluster 24 with user IDs ['04212', '04279', '04297', '04423', '04512', '04549', '04551', '04600', '04687', '04743', '04748', '04814', '04875']\n",
      "Processing user ID:  04212\n",
      "Non-Mated Comparison Score: 0.9463158941257063\n",
      "GAN Comparison Score: 0.8869771663839723\n",
      "Mated Comparison Score: 0.010470460898738598\n",
      "Processing user ID:  04279\n",
      "Non-Mated Comparison Score: 1.0197652486460902\n",
      "GAN Comparison Score: 1.0376389786096856\n",
      "Mated Comparison Score: 0.16260829812343824\n",
      "Processing user ID:  04297\n",
      "Non-Mated Comparison Score: 1.0505821740615298\n",
      "GAN Comparison Score: 1.0082441714446966\n",
      "Mated Comparison Score: 0.18641881553080786\n",
      "Processing user ID:  04423\n",
      "Non-Mated Comparison Score: 1.0021590507791114\n",
      "GAN Comparison Score: 1.0175181809956875\n",
      "Mated Comparison Score: 0.15499553772048458\n",
      "Processing user ID:  04512\n",
      "Non-Mated Comparison Score: 1.0999643837828048\n",
      "GAN Comparison Score: 0.9641989870276653\n",
      "Mated Comparison Score: 0.17725091441771135\n",
      "Processing user ID:  04549\n",
      "Non-Mated Comparison Score: 0.9167991994490678\n",
      "GAN Comparison Score: 1.0555741808690127\n",
      "Mated Comparison Score: 0.1567592035475759\n",
      "Processing user ID:  04551\n",
      "Non-Mated Comparison Score: 1.0175882520074713\n",
      "GAN Comparison Score: 0.9615388629319542\n",
      "Mated Comparison Score: 0.47296071283622954\n",
      "Processing user ID:  04600\n",
      "Non-Mated Comparison Score: 1.056500900529313\n",
      "GAN Comparison Score: 1.0074999462803198\n",
      "Mated Comparison Score: 0.07106879066687866\n",
      "Processing user ID:  04687\n",
      "Non-Mated Comparison Score: 1.1218414229327869\n",
      "GAN Comparison Score: 0.9690591884749533\n",
      "Mated Comparison Score: 0.1039308213684581\n",
      "Processing user ID:  04743\n",
      "Non-Mated Comparison Score: 1.051342377232324\n",
      "GAN Comparison Score: 0.9551427939810524\n",
      "Mated Comparison Score: 0.23042025645597675\n",
      "Processing user ID:  04748\n",
      "Non-Mated Comparison Score: 1.0266505045276235\n",
      "GAN Comparison Score: 1.0327142168312053\n",
      "Mated Comparison Score: 0.22369835890263456\n",
      "Processing user ID:  04814\n",
      "No images found for user ID: 04814\n",
      "Processing user ID:  04875\n",
      "Non-Mated Comparison Score: 1.0942216016782784\n",
      "GAN Comparison Score: 0.9662363583042463\n",
      "Mated Comparison Score: 0.15580803967275925\n",
      "Total number of comparisons: 62\n",
      "Number of times non-mated score is higher: 29\n",
      "Processing cluster 39 with user IDs ['04213', '04323', '04372', '04376', '04446', '04592', '04754', '04787', '04796']\n",
      "Processing user ID:  04213\n",
      "Non-Mated Comparison Score: 0.9697872884206468\n",
      "GAN Comparison Score: 0.9366583683476509\n",
      "Mated Comparison Score: 0.16527055550016723\n",
      "Processing user ID:  04323\n",
      "Non-Mated Comparison Score: 0.9801695268974455\n",
      "GAN Comparison Score: 1.1284317532310386\n",
      "Mated Comparison Score: 0.3447741435511269\n",
      "Processing user ID:  04372\n",
      "Non-Mated Comparison Score: 1.0154611963034357\n",
      "GAN Comparison Score: 0.9384481911359311\n",
      "Mated Comparison Score: 0.2805961364488547\n",
      "Processing user ID:  04376\n",
      "Non-Mated Comparison Score: 0.9270501788736168\n",
      "GAN Comparison Score: 1.0001830840725638\n",
      "Mated Comparison Score: 0.4083495734412843\n",
      "Processing user ID:  04446\n",
      "Non-Mated Comparison Score: 0.9005281928567078\n",
      "GAN Comparison Score: 0.8189186101782289\n",
      "Mated Comparison Score: 0.18818272385979296\n",
      "Processing user ID:  04592\n",
      "Non-Mated Comparison Score: 0.9141399600093506\n",
      "GAN Comparison Score: 0.8730609268338019\n",
      "Mated Comparison Score: 0.09258617996382856\n",
      "Processing user ID:  04754\n",
      "Non-Mated Comparison Score: 0.9500769134556839\n",
      "GAN Comparison Score: 1.0036094726694549\n",
      "Mated Comparison Score: 0.1071876755482315\n",
      "Processing user ID:  04787\n",
      "Non-Mated Comparison Score: 0.9524723663114159\n",
      "GAN Comparison Score: 0.9781025684373956\n",
      "Mated Comparison Score: 0.17946903768025002\n",
      "Processing user ID:  04796\n",
      "Non-Mated Comparison Score: 1.0039969734914063\n",
      "GAN Comparison Score: 0.922689782855846\n",
      "Mated Comparison Score: 0.16598311850084457\n",
      "Total number of comparisons: 71\n",
      "Number of times non-mated score is higher: 34\n",
      "Processing cluster 44 with user IDs ['04214', '04308', '04400', '04482', '04505', '04531', '04641', '04653', '04661', '04736', '04826', '04838', '04847', '04870', '04889']\n",
      "Processing user ID:  04214\n",
      "Non-Mated Comparison Score: 0.8960839082516444\n",
      "GAN Comparison Score: 1.0298803290903324\n",
      "Mated Comparison Score: 0.11263091779774792\n",
      "Processing user ID:  04308\n",
      "Non-Mated Comparison Score: 1.0183278910863358\n",
      "GAN Comparison Score: 0.9047093908323032\n",
      "Mated Comparison Score: 0.3330623776836841\n",
      "Processing user ID:  04400\n",
      "Non-Mated Comparison Score: 1.0217097613536141\n",
      "GAN Comparison Score: 0.9517266596873578\n",
      "Mated Comparison Score: 0.18151145203245456\n",
      "Processing user ID:  04482\n",
      "Non-Mated Comparison Score: 0.9758170233441048\n",
      "GAN Comparison Score: 1.0363197178835215\n",
      "Mated Comparison Score: 0.10245059578524862\n",
      "Processing user ID:  04505\n",
      "Non-Mated Comparison Score: 1.0549979365959625\n",
      "GAN Comparison Score: 0.9136326221846612\n",
      "Mated Comparison Score: 0.10130084021132635\n",
      "Processing user ID:  04531\n",
      "Non-Mated Comparison Score: 0.9878269502978784\n",
      "GAN Comparison Score: 1.0614021932046909\n",
      "Mated Comparison Score: 0.23853289286394208\n",
      "Processing user ID:  04641\n",
      "Non-Mated Comparison Score: 0.9980294368423202\n",
      "GAN Comparison Score: 0.9830690358426523\n",
      "Mated Comparison Score: 0.203228951789446\n",
      "Processing user ID:  04653\n",
      "Non-Mated Comparison Score: 0.9229393481382608\n",
      "GAN Comparison Score: 0.9868584982556868\n",
      "Mated Comparison Score: 0.028493362477334472\n",
      "Processing user ID:  04661\n",
      "Non-Mated Comparison Score: 0.9740374157301027\n",
      "GAN Comparison Score: 1.1395706305707718\n",
      "Mated Comparison Score: 0.027917155496343438\n",
      "Processing user ID:  04736\n",
      "Non-Mated Comparison Score: 0.9577793222461368\n",
      "GAN Comparison Score: 0.9852544680742417\n",
      "Mated Comparison Score: 0.12861830398838192\n",
      "Processing user ID:  04826\n",
      "No images found for user ID: 04826\n",
      "Processing user ID:  04838\n",
      "Non-Mated Comparison Score: 0.9277566959666255\n",
      "GAN Comparison Score: 0.9994647011839499\n",
      "Mated Comparison Score: 0.23550833278152328\n",
      "Processing user ID:  04847\n",
      "Non-Mated Comparison Score: 0.9820933556397414\n",
      "GAN Comparison Score: 1.0320428161858328\n",
      "Mated Comparison Score: 0.07133524851548234\n",
      "Processing user ID:  04870\n",
      "Non-Mated Comparison Score: 0.9179971461637104\n",
      "GAN Comparison Score: 1.097542659592434\n",
      "Mated Comparison Score: 0.0920306844891049\n",
      "Processing user ID:  04889\n",
      "Non-Mated Comparison Score: 0.9306823377320805\n",
      "GAN Comparison Score: 1.0230214179577504\n",
      "Mated Comparison Score: 0.13790205671083144\n",
      "Total number of comparisons: 85\n",
      "Number of times non-mated score is higher: 38\n",
      "Processing cluster 59 with user IDs ['04219', '04428', '04440', '04461', '04584', '04607', '04920']\n",
      "Processing user ID:  04219\n",
      "Non-Mated Comparison Score: 0.9362125613607986\n",
      "GAN Comparison Score: 0.9225775337465976\n",
      "Mated Comparison Score: 0.13609718073694121\n",
      "Processing user ID:  04428\n",
      "Non-Mated Comparison Score: 0.9943915007983167\n",
      "GAN Comparison Score: 0.9992557617161036\n",
      "Mated Comparison Score: 0.06082059024747333\n",
      "Processing user ID:  04440\n",
      "Non-Mated Comparison Score: 0.8677731722412003\n",
      "GAN Comparison Score: 1.0114443417404602\n",
      "Mated Comparison Score: 0.060120926271168385\n",
      "Processing user ID:  04461\n",
      "Non-Mated Comparison Score: 0.9512428325525933\n",
      "GAN Comparison Score: 1.0226425528733303\n",
      "Mated Comparison Score: 0.07200207116435542\n",
      "Processing user ID:  04584\n",
      "Non-Mated Comparison Score: 0.9910581348317241\n",
      "GAN Comparison Score: 1.0243753424378053\n",
      "Mated Comparison Score: 0.0708041817391496\n",
      "Processing user ID:  04607\n",
      "Non-Mated Comparison Score: 1.0494499354628488\n",
      "GAN Comparison Score: 1.0236109653995265\n",
      "Mated Comparison Score: 0.04386343780060076\n",
      "Processing user ID:  04920\n",
      "Non-Mated Comparison Score: 0.9270489346124786\n",
      "GAN Comparison Score: 1.036898247477512\n",
      "Mated Comparison Score: 0.029201467652507418\n",
      "Total number of comparisons: 92\n",
      "Number of times non-mated score is higher: 40\n",
      "Processing cluster 1 with user IDs ['04221', '04226', '04385', '04442', '04709', '04768', '04789', '04853', '04890', '04896', '04916']\n",
      "Processing user ID:  04221\n",
      "Non-Mated Comparison Score: 0.9864606328625788\n",
      "GAN Comparison Score: 0.864605661880809\n",
      "Mated Comparison Score: 0.014484190104525174\n",
      "Processing user ID:  04226\n",
      "Non-Mated Comparison Score: 0.9140903513618386\n",
      "GAN Comparison Score: 0.8968487408063155\n",
      "Mated Comparison Score: 0.07652441521159947\n",
      "Processing user ID:  04385\n",
      "Non-Mated Comparison Score: 1.0321081883441066\n",
      "GAN Comparison Score: 1.1087726655171002\n",
      "Mated Comparison Score: 0.2707819919136145\n",
      "Processing user ID:  04442\n",
      "Non-Mated Comparison Score: 1.033111298001546\n",
      "GAN Comparison Score: 0.9313420933434484\n",
      "Mated Comparison Score: 0.06050160829493734\n",
      "Processing user ID:  04709\n",
      "Non-Mated Comparison Score: 1.0222983740764406\n",
      "GAN Comparison Score: 0.9446682107406877\n",
      "Mated Comparison Score: 0.07728177178355733\n",
      "Processing user ID:  04768\n",
      "Non-Mated Comparison Score: 1.0288650381965245\n",
      "GAN Comparison Score: 0.924732385229939\n",
      "Mated Comparison Score: 0.18336018009393185\n",
      "Processing user ID:  04789\n",
      "No images found for user ID: 04789\n",
      "Processing user ID:  04853\n",
      "Non-Mated Comparison Score: 1.0728546580734524\n",
      "GAN Comparison Score: 0.952813743263773\n",
      "Mated Comparison Score: 0.058163275658573155\n",
      "Processing user ID:  04890\n",
      "Non-Mated Comparison Score: 0.9439212157660196\n",
      "GAN Comparison Score: 0.9368795211365999\n",
      "Mated Comparison Score: 0.15794061289138217\n",
      "Processing user ID:  04896\n",
      "Non-Mated Comparison Score: 1.046484952721074\n",
      "GAN Comparison Score: 1.0194663565699578\n",
      "Mated Comparison Score: 0.060805388962238416\n",
      "Processing user ID:  04916\n",
      "Non-Mated Comparison Score: 0.9544254862127816\n",
      "GAN Comparison Score: 0.9828288458965121\n",
      "Mated Comparison Score: 0.1260716686901463\n",
      "Total number of comparisons: 102\n",
      "Number of times non-mated score is higher: 48\n",
      "Processing cluster 27 with user IDs ['04222', '04257', '04311', '04369', '04473', '04703', '04738', '04776', '04788', '04800', '04866', '04915']\n",
      "Processing user ID:  04222\n",
      "Non-Mated Comparison Score: 1.049335041968242\n",
      "GAN Comparison Score: 0.9326915987631721\n",
      "Mated Comparison Score: 0.09743231732075075\n",
      "Processing user ID:  04257\n",
      "Non-Mated Comparison Score: 0.8519089796478848\n",
      "GAN Comparison Score: 0.8555822762403174\n",
      "Mated Comparison Score: 0.05018211451789856\n",
      "Processing user ID:  04311\n",
      "Non-Mated Comparison Score: 1.0337214779423634\n",
      "GAN Comparison Score: 0.9987479523644602\n",
      "Mated Comparison Score: 0.10153597552348526\n",
      "Processing user ID:  04369\n",
      "Non-Mated Comparison Score: 0.8954357318086219\n",
      "GAN Comparison Score: 0.9949042141928244\n",
      "Mated Comparison Score: 0.03244922544729123\n",
      "Processing user ID:  04473\n",
      "Non-Mated Comparison Score: 1.0531970109873692\n",
      "GAN Comparison Score: 1.136205798832371\n",
      "Mated Comparison Score: 0.10134030850515019\n",
      "Processing user ID:  04703\n",
      "Non-Mated Comparison Score: 0.9523187358806423\n",
      "GAN Comparison Score: 0.9895743274942518\n",
      "Mated Comparison Score: 0.07827018686635767\n",
      "Processing user ID:  04738\n",
      "Non-Mated Comparison Score: 0.9434479662438531\n",
      "GAN Comparison Score: 0.9514053259311777\n",
      "Mated Comparison Score: 0.1367272719411704\n",
      "Processing user ID:  04776\n",
      "Non-Mated Comparison Score: 0.9704027846206832\n",
      "GAN Comparison Score: 1.083559378860167\n",
      "Mated Comparison Score: 0.1025030067970989\n",
      "Processing user ID:  04788\n",
      "No images found for user ID: 04788\n",
      "Processing user ID:  04800\n",
      "No images found for user ID: 04800\n",
      "Processing user ID:  04866\n",
      "Non-Mated Comparison Score: 0.9923625926432846\n",
      "GAN Comparison Score: 0.9960452519382573\n",
      "Mated Comparison Score: 0.03815524851106755\n",
      "Processing user ID:  04915\n",
      "Non-Mated Comparison Score: 0.9336741260247384\n",
      "GAN Comparison Score: 0.9743894545300975\n",
      "Mated Comparison Score: 0.1386819824051314\n",
      "Total number of comparisons: 112\n",
      "Number of times non-mated score is higher: 50\n",
      "Processing cluster 62 with user IDs ['04225', '04504', '04589', '04713', '04850', '04880', '04902']\n",
      "Processing user ID:  04225\n",
      "Non-Mated Comparison Score: 0.9911057921556656\n",
      "GAN Comparison Score: 1.0021132046672179\n",
      "Mated Comparison Score: 0.10521901958461521\n",
      "Processing user ID:  04504\n",
      "Non-Mated Comparison Score: 1.0808871822370334\n",
      "GAN Comparison Score: 0.9961484470280371\n",
      "Mated Comparison Score: 0.9962378193809931\n",
      "Processing user ID:  04589\n",
      "Non-Mated Comparison Score: 0.9478661847940966\n",
      "GAN Comparison Score: 1.0315250613607059\n",
      "Mated Comparison Score: 0.06134030916381494\n",
      "Processing user ID:  04713\n",
      "No images found for user ID: 04713\n",
      "Processing user ID:  04850\n",
      "Non-Mated Comparison Score: 0.9632437404285444\n",
      "GAN Comparison Score: 1.0900256870972724\n",
      "Mated Comparison Score: 0.0822924108569778\n",
      "Processing user ID:  04880\n",
      "Non-Mated Comparison Score: 0.9786721304278949\n",
      "GAN Comparison Score: 1.0045494662856878\n",
      "Mated Comparison Score: 0.11338952740664832\n",
      "Processing user ID:  04902\n",
      "Non-Mated Comparison Score: 1.0352233816559722\n",
      "GAN Comparison Score: 0.9908995438035074\n",
      "Mated Comparison Score: 0.13880018719122533\n",
      "Total number of comparisons: 118\n",
      "Number of times non-mated score is higher: 52\n",
      "Processing cluster 20 with user IDs ['04228', '04514', '04591', '04632', '04760', '04764', '04842', '04846']\n",
      "Processing user ID:  04228\n",
      "Non-Mated Comparison Score: 0.9799203199264224\n",
      "GAN Comparison Score: 1.0520172127713456\n",
      "Mated Comparison Score: 0.09065176699631317\n",
      "Processing user ID:  04514\n",
      "Non-Mated Comparison Score: 1.0548910988947495\n",
      "GAN Comparison Score: 0.9885669583711663\n",
      "Mated Comparison Score: 0.07364101831283054\n",
      "Processing user ID:  04591\n",
      "Non-Mated Comparison Score: 1.0254420444902803\n",
      "GAN Comparison Score: 0.9256590923415399\n",
      "Mated Comparison Score: 0.020459055149148253\n",
      "Processing user ID:  04632\n",
      "Non-Mated Comparison Score: 0.9719524371811853\n",
      "GAN Comparison Score: 1.001768750203796\n",
      "Mated Comparison Score: 0.13958638480908747\n",
      "Processing user ID:  04760\n",
      "Non-Mated Comparison Score: 1.0045004195700291\n",
      "GAN Comparison Score: 1.0097322809997111\n",
      "Mated Comparison Score: 0.1258296376169994\n",
      "Processing user ID:  04764\n",
      "No images found for user ID: 04764\n",
      "Processing user ID:  04842\n",
      "Non-Mated Comparison Score: 1.005657604094089\n",
      "GAN Comparison Score: 0.9807928388603083\n",
      "Mated Comparison Score: 0.11190758130610234\n",
      "Processing user ID:  04846\n",
      "Non-Mated Comparison Score: 1.0328177875014521\n",
      "GAN Comparison Score: 0.9086085324000922\n",
      "Mated Comparison Score: 1.042171705499812\n",
      "Total number of comparisons: 125\n",
      "Number of times non-mated score is higher: 56\n",
      "Processing cluster 53 with user IDs ['04229', '04527', '04558', '04628', '04723', '04852']\n",
      "Processing user ID:  04229\n",
      "Non-Mated Comparison Score: 1.0924842295966606\n",
      "GAN Comparison Score: 1.000307411953348\n",
      "Mated Comparison Score: 0.0816916482350325\n",
      "Processing user ID:  04527\n",
      "Non-Mated Comparison Score: 0.9907604981537904\n",
      "GAN Comparison Score: 1.0295961603562171\n",
      "Mated Comparison Score: 0.054123217375147026\n",
      "Processing user ID:  04558\n",
      "Non-Mated Comparison Score: 1.0052255670915289\n",
      "GAN Comparison Score: 0.9739972069911637\n",
      "Mated Comparison Score: 0.15915017943116705\n",
      "Processing user ID:  04628\n",
      "Non-Mated Comparison Score: 0.9972266248499514\n",
      "GAN Comparison Score: 0.9930857429751115\n",
      "Mated Comparison Score: 0.09502111709793737\n",
      "Processing user ID:  04723\n",
      "No images found for user ID: 04723\n",
      "Processing user ID:  04852\n",
      "No images found for user ID: 04852\n",
      "Total number of comparisons: 129\n",
      "Number of times non-mated score is higher: 59\n",
      "Processing cluster 23 with user IDs ['04233', '04256', '04463', '04735', '04802', '04808']\n",
      "Processing user ID:  04233\n",
      "Non-Mated Comparison Score: 0.9398366706542487\n",
      "GAN Comparison Score: 0.9500255492405683\n",
      "Mated Comparison Score: 0.09196708776534923\n",
      "Processing user ID:  04256\n",
      "Non-Mated Comparison Score: 0.9976248867301987\n",
      "GAN Comparison Score: 0.9966699324971248\n",
      "Mated Comparison Score: 0.02426119394715076\n",
      "Processing user ID:  04463\n",
      "Non-Mated Comparison Score: 0.9867529466287908\n",
      "GAN Comparison Score: 0.975091991606927\n",
      "Mated Comparison Score: 0.10739465982154306\n",
      "Processing user ID:  04735\n",
      "No images found for user ID: 04735\n",
      "Processing user ID:  04802\n",
      "Non-Mated Comparison Score: 1.013540970382605\n",
      "GAN Comparison Score: 0.929620179575193\n",
      "Mated Comparison Score: 0.15459049400257152\n",
      "Processing user ID:  04808\n",
      "No images found for user ID: 04808\n",
      "Total number of comparisons: 133\n",
      "Number of times non-mated score is higher: 62\n",
      "Processing cluster 16 with user IDs ['04236', '04261', '04284', '04596', '04626', '04697', '04780']\n",
      "Processing user ID:  04236\n",
      "No images found for user ID: 04236\n",
      "Processing user ID:  04261\n",
      "Non-Mated Comparison Score: 1.046644936568836\n",
      "GAN Comparison Score: 1.0236416789034737\n",
      "Mated Comparison Score: 0.10207643321754001\n",
      "Processing user ID:  04284\n",
      "Non-Mated Comparison Score: 0.9342615741107584\n",
      "GAN Comparison Score: 1.0727512361721996\n",
      "Mated Comparison Score: 0.13543921250911717\n",
      "Processing user ID:  04596\n",
      "Non-Mated Comparison Score: 1.070037845719432\n",
      "GAN Comparison Score: 0.927724506209809\n",
      "Mated Comparison Score: 0.1546291898572989\n",
      "Processing user ID:  04626\n",
      "Non-Mated Comparison Score: 1.0033523441150562\n",
      "GAN Comparison Score: 0.9597214109828498\n",
      "Mated Comparison Score: 0.06101601954622826\n",
      "Processing user ID:  04697\n",
      "Non-Mated Comparison Score: 1.0618733509186487\n",
      "GAN Comparison Score: 0.9612392684389122\n",
      "Mated Comparison Score: 0.10549672615131311\n",
      "Processing user ID:  04780\n",
      "Non-Mated Comparison Score: 0.9920857980071939\n",
      "GAN Comparison Score: 0.9964187058256619\n",
      "Mated Comparison Score: 0.09866868100040171\n",
      "Total number of comparisons: 139\n",
      "Number of times non-mated score is higher: 66\n",
      "Processing cluster 55 with user IDs ['04237', '04301', '04433', '04530', '04539', '04654', '04745', '04749', '04797', '04830', '04893']\n",
      "Processing user ID:  04237\n",
      "No images found for user ID: 04237\n",
      "Processing user ID:  04301\n",
      "Non-Mated Comparison Score: 0.9104215348913246\n",
      "GAN Comparison Score: 0.865684620953323\n",
      "Mated Comparison Score: 0.026558058961779873\n",
      "Processing user ID:  04433\n",
      "Non-Mated Comparison Score: 0.9130788276161282\n",
      "GAN Comparison Score: 1.0900281290655212\n",
      "Mated Comparison Score: 0.18446544070709792\n",
      "Processing user ID:  04530\n",
      "Non-Mated Comparison Score: 1.0125966977357348\n",
      "GAN Comparison Score: 0.9119690898605988\n",
      "Mated Comparison Score: 0.30920474186092817\n",
      "Processing user ID:  04539\n",
      "Non-Mated Comparison Score: 0.967464814078886\n",
      "GAN Comparison Score: 0.9528836995922682\n",
      "Mated Comparison Score: 0.12977748878813256\n",
      "Processing user ID:  04654\n",
      "Non-Mated Comparison Score: 0.9886099270925739\n",
      "GAN Comparison Score: 0.988181659413363\n",
      "Mated Comparison Score: 0.16477079464654554\n",
      "Processing user ID:  04745\n",
      "Non-Mated Comparison Score: 1.057527911363775\n",
      "GAN Comparison Score: 0.977257595400681\n",
      "Mated Comparison Score: 0.11272696171371432\n",
      "Processing user ID:  04749\n",
      "Non-Mated Comparison Score: 0.8739046306241448\n",
      "GAN Comparison Score: 0.8921648110609516\n",
      "Mated Comparison Score: 0.17162652548859458\n",
      "Processing user ID:  04797\n",
      "Non-Mated Comparison Score: 0.9264883427260125\n",
      "GAN Comparison Score: 0.9606771241851794\n",
      "Mated Comparison Score: 0.20262215328433342\n",
      "Processing user ID:  04830\n",
      "Non-Mated Comparison Score: 0.9712361027886902\n",
      "GAN Comparison Score: 0.9686180545288295\n",
      "Mated Comparison Score: 0.2500382228967506\n",
      "Processing user ID:  04893\n",
      "Non-Mated Comparison Score: 1.0893181732388726\n",
      "GAN Comparison Score: 0.9688103948441392\n",
      "Mated Comparison Score: 0.037995618183761626\n",
      "Total number of comparisons: 149\n",
      "Number of times non-mated score is higher: 73\n",
      "Processing cluster 3 with user IDs ['04239', '04312', '04313', '04338', '04475', '04670', '04737', '04829', '04836', '04922']\n",
      "Processing user ID:  04239\n",
      "Non-Mated Comparison Score: 1.0095106808627936\n",
      "GAN Comparison Score: 1.0428796975483183\n",
      "Mated Comparison Score: 0.9960768247724584\n",
      "Processing user ID:  04312\n",
      "Non-Mated Comparison Score: 0.981037568303347\n",
      "GAN Comparison Score: 1.0546354183202844\n",
      "Mated Comparison Score: 0.0975692963100333\n",
      "Processing user ID:  04313\n",
      "Non-Mated Comparison Score: 0.9278429892324248\n",
      "GAN Comparison Score: 1.0039025257671677\n",
      "Mated Comparison Score: 0.13596347980368428\n",
      "Processing user ID:  04338\n",
      "Non-Mated Comparison Score: 1.0001091705522644\n",
      "GAN Comparison Score: 1.103503030907211\n",
      "Mated Comparison Score: 0.05735905235032579\n",
      "Processing user ID:  04475\n",
      "Non-Mated Comparison Score: 0.8853569174171587\n",
      "GAN Comparison Score: 1.0244017590104193\n",
      "Mated Comparison Score: 0.08610884438022881\n",
      "Processing user ID:  04670\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04737\n",
      "Non-Mated Comparison Score: 1.1345418139477639\n",
      "GAN Comparison Score: 0.9332160665295297\n",
      "Mated Comparison Score: 0.18480561160820375\n",
      "Processing user ID:  04829\n",
      "Non-Mated Comparison Score: 1.014245146518694\n",
      "GAN Comparison Score: 1.0197231212556324\n",
      "Mated Comparison Score: 0.08536398976742354\n",
      "Processing user ID:  04836\n",
      "No images found for user ID: 04836\n",
      "Processing user ID:  04922\n",
      "Non-Mated Comparison Score: 0.9694955848704063\n",
      "GAN Comparison Score: 1.0263829746855215\n",
      "Mated Comparison Score: 0.10530097018365192\n",
      "Total number of comparisons: 157\n",
      "Number of times non-mated score is higher: 74\n",
      "Processing cluster 40 with user IDs ['04243', '04464', '04477', '04579', '04587', '04635', '04684', '04695', '04782', '04809', '04815', '04873', '04881', '04899']\n",
      "Processing user ID:  04243\n",
      "Non-Mated Comparison Score: 0.981424117937896\n",
      "GAN Comparison Score: 0.98803484525597\n",
      "Mated Comparison Score: 0.028374981417986223\n",
      "Processing user ID:  04464\n",
      "Non-Mated Comparison Score: 0.9109812909812426\n",
      "GAN Comparison Score: 1.0654469743314032\n",
      "Mated Comparison Score: 0.18054550578581718\n",
      "Processing user ID:  04477\n",
      "Non-Mated Comparison Score: 0.9144700411725163\n",
      "GAN Comparison Score: 0.958110330334284\n",
      "Mated Comparison Score: 0.09151486896381944\n",
      "Processing user ID:  04579\n",
      "Non-Mated Comparison Score: 0.9808622427835515\n",
      "GAN Comparison Score: 0.9677852485364631\n",
      "Mated Comparison Score: 0.10383122590638927\n",
      "Processing user ID:  04587\n",
      "Non-Mated Comparison Score: 0.9579273227879909\n",
      "GAN Comparison Score: 1.0631649568877015\n",
      "Mated Comparison Score: 0.16745457548259435\n",
      "Processing user ID:  04635\n",
      "Non-Mated Comparison Score: 0.9486622691973721\n",
      "GAN Comparison Score: 1.004377500466949\n",
      "Mated Comparison Score: 0.13850364684971805\n",
      "Processing user ID:  04684\n",
      "Non-Mated Comparison Score: 1.0227418950509968\n",
      "GAN Comparison Score: 0.951922838708211\n",
      "Mated Comparison Score: 0.1590220044963665\n",
      "Processing user ID:  04695\n",
      "Non-Mated Comparison Score: 0.934537340780774\n",
      "GAN Comparison Score: 1.015017946718107\n",
      "Mated Comparison Score: 0.09633692805692184\n",
      "Processing user ID:  04782\n",
      "Non-Mated Comparison Score: 1.0808553627050195\n",
      "GAN Comparison Score: 0.9832751120676437\n",
      "Mated Comparison Score: 0.2907230188105061\n",
      "Processing user ID:  04809\n",
      "No images found for user ID: 04809\n",
      "Processing user ID:  04815\n",
      "Non-Mated Comparison Score: 0.9848110231551758\n",
      "GAN Comparison Score: 1.0123878440386038\n",
      "Mated Comparison Score: 0.4082489989856277\n",
      "Processing user ID:  04873\n",
      "Non-Mated Comparison Score: 1.0016610459294382\n",
      "GAN Comparison Score: 0.9722630011749182\n",
      "Mated Comparison Score: 0.07304016129778046\n",
      "Processing user ID:  04881\n",
      "Non-Mated Comparison Score: 0.9964268010379015\n",
      "GAN Comparison Score: 0.9906247907158996\n",
      "Mated Comparison Score: 0.05814300237095171\n",
      "Processing user ID:  04899\n",
      "Non-Mated Comparison Score: 0.8870133955697972\n",
      "GAN Comparison Score: 0.908797153926201\n",
      "Mated Comparison Score: 0.0577139685400071\n",
      "Total number of comparisons: 170\n",
      "Number of times non-mated score is higher: 79\n",
      "Processing cluster 35 with user IDs ['04252', '04343', '04344', '04417', '04460', '04609', '04719', '04746', '04751', '04855']\n",
      "Processing user ID:  04252\n",
      "Non-Mated Comparison Score: 0.850498685127984\n",
      "GAN Comparison Score: 1.0332231649651387\n",
      "Mated Comparison Score: 0.1555243226942381\n",
      "Processing user ID:  04343\n",
      "Non-Mated Comparison Score: 1.067738735896787\n",
      "GAN Comparison Score: 0.934817885916797\n",
      "Mated Comparison Score: 0.07855169879106072\n",
      "Processing user ID:  04344\n",
      "Non-Mated Comparison Score: 0.9810935082495976\n",
      "GAN Comparison Score: 0.9689061724545872\n",
      "Mated Comparison Score: 0.27690746294173985\n",
      "Processing user ID:  04417\n",
      "Non-Mated Comparison Score: 0.949788046484042\n",
      "GAN Comparison Score: 0.9818348724217612\n",
      "Mated Comparison Score: 0.06587769593054837\n",
      "Processing user ID:  04460\n",
      "Non-Mated Comparison Score: 0.8072030920709375\n",
      "GAN Comparison Score: 1.0152601766238472\n",
      "Mated Comparison Score: 0.18566495720918508\n",
      "Processing user ID:  04609\n",
      "Non-Mated Comparison Score: 0.9579487776003119\n",
      "GAN Comparison Score: 0.9748637554223359\n",
      "Mated Comparison Score: 0.13190469732971455\n",
      "Processing user ID:  04719\n",
      "Non-Mated Comparison Score: 1.033390185551281\n",
      "GAN Comparison Score: 1.0991160358760106\n",
      "Mated Comparison Score: 0.11821649956080471\n",
      "Processing user ID:  04746\n",
      "Non-Mated Comparison Score: 0.8222676552836461\n",
      "GAN Comparison Score: 0.9610368060678177\n",
      "Mated Comparison Score: 0.19332431969485087\n",
      "Processing user ID:  04751\n",
      "Non-Mated Comparison Score: 0.9423733854513737\n",
      "GAN Comparison Score: 0.9210991127386108\n",
      "Mated Comparison Score: 0.1319910676474918\n",
      "Processing user ID:  04855\n",
      "Non-Mated Comparison Score: 1.0111629292664244\n",
      "GAN Comparison Score: 0.9745731769197647\n",
      "Mated Comparison Score: 0.06730516170978151\n",
      "Total number of comparisons: 180\n",
      "Number of times non-mated score is higher: 83\n",
      "Processing cluster 8 with user IDs ['04265', '04319', '04481', '04495', '04618', '04693', '04783']\n",
      "Processing user ID:  04265\n",
      "Non-Mated Comparison Score: 0.9849456888841326\n",
      "GAN Comparison Score: 1.0137636281982993\n",
      "Mated Comparison Score: 0.04084775848964817\n",
      "Processing user ID:  04319\n",
      "Non-Mated Comparison Score: 1.0280683174412217\n",
      "GAN Comparison Score: 1.0367952559594462\n",
      "Mated Comparison Score: 0.13727035152971245\n",
      "Processing user ID:  04481\n",
      "Non-Mated Comparison Score: 0.9763442274454364\n",
      "GAN Comparison Score: 0.9149543620973847\n",
      "Mated Comparison Score: 0.13248294862776022\n",
      "Processing user ID:  04495\n",
      "Non-Mated Comparison Score: 1.0255811642585868\n",
      "GAN Comparison Score: 0.9781823789915423\n",
      "Mated Comparison Score: 0.12893018891047647\n",
      "Processing user ID:  04618\n",
      "Non-Mated Comparison Score: 1.0679692290227534\n",
      "GAN Comparison Score: 0.9740477323597988\n",
      "Mated Comparison Score: 0.034243474677289054\n",
      "Processing user ID:  04693\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04783\n",
      "Non-Mated Comparison Score: 0.973808144271422\n",
      "GAN Comparison Score: 0.9944753342423113\n",
      "Mated Comparison Score: 0.19476176251652677\n",
      "Total number of comparisons: 186\n",
      "Number of times non-mated score is higher: 86\n",
      "Processing cluster 48 with user IDs ['04267', '04418', '04511', '04563', '04582', '04724', '04759', '04929', '04931']\n",
      "Processing user ID:  04267\n",
      "Non-Mated Comparison Score: 0.9200314816757594\n",
      "GAN Comparison Score: 1.0070342278084785\n",
      "Mated Comparison Score: 0.07053967081029688\n",
      "Processing user ID:  04418\n",
      "Non-Mated Comparison Score: 0.9436082271609578\n",
      "GAN Comparison Score: 0.9674679301078695\n",
      "Mated Comparison Score: 0.02521854332486606\n",
      "Processing user ID:  04511\n",
      "Non-Mated Comparison Score: 0.9789914755398591\n",
      "GAN Comparison Score: 1.020869832383037\n",
      "Mated Comparison Score: 0.12631376149579532\n",
      "Processing user ID:  04563\n",
      "Non-Mated Comparison Score: 1.1419013725375602\n",
      "GAN Comparison Score: 1.0339393920161093\n",
      "Mated Comparison Score: 0.13732028737939228\n",
      "Processing user ID:  04582\n",
      "Non-Mated Comparison Score: 0.9652592583577697\n",
      "GAN Comparison Score: 0.9636455653262704\n",
      "Mated Comparison Score: 0.05030234407039369\n",
      "Processing user ID:  04724\n",
      "Non-Mated Comparison Score: 0.8948414779271305\n",
      "GAN Comparison Score: 0.934635267501913\n",
      "Mated Comparison Score: 0.020808852625114338\n",
      "Processing user ID:  04759\n",
      "No images found for user ID: 04759\n",
      "Processing user ID:  04929\n",
      "Non-Mated Comparison Score: 0.9185985576775308\n",
      "GAN Comparison Score: 0.9857694507796829\n",
      "Mated Comparison Score: 0.13465578528782407\n",
      "Processing user ID:  04931\n",
      "Non-Mated Comparison Score: 0.8328631269602302\n",
      "GAN Comparison Score: 1.014586405192348\n",
      "Mated Comparison Score: 0.13059689662013407\n",
      "Total number of comparisons: 194\n",
      "Number of times non-mated score is higher: 88\n",
      "Processing cluster 56 with user IDs ['04273', '04331', '04437', '04456', '04606', '04792', '04934']\n",
      "Processing user ID:  04273\n",
      "Non-Mated Comparison Score: 0.7217820661752212\n",
      "GAN Comparison Score: 0.9644620955380174\n",
      "Mated Comparison Score: 0.1891583689904759\n",
      "Processing user ID:  04331\n",
      "Non-Mated Comparison Score: 1.0341169060318647\n",
      "GAN Comparison Score: 0.9753820335432984\n",
      "Mated Comparison Score: 0.05859882416444695\n",
      "Processing user ID:  04437\n",
      "Non-Mated Comparison Score: 0.9520896531113413\n",
      "GAN Comparison Score: 1.027511638916734\n",
      "Mated Comparison Score: 0.23918513834124144\n",
      "Processing user ID:  04456\n",
      "Non-Mated Comparison Score: 0.9005340783772017\n",
      "GAN Comparison Score: 0.9445428559030559\n",
      "Mated Comparison Score: 0.09880086563038237\n",
      "Processing user ID:  04606\n",
      "Non-Mated Comparison Score: 1.010973164067158\n",
      "GAN Comparison Score: 0.9770090035604927\n",
      "Mated Comparison Score: 0.13875866344521826\n",
      "Processing user ID:  04792\n",
      "Non-Mated Comparison Score: 1.0896476596183755\n",
      "GAN Comparison Score: 0.9316103737172734\n",
      "Mated Comparison Score: 0.05265772705943428\n",
      "Processing user ID:  04934\n",
      "Non-Mated Comparison Score: 0.932489629580252\n",
      "GAN Comparison Score: 1.0926214753861525\n",
      "Mated Comparison Score: 0.12279270798695174\n",
      "Total number of comparisons: 201\n",
      "Number of times non-mated score is higher: 91\n",
      "Processing cluster 33 with user IDs ['04274', '04317', '04484', '04619', '04675', '04811', '04819', '04862']\n",
      "Processing user ID:  04274\n",
      "Non-Mated Comparison Score: 1.0290720637866786\n",
      "GAN Comparison Score: 0.9854113400254676\n",
      "Mated Comparison Score: 0.13835692353344553\n",
      "Processing user ID:  04317\n",
      "Non-Mated Comparison Score: 0.9454276007592274\n",
      "GAN Comparison Score: 0.9891325926239893\n",
      "Mated Comparison Score: 0.09767538182441804\n",
      "Processing user ID:  04484\n",
      "Non-Mated Comparison Score: 0.9532640484159522\n",
      "GAN Comparison Score: 1.0637183022968815\n",
      "Mated Comparison Score: 0.08948023120308701\n",
      "Processing user ID:  04619\n",
      "Non-Mated Comparison Score: 0.9605671235805934\n",
      "GAN Comparison Score: 0.9287035048663224\n",
      "Mated Comparison Score: 0.07846894045517216\n",
      "Processing user ID:  04675\n",
      "Non-Mated Comparison Score: 0.9142636451147008\n",
      "GAN Comparison Score: 1.01574553662505\n",
      "Mated Comparison Score: 0.08522222698198734\n",
      "Processing user ID:  04811\n",
      "Non-Mated Comparison Score: 1.0561457078600063\n",
      "GAN Comparison Score: 1.0326477370620895\n",
      "Mated Comparison Score: 0.09378001880064435\n",
      "Processing user ID:  04819\n",
      "No images found for user ID: 04819\n",
      "Processing user ID:  04862\n",
      "Non-Mated Comparison Score: 0.9540590184351494\n",
      "GAN Comparison Score: 1.0670989051252986\n",
      "Mated Comparison Score: 0.09267701265085515\n",
      "Total number of comparisons: 208\n",
      "Number of times non-mated score is higher: 94\n",
      "Processing cluster 5 with user IDs ['04282', '04451', '04692', '04702', '04804']\n",
      "Processing user ID:  04282\n",
      "Non-Mated Comparison Score: 1.0072413199590187\n",
      "GAN Comparison Score: 0.9176727485944677\n",
      "Mated Comparison Score: 0.08990221381436414\n",
      "Processing user ID:  04451\n",
      "Non-Mated Comparison Score: 0.9067715121476724\n",
      "GAN Comparison Score: 1.0266704639204292\n",
      "Mated Comparison Score: 0.11780662540260434\n",
      "Processing user ID:  04692\n",
      "Non-Mated Comparison Score: 0.9558077789252626\n",
      "GAN Comparison Score: 0.9889970248153191\n",
      "Mated Comparison Score: 0.14718055454022594\n",
      "Processing user ID:  04702\n",
      "Non-Mated Comparison Score: 1.0355092527996483\n",
      "GAN Comparison Score: 0.9916163338119258\n",
      "Mated Comparison Score: 0.1362700885102568\n",
      "Processing user ID:  04804\n",
      "No images found for user ID: 04804\n",
      "Total number of comparisons: 212\n",
      "Number of times non-mated score is higher: 96\n",
      "Processing cluster 47 with user IDs ['04286', '04299', '04374', '04378', '04603', '04604', '04615', '04647', '04712', '04822']\n",
      "Processing user ID:  04286\n",
      "Non-Mated Comparison Score: 1.0794648042297257\n",
      "GAN Comparison Score: 0.9447395041265774\n",
      "Mated Comparison Score: 0.11835048223795874\n",
      "Processing user ID:  04299\n",
      "Non-Mated Comparison Score: 1.045373910528527\n",
      "GAN Comparison Score: 0.8841769876967718\n",
      "Mated Comparison Score: 0.4791528936326921\n",
      "Processing user ID:  04374\n",
      "Non-Mated Comparison Score: 0.9456443161571129\n",
      "GAN Comparison Score: 0.9859086806739777\n",
      "Mated Comparison Score: 0.11380864601393204\n",
      "Processing user ID:  04378\n",
      "Non-Mated Comparison Score: 1.0541609109125827\n",
      "GAN Comparison Score: 1.0350131296109049\n",
      "Mated Comparison Score: 0.14900610181081775\n",
      "Processing user ID:  04603\n",
      "Non-Mated Comparison Score: 0.9949207669745367\n",
      "GAN Comparison Score: 1.07362544804823\n",
      "Mated Comparison Score: 0.13384387128196606\n",
      "Processing user ID:  04604\n",
      "Non-Mated Comparison Score: 0.9334716282406723\n",
      "GAN Comparison Score: 1.0086997085185436\n",
      "Mated Comparison Score: 0.060179826976500705\n",
      "Processing user ID:  04615\n",
      "Non-Mated Comparison Score: 0.9785222619434151\n",
      "GAN Comparison Score: 1.0435862651725913\n",
      "Mated Comparison Score: 0.05823200549649954\n",
      "Processing user ID:  04647\n",
      "Non-Mated Comparison Score: 1.0244568421539584\n",
      "GAN Comparison Score: 1.014496523453094\n",
      "Mated Comparison Score: 0.3065384326143793\n",
      "Processing user ID:  04712\n",
      "Non-Mated Comparison Score: 1.0773602888311444\n",
      "GAN Comparison Score: 0.9908658611803799\n",
      "Mated Comparison Score: 0.08592081995930578\n",
      "Processing user ID:  04822\n",
      "Non-Mated Comparison Score: 0.9585955897964586\n",
      "GAN Comparison Score: 1.0822768338892061\n",
      "Mated Comparison Score: 0.0797263560442718\n",
      "Total number of comparisons: 222\n",
      "Number of times non-mated score is higher: 101\n",
      "Processing cluster 42 with user IDs ['04288', '04339', '04409', '04509', '04529', '04901', '04908', '04911']\n",
      "Processing user ID:  04288\n",
      "Non-Mated Comparison Score: 1.0243032420686655\n",
      "GAN Comparison Score: 1.0287271036749648\n",
      "Mated Comparison Score: 0.24229396548982596\n",
      "Processing user ID:  04339\n",
      "Non-Mated Comparison Score: 0.96500653026417\n",
      "GAN Comparison Score: 0.9861336946641547\n",
      "Mated Comparison Score: 0.01324380715109219\n",
      "Processing user ID:  04409\n",
      "Non-Mated Comparison Score: 0.9666610892453226\n",
      "GAN Comparison Score: 0.8709625929956207\n",
      "Mated Comparison Score: 0.09212113903015495\n",
      "Processing user ID:  04509\n",
      "Non-Mated Comparison Score: 0.9498967194324798\n",
      "GAN Comparison Score: 0.9469022038807622\n",
      "Mated Comparison Score: 0.18028383126629766\n",
      "Processing user ID:  04529\n",
      "Non-Mated Comparison Score: 0.9896157740755649\n",
      "GAN Comparison Score: 0.9438272960903303\n",
      "Mated Comparison Score: 0.0441894338790092\n",
      "Processing user ID:  04901\n",
      "Non-Mated Comparison Score: 0.9420872453234332\n",
      "GAN Comparison Score: 0.8880703821319886\n",
      "Mated Comparison Score: 0.14471014252647074\n",
      "Processing user ID:  04908\n",
      "Non-Mated Comparison Score: 0.9673030784959179\n",
      "GAN Comparison Score: 0.9727516880104973\n",
      "Mated Comparison Score: 0.13768306294837052\n",
      "Processing user ID:  04911\n",
      "Non-Mated Comparison Score: 0.926561877664229\n",
      "GAN Comparison Score: 0.9939621002589943\n",
      "Mated Comparison Score: 0.13166837450947277\n",
      "Total number of comparisons: 230\n",
      "Number of times non-mated score is higher: 105\n",
      "Processing cluster 31 with user IDs ['04298', '04320', '04347', '04367', '04406', '04431', '04508', '04515', '04785', '04900']\n",
      "Processing user ID:  04298\n",
      "No images found for user ID: 04298\n",
      "Processing user ID:  04320\n",
      "Non-Mated Comparison Score: 1.0122599748688752\n",
      "GAN Comparison Score: 0.7935812484273927\n",
      "Mated Comparison Score: 0.11910381685694593\n",
      "Processing user ID:  04347\n",
      "Non-Mated Comparison Score: 0.8639133759989196\n",
      "GAN Comparison Score: 1.0671187962887858\n",
      "Mated Comparison Score: 0.015409638977742612\n",
      "Processing user ID:  04367\n",
      "Non-Mated Comparison Score: 1.0212086118204555\n",
      "GAN Comparison Score: 0.9221786810735196\n",
      "Mated Comparison Score: 0.13967924844139845\n",
      "Processing user ID:  04406\n",
      "No images found for user ID: 04406\n",
      "Processing user ID:  04431\n",
      "Non-Mated Comparison Score: 0.9671780732840419\n",
      "GAN Comparison Score: 0.9840887281104459\n",
      "Mated Comparison Score: 0.1014224175274121\n",
      "Processing user ID:  04508\n",
      "No images found for user ID: 04508\n",
      "Processing user ID:  04515\n",
      "Non-Mated Comparison Score: 0.9407717810350135\n",
      "GAN Comparison Score: 1.033236376601912\n",
      "Mated Comparison Score: 0.2104519159567697\n",
      "Processing user ID:  04785\n",
      "Non-Mated Comparison Score: 0.9623592598118357\n",
      "GAN Comparison Score: 1.022446031858109\n",
      "Mated Comparison Score: 0.08870829830829319\n",
      "Processing user ID:  04900\n",
      "Non-Mated Comparison Score: 0.9191101872162019\n",
      "GAN Comparison Score: 0.9897932819489527\n",
      "Mated Comparison Score: 0.14455471727871116\n",
      "Total number of comparisons: 237\n",
      "Number of times non-mated score is higher: 107\n",
      "Processing cluster 61 with user IDs ['04300', '04503', '04610', '04786', '04868']\n",
      "Processing user ID:  04300\n",
      "Non-Mated Comparison Score: 1.05517992691424\n",
      "GAN Comparison Score: 1.060980383622875\n",
      "Mated Comparison Score: 0.09664011205363543\n",
      "Processing user ID:  04503\n",
      "Non-Mated Comparison Score: 1.0400751887499797\n",
      "GAN Comparison Score: 1.0159178165123148\n",
      "Mated Comparison Score: 0.9977981501416413\n",
      "Processing user ID:  04610\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04786\n",
      "Non-Mated Comparison Score: 1.0001913858194593\n",
      "GAN Comparison Score: 0.9638241356870343\n",
      "Mated Comparison Score: 0.11939300348433757\n",
      "Processing user ID:  04868\n",
      "Non-Mated Comparison Score: 1.0951105725820678\n",
      "GAN Comparison Score: 0.9922794461160982\n",
      "Mated Comparison Score: 0.079456759643446\n",
      "Total number of comparisons: 241\n",
      "Number of times non-mated score is higher: 110\n",
      "Processing cluster 32 with user IDs ['04302', '04316', '04361', '04410', '04564', '04651', '04742', '04851']\n",
      "Processing user ID:  04302\n",
      "Non-Mated Comparison Score: 1.0633512572960995\n",
      "GAN Comparison Score: 1.0324844664534638\n",
      "Mated Comparison Score: 0.16641703985598622\n",
      "Processing user ID:  04316\n",
      "Non-Mated Comparison Score: 1.0170596873395557\n",
      "GAN Comparison Score: 0.9976216701613224\n",
      "Mated Comparison Score: 0.3791469626007723\n",
      "Processing user ID:  04361\n",
      "Non-Mated Comparison Score: 0.9952615086457166\n",
      "GAN Comparison Score: 0.9879653691499591\n",
      "Mated Comparison Score: 0.10640566180340882\n",
      "Processing user ID:  04410\n",
      "Non-Mated Comparison Score: 0.9325500678368974\n",
      "GAN Comparison Score: 1.0252115931163241\n",
      "Mated Comparison Score: 0.16733879134726115\n",
      "Processing user ID:  04564\n",
      "Non-Mated Comparison Score: 0.9064567006754798\n",
      "GAN Comparison Score: 0.9974608793879899\n",
      "Mated Comparison Score: 0.17783260717871596\n",
      "Processing user ID:  04651\n",
      "Non-Mated Comparison Score: 0.959068421896717\n",
      "GAN Comparison Score: 1.0503082202167913\n",
      "Mated Comparison Score: 0.19080104195666325\n",
      "Processing user ID:  04742\n",
      "Non-Mated Comparison Score: 0.9713026231062324\n",
      "GAN Comparison Score: 0.9493461625350958\n",
      "Mated Comparison Score: 0.1068294266713331\n",
      "Processing user ID:  04851\n",
      "Non-Mated Comparison Score: 0.9892916123894477\n",
      "GAN Comparison Score: 0.9301616763481623\n",
      "Mated Comparison Score: 0.09967941748705955\n",
      "Total number of comparisons: 249\n",
      "Number of times non-mated score is higher: 115\n",
      "Processing cluster 36 with user IDs ['04305', '04335', '04358', '04575', '04629', '04714', '04726', '04741', '04841']\n",
      "Processing user ID:  04305\n",
      "Non-Mated Comparison Score: 1.0443040321953672\n",
      "GAN Comparison Score: 1.0030976810130627\n",
      "Mated Comparison Score: 0.10187807319707287\n",
      "Processing user ID:  04335\n",
      "Non-Mated Comparison Score: 0.9261997585368748\n",
      "GAN Comparison Score: 0.9831818632221092\n",
      "Mated Comparison Score: 0.027389280853102438\n",
      "Processing user ID:  04358\n",
      "Non-Mated Comparison Score: 0.9818531060263462\n",
      "GAN Comparison Score: 1.0721403432473078\n",
      "Mated Comparison Score: 0.20285196261050242\n",
      "Processing user ID:  04575\n",
      "Non-Mated Comparison Score: 1.0287562318790413\n",
      "GAN Comparison Score: 0.9791026165885337\n",
      "Mated Comparison Score: 0.03942908854607985\n",
      "Processing user ID:  04629\n",
      "Non-Mated Comparison Score: 0.8455621730666565\n",
      "GAN Comparison Score: 0.9302196266199598\n",
      "Mated Comparison Score: 0.043157344737558834\n",
      "Processing user ID:  04714\n",
      "Non-Mated Comparison Score: 1.0518870889612768\n",
      "GAN Comparison Score: 1.0510464191299167\n",
      "Mated Comparison Score: 0.19508649984933724\n",
      "Processing user ID:  04726\n",
      "Non-Mated Comparison Score: 0.9524605054861244\n",
      "GAN Comparison Score: 0.8746489914837834\n",
      "Mated Comparison Score: 0.05291880642233815\n",
      "Processing user ID:  04741\n",
      "No images found for user ID: 04741\n",
      "Processing user ID:  04841\n",
      "Non-Mated Comparison Score: 0.9345539403275367\n",
      "GAN Comparison Score: 1.0036464268109584\n",
      "Mated Comparison Score: 0.24668101520803598\n",
      "Total number of comparisons: 257\n",
      "Number of times non-mated score is higher: 119\n",
      "Processing cluster 43 with user IDs ['04306', '04341', '04349', '04407', '04408', '04545', '04581', '04598', '04644', '04843', '04863', '04877']\n",
      "Processing user ID:  04306\n",
      "Non-Mated Comparison Score: 0.931608072761001\n",
      "GAN Comparison Score: 1.0092009209621682\n",
      "Mated Comparison Score: 0.15409269426125216\n",
      "Processing user ID:  04341\n",
      "Non-Mated Comparison Score: 0.8967131004826068\n",
      "GAN Comparison Score: 0.9517696355495138\n",
      "Mated Comparison Score: 0.08012727156281563\n",
      "Processing user ID:  04349\n",
      "Non-Mated Comparison Score: 1.0262943721040576\n",
      "GAN Comparison Score: 1.0747350296489764\n",
      "Mated Comparison Score: 0.02826373675318783\n",
      "Processing user ID:  04407\n",
      "Non-Mated Comparison Score: 0.9314610380094348\n",
      "GAN Comparison Score: 0.9343211590033242\n",
      "Mated Comparison Score: 0.11530392381882892\n",
      "Processing user ID:  04408\n",
      "Non-Mated Comparison Score: 0.9614622713303639\n",
      "GAN Comparison Score: 0.9631602051389355\n",
      "Mated Comparison Score: 0.138343027605222\n",
      "Processing user ID:  04545\n",
      "Non-Mated Comparison Score: 0.9910928597207505\n",
      "GAN Comparison Score: 0.9706312653858226\n",
      "Mated Comparison Score: 0.10515330788080346\n",
      "Processing user ID:  04581\n",
      "Non-Mated Comparison Score: 0.9824558120066679\n",
      "GAN Comparison Score: 1.0094329541180032\n",
      "Mated Comparison Score: 0.1457162116830728\n",
      "Processing user ID:  04598\n",
      "Non-Mated Comparison Score: 0.9729320408013638\n",
      "GAN Comparison Score: 1.0482488569465434\n",
      "Mated Comparison Score: 0.0973261026896941\n",
      "Processing user ID:  04644\n",
      "Non-Mated Comparison Score: 0.8551954539234827\n",
      "GAN Comparison Score: 0.9959868069925648\n",
      "Mated Comparison Score: 0.15086117512044583\n",
      "Processing user ID:  04843\n",
      "Non-Mated Comparison Score: 0.9937277795867282\n",
      "GAN Comparison Score: 0.9556251888544346\n",
      "Mated Comparison Score: 0.25995821690453846\n",
      "Processing user ID:  04863\n",
      "Non-Mated Comparison Score: 0.9877067472468203\n",
      "GAN Comparison Score: 0.9648814717163278\n",
      "Mated Comparison Score: 0.13914022673088433\n",
      "Processing user ID:  04877\n",
      "Non-Mated Comparison Score: 0.9642279773568544\n",
      "GAN Comparison Score: 1.1175803760960217\n",
      "Mated Comparison Score: 0.11144432564409379\n",
      "Total number of comparisons: 269\n",
      "Number of times non-mated score is higher: 122\n",
      "Processing cluster 25 with user IDs ['04309', '04334', '04360', '04365', '04388', '04472', '04523', '04572', '04686']\n",
      "Processing user ID:  04309\n",
      "Non-Mated Comparison Score: 0.9602328507413193\n",
      "GAN Comparison Score: 1.0256252358637081\n",
      "Mated Comparison Score: 0.18998242841289958\n",
      "Processing user ID:  04334\n",
      "Non-Mated Comparison Score: 0.9682523439099373\n",
      "GAN Comparison Score: 0.9283853365267011\n",
      "Mated Comparison Score: 0.2661370515951158\n",
      "Processing user ID:  04360\n",
      "Non-Mated Comparison Score: 1.0300039587245386\n",
      "GAN Comparison Score: 0.9870357719848774\n",
      "Mated Comparison Score: 0.14719266982799095\n",
      "Processing user ID:  04365\n",
      "Non-Mated Comparison Score: 0.9580535345688774\n",
      "GAN Comparison Score: 0.9936023797629084\n",
      "Mated Comparison Score: 0.08479438004744344\n",
      "Processing user ID:  04388\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04472\n",
      "Non-Mated Comparison Score: 1.0969540659089183\n",
      "GAN Comparison Score: 0.9546307025209477\n",
      "Mated Comparison Score: 1.0248737755975985\n",
      "Processing user ID:  04523\n",
      "Non-Mated Comparison Score: 0.8804300564301373\n",
      "GAN Comparison Score: 0.987145049188461\n",
      "Mated Comparison Score: 0.0978316958541876\n",
      "Processing user ID:  04572\n",
      "Non-Mated Comparison Score: 0.9314635459695475\n",
      "GAN Comparison Score: 1.0830166635006724\n",
      "Mated Comparison Score: 0.04917498016765531\n",
      "Processing user ID:  04686\n",
      "Non-Mated Comparison Score: 1.047955551986932\n",
      "GAN Comparison Score: 1.0771701877827848\n",
      "Mated Comparison Score: 0.09221916395910357\n",
      "Total number of comparisons: 277\n",
      "Number of times non-mated score is higher: 125\n",
      "Processing cluster 2 with user IDs ['04314', '04368', '04544', '04688', '04705', '04775', '04784', '04837']\n",
      "Processing user ID:  04314\n",
      "Non-Mated Comparison Score: 0.8981037758425043\n",
      "GAN Comparison Score: 1.0076291239080906\n",
      "Mated Comparison Score: 0.12450018658315742\n",
      "Processing user ID:  04368\n",
      "Non-Mated Comparison Score: 0.9347959885067068\n",
      "GAN Comparison Score: 0.9600850202119513\n",
      "Mated Comparison Score: 0.40171314729587615\n",
      "Processing user ID:  04544\n",
      "Non-Mated Comparison Score: 0.9959682809816095\n",
      "GAN Comparison Score: 1.105078192370928\n",
      "Mated Comparison Score: 0.13035856864372908\n",
      "Processing user ID:  04688\n",
      "No images found for user ID: 04688\n",
      "Processing user ID:  04705\n",
      "No images found for user ID: 04705\n",
      "Processing user ID:  04775\n",
      "Non-Mated Comparison Score: 0.9220529442793964\n",
      "GAN Comparison Score: 1.0434735913647972\n",
      "Mated Comparison Score: 0.10926561339270813\n",
      "Processing user ID:  04784\n",
      "Non-Mated Comparison Score: 0.9622236809374662\n",
      "GAN Comparison Score: 1.114012821240532\n",
      "Mated Comparison Score: 0.15888192059227146\n",
      "Processing user ID:  04837\n",
      "No images found for user ID: 04837\n",
      "Total number of comparisons: 282\n",
      "Number of times non-mated score is higher: 125\n",
      "Processing cluster 13 with user IDs ['04315', '04382', '04449', '04459', '04479', '04585', '04621', '04733', '04798', '04827', '04919']\n",
      "Processing user ID:  04315\n",
      "Non-Mated Comparison Score: 1.0184252886172238\n",
      "GAN Comparison Score: 0.898588544019449\n",
      "Mated Comparison Score: 0.2616295951548352\n",
      "Processing user ID:  04382\n",
      "Non-Mated Comparison Score: 0.9053512286584329\n",
      "GAN Comparison Score: 1.020223296732589\n",
      "Mated Comparison Score: 0.1314806335563724\n",
      "Processing user ID:  04449\n",
      "Non-Mated Comparison Score: 0.9456317132897801\n",
      "GAN Comparison Score: 0.9906444417650134\n",
      "Mated Comparison Score: 0.3025481171432297\n",
      "Processing user ID:  04459\n",
      "Non-Mated Comparison Score: 1.056282865602539\n",
      "GAN Comparison Score: 1.0650594578788815\n",
      "Mated Comparison Score: 0.2755727811260984\n",
      "Processing user ID:  04479\n",
      "Non-Mated Comparison Score: 1.0673393649717962\n",
      "GAN Comparison Score: 0.9401852560127023\n",
      "Mated Comparison Score: 0.3127997514356421\n",
      "Processing user ID:  04585\n",
      "Non-Mated Comparison Score: 0.9804191482345551\n",
      "GAN Comparison Score: 1.0031901306537003\n",
      "Mated Comparison Score: 0.11312622756446233\n",
      "Processing user ID:  04621\n",
      "Non-Mated Comparison Score: 1.0247721844818989\n",
      "GAN Comparison Score: 1.0082583976266046\n",
      "Mated Comparison Score: 0.21848680815316424\n",
      "Processing user ID:  04733\n",
      "Non-Mated Comparison Score: 0.9593386516548512\n",
      "GAN Comparison Score: 1.0773706328654504\n",
      "Mated Comparison Score: 0.10156163906457516\n",
      "Processing user ID:  04798\n",
      "Non-Mated Comparison Score: 1.1088392250672965\n",
      "GAN Comparison Score: 0.9756267869854909\n",
      "Mated Comparison Score: 0.04584070889409175\n",
      "Processing user ID:  04827\n",
      "Non-Mated Comparison Score: 0.9563121635591216\n",
      "GAN Comparison Score: 1.075326177186494\n",
      "Mated Comparison Score: 0.17488656169843697\n",
      "Processing user ID:  04919\n",
      "Non-Mated Comparison Score: 0.9985728815665925\n",
      "GAN Comparison Score: 0.9870619478345442\n",
      "Mated Comparison Score: 0.07630623049310936\n",
      "Total number of comparisons: 293\n",
      "Number of times non-mated score is higher: 130\n",
      "Processing cluster 9 with user IDs ['04321', '04373', '04502', '04554', '04612', '04627', '04740', '04790', '04891', '04918', '04928']\n",
      "Processing user ID:  04321\n",
      "Non-Mated Comparison Score: 0.9758816267130335\n",
      "GAN Comparison Score: 1.0316332220963134\n",
      "Mated Comparison Score: 0.2445658287550947\n",
      "Processing user ID:  04373\n",
      "No images found for user ID: 04373\n",
      "Processing user ID:  04502\n",
      "No images found for user ID: 04502\n",
      "Processing user ID:  04554\n",
      "No images found for user ID: 04554\n",
      "Processing user ID:  04612\n",
      "Non-Mated Comparison Score: 1.0607542624255835\n",
      "GAN Comparison Score: 1.0607648521703927\n",
      "Mated Comparison Score: 0.08588418472711301\n",
      "Processing user ID:  04627\n",
      "Non-Mated Comparison Score: 1.0829943895269472\n",
      "GAN Comparison Score: 0.9928618354237488\n",
      "Mated Comparison Score: 0.06670607964858877\n",
      "Processing user ID:  04740\n",
      "No images found for user ID: 04740\n",
      "Processing user ID:  04790\n",
      "Non-Mated Comparison Score: 0.959741677607889\n",
      "GAN Comparison Score: 1.000552571969369\n",
      "Mated Comparison Score: 0.16048715282960813\n",
      "Processing user ID:  04891\n",
      "Non-Mated Comparison Score: 1.0046264145021424\n",
      "GAN Comparison Score: 0.9590963049098564\n",
      "Mated Comparison Score: 0.15338879240433145\n",
      "Processing user ID:  04918\n",
      "Non-Mated Comparison Score: 0.976369065682119\n",
      "GAN Comparison Score: 0.9836163950139568\n",
      "Mated Comparison Score: 0.14294737804887303\n",
      "Processing user ID:  04928\n",
      "Non-Mated Comparison Score: 0.8429199090979349\n",
      "GAN Comparison Score: 1.0798692194080428\n",
      "Mated Comparison Score: 0.14196433141069986\n",
      "Total number of comparisons: 300\n",
      "Number of times non-mated score is higher: 132\n",
      "Processing cluster 12 with user IDs ['04322', '04488', '04624', '04755', '04778', '04839', '04888', '04921', '04924']\n",
      "Processing user ID:  04322\n",
      "Non-Mated Comparison Score: 1.120755746395154\n",
      "GAN Comparison Score: 1.0408427728276128\n",
      "Mated Comparison Score: 1.028857865805707\n",
      "Processing user ID:  04488\n",
      "Non-Mated Comparison Score: 0.8647483865339606\n",
      "GAN Comparison Score: 0.9455989007627418\n",
      "Mated Comparison Score: 0.3185610067278368\n",
      "Processing user ID:  04624\n",
      "Non-Mated Comparison Score: 1.039525162342967\n",
      "GAN Comparison Score: 0.9377991352669195\n",
      "Mated Comparison Score: 0.1593907790861836\n",
      "Processing user ID:  04755\n",
      "No images found for user ID: 04755\n",
      "Processing user ID:  04778\n",
      "No images found for user ID: 04778\n",
      "Processing user ID:  04839\n",
      "Non-Mated Comparison Score: 0.8697470563210699\n",
      "GAN Comparison Score: 1.073666046801233\n",
      "Mated Comparison Score: 0.31738002390530373\n",
      "Processing user ID:  04888\n",
      "Non-Mated Comparison Score: 0.9742201451886691\n",
      "GAN Comparison Score: 0.9787017156718917\n",
      "Mated Comparison Score: 0.10990306802586769\n",
      "Processing user ID:  04921\n",
      "Non-Mated Comparison Score: 0.9066234793073976\n",
      "GAN Comparison Score: 1.016653523432494\n",
      "Mated Comparison Score: 0.18933417660510443\n",
      "Processing user ID:  04924\n",
      "Non-Mated Comparison Score: 0.9090401601161487\n",
      "GAN Comparison Score: 0.9085972857355846\n",
      "Mated Comparison Score: 0.059095655172712425\n",
      "Total number of comparisons: 307\n",
      "Number of times non-mated score is higher: 135\n",
      "Processing cluster 29 with user IDs ['04324', '04402', '04403', '04429', '04620', '04874', '04883']\n",
      "Processing user ID:  04324\n",
      "Non-Mated Comparison Score: 0.957017752856162\n",
      "GAN Comparison Score: 1.0750768196719096\n",
      "Mated Comparison Score: 0.2174988554669457\n",
      "Processing user ID:  04402\n",
      "Non-Mated Comparison Score: 0.9993061508502953\n",
      "GAN Comparison Score: 1.0263756244125553\n",
      "Mated Comparison Score: 0.05398905560656908\n",
      "Processing user ID:  04403\n",
      "Non-Mated Comparison Score: 1.0281194017977104\n",
      "GAN Comparison Score: 0.9712162429284539\n",
      "Mated Comparison Score: 0.12415127264428072\n",
      "Processing user ID:  04429\n",
      "Non-Mated Comparison Score: 1.0580929001142414\n",
      "GAN Comparison Score: 1.0032374038025185\n",
      "Mated Comparison Score: 0.2296444094246961\n",
      "Processing user ID:  04620\n",
      "Non-Mated Comparison Score: 0.9965364159483594\n",
      "GAN Comparison Score: 0.9509486760253605\n",
      "Mated Comparison Score: 0.28854613467645474\n",
      "Processing user ID:  04874\n",
      "Non-Mated Comparison Score: 1.040368572893332\n",
      "GAN Comparison Score: 1.0668992542319584\n",
      "Mated Comparison Score: 0.1768517122446227\n",
      "Processing user ID:  04883\n",
      "Non-Mated Comparison Score: 1.1127778506307289\n",
      "GAN Comparison Score: 1.0244729891253912\n",
      "Mated Comparison Score: 0.18335819471215287\n",
      "Total number of comparisons: 314\n",
      "Number of times non-mated score is higher: 139\n",
      "Processing cluster 58 with user IDs ['04327', '04411', '04454', '04493', '04645', '04664', '04812', '04907']\n",
      "Processing user ID:  04327\n",
      "Non-Mated Comparison Score: 0.9781642969669045\n",
      "GAN Comparison Score: 0.9386774255866482\n",
      "Mated Comparison Score: 0.03795508136268644\n",
      "Processing user ID:  04411\n",
      "Non-Mated Comparison Score: 1.0423129855374298\n",
      "GAN Comparison Score: 0.9905673106175195\n",
      "Mated Comparison Score: 0.10022285232922368\n",
      "Processing user ID:  04454\n",
      "Non-Mated Comparison Score: 0.9888467794531506\n",
      "GAN Comparison Score: 0.946839431549157\n",
      "Mated Comparison Score: 0.16054827223242152\n",
      "Processing user ID:  04493\n",
      "Non-Mated Comparison Score: 1.0171679306539059\n",
      "GAN Comparison Score: 0.9895578500274032\n",
      "Mated Comparison Score: 0.20531355189133849\n",
      "Processing user ID:  04645\n",
      "No images found for user ID: 04645\n",
      "Processing user ID:  04664\n",
      "Non-Mated Comparison Score: 1.0444009153701526\n",
      "GAN Comparison Score: 0.9585377961919099\n",
      "Mated Comparison Score: 0.16649291295432378\n",
      "Processing user ID:  04812\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04907\n",
      "Non-Mated Comparison Score: 0.9596651984338768\n",
      "GAN Comparison Score: 0.9602764840740253\n",
      "Mated Comparison Score: 0.12753898284655718\n",
      "Total number of comparisons: 320\n",
      "Number of times non-mated score is higher: 144\n",
      "Processing cluster 7 with user IDs ['04329', '04560', '04761', '04762', '04794']\n",
      "Processing user ID:  04329\n",
      "No images found for user ID: 04329\n",
      "Processing user ID:  04560\n",
      "Non-Mated Comparison Score: 1.0104812828333853\n",
      "GAN Comparison Score: 1.0210975739994763\n",
      "Mated Comparison Score: 0.3359921658760675\n",
      "Processing user ID:  04761\n",
      "No images found for user ID: 04761\n",
      "Processing user ID:  04762\n",
      "Non-Mated Comparison Score: 0.9787510229946939\n",
      "GAN Comparison Score: 0.9994243383456516\n",
      "Mated Comparison Score: 0.10530505562087433\n",
      "Processing user ID:  04794\n",
      "Non-Mated Comparison Score: 1.067862327555702\n",
      "GAN Comparison Score: 0.9096814541373521\n",
      "Mated Comparison Score: 0.07981772913915319\n",
      "Total number of comparisons: 323\n",
      "Number of times non-mated score is higher: 145\n",
      "Processing cluster 26 with user IDs ['04336', '04425', '04435', '04522', '04546', '04561', '04646', '04652', '04710', '04757', '04849', '04892']\n",
      "Processing user ID:  04336\n",
      "Non-Mated Comparison Score: 0.9944873172198813\n",
      "GAN Comparison Score: 1.0073980955095774\n",
      "Mated Comparison Score: 0.10769771385187721\n",
      "Processing user ID:  04425\n",
      "Non-Mated Comparison Score: 0.9925008991692696\n",
      "GAN Comparison Score: 1.0418430328877095\n",
      "Mated Comparison Score: 0.289165192336832\n",
      "Processing user ID:  04435\n",
      "Non-Mated Comparison Score: 0.8880138293720232\n",
      "GAN Comparison Score: 1.0548995084904307\n",
      "Mated Comparison Score: 0.21172570730215579\n",
      "Processing user ID:  04522\n",
      "Non-Mated Comparison Score: 0.9236360777122697\n",
      "GAN Comparison Score: 1.0278730766709716\n",
      "Mated Comparison Score: 0.09112338303070666\n",
      "Processing user ID:  04546\n",
      "No images found for user ID: 04546\n",
      "Processing user ID:  04561\n",
      "Non-Mated Comparison Score: 0.9969420314940056\n",
      "GAN Comparison Score: 0.9777436574907843\n",
      "Mated Comparison Score: 0.4643464538946207\n",
      "Processing user ID:  04646\n",
      "Non-Mated Comparison Score: 0.9869426373641477\n",
      "GAN Comparison Score: 1.0421763930992303\n",
      "Mated Comparison Score: 0.02160532646626756\n",
      "Processing user ID:  04652\n",
      "Non-Mated Comparison Score: 0.9372044387338406\n",
      "GAN Comparison Score: 1.0168679734460209\n",
      "Mated Comparison Score: 0.062126712620686364\n",
      "Processing user ID:  04710\n",
      "No images found for user ID: 04710\n",
      "Processing user ID:  04757\n",
      "Non-Mated Comparison Score: 0.9545597774934694\n",
      "GAN Comparison Score: 0.9868858856587992\n",
      "Mated Comparison Score: 0.11107166273906255\n",
      "Processing user ID:  04849\n",
      "Non-Mated Comparison Score: 0.9621403315569484\n",
      "GAN Comparison Score: 0.9633513640602964\n",
      "Mated Comparison Score: 0.05340371893944662\n",
      "Processing user ID:  04892\n",
      "Non-Mated Comparison Score: 1.0247834761001207\n",
      "GAN Comparison Score: 0.9893632059230274\n",
      "Mated Comparison Score: 0.14629619030079954\n",
      "Total number of comparisons: 333\n",
      "Number of times non-mated score is higher: 147\n",
      "Processing cluster 34 with user IDs ['04350', '04496', '04516', '04658', '04793', '04825', '04848', '04871']\n",
      "Processing user ID:  04350\n",
      "Non-Mated Comparison Score: 0.9884725215687575\n",
      "GAN Comparison Score: 1.047607491509271\n",
      "Mated Comparison Score: 0.12287662844626224\n",
      "Processing user ID:  04496\n",
      "Non-Mated Comparison Score: 0.9610651514278817\n",
      "GAN Comparison Score: 1.0268514050908082\n",
      "Mated Comparison Score: 0.14075446735117525\n",
      "Processing user ID:  04516\n",
      "Non-Mated Comparison Score: 0.9480347067980374\n",
      "GAN Comparison Score: 1.0455761415502167\n",
      "Mated Comparison Score: 0.2879077563506852\n",
      "Processing user ID:  04658\n",
      "Non-Mated Comparison Score: 1.0005247631319358\n",
      "GAN Comparison Score: 0.9792439678101263\n",
      "Mated Comparison Score: 0.02637270522325874\n",
      "Processing user ID:  04793\n",
      "No images found for user ID: 04793\n",
      "Processing user ID:  04825\n",
      "No images found for user ID: 04825\n",
      "Processing user ID:  04848\n",
      "Non-Mated Comparison Score: 0.9827484099891534\n",
      "GAN Comparison Score: 0.8701613467457072\n",
      "Mated Comparison Score: 0.07877857421668355\n",
      "Processing user ID:  04871\n",
      "Non-Mated Comparison Score: 0.9449883863283141\n",
      "GAN Comparison Score: 1.0812080232551051\n",
      "Mated Comparison Score: 0.09454564633860685\n",
      "Total number of comparisons: 339\n",
      "Number of times non-mated score is higher: 149\n",
      "Processing cluster 19 with user IDs ['04351', '04631', '04683', '04707', '04730', '04753', '04763', '04766', '04823']\n",
      "Processing user ID:  04351\n",
      "Non-Mated Comparison Score: 1.0142468797750503\n",
      "GAN Comparison Score: 0.972029270423176\n",
      "Mated Comparison Score: 0.14828215000106715\n",
      "Processing user ID:  04631\n",
      "Non-Mated Comparison Score: 1.0243506356183745\n",
      "GAN Comparison Score: 0.9312800549988691\n",
      "Mated Comparison Score: 0.03803082634768773\n",
      "Processing user ID:  04683\n",
      "Non-Mated Comparison Score: 0.9712261357972698\n",
      "GAN Comparison Score: 1.0017363057685573\n",
      "Mated Comparison Score: 0.07363555510259046\n",
      "Processing user ID:  04707\n",
      "No images found for user ID: 04707\n",
      "Processing user ID:  04730\n",
      "Non-Mated Comparison Score: 0.9281568374790669\n",
      "GAN Comparison Score: 1.007401492517774\n",
      "Mated Comparison Score: 0.1706750384588448\n",
      "Processing user ID:  04753\n",
      "No images found for user ID: 04753\n",
      "Processing user ID:  04763\n",
      "Non-Mated Comparison Score: 0.9721118056728126\n",
      "GAN Comparison Score: 0.922501284221818\n",
      "Mated Comparison Score: 0.09918482786260174\n",
      "Processing user ID:  04766\n",
      "No images found for user ID: 04766\n",
      "Processing user ID:  04823\n",
      "Non-Mated Comparison Score: 0.9752304393051155\n",
      "GAN Comparison Score: 1.040166403972573\n",
      "Mated Comparison Score: 0.10834994317925084\n",
      "Total number of comparisons: 345\n",
      "Number of times non-mated score is higher: 152\n",
      "Processing cluster 6 with user IDs ['04352', '04366', '04394', '04427', '04583', '04605', '04721', '04747', '04856']\n",
      "Processing user ID:  04352\n",
      "Non-Mated Comparison Score: 0.934177801647496\n",
      "GAN Comparison Score: 0.9984723761838841\n",
      "Mated Comparison Score: 0.07327085452590165\n",
      "Processing user ID:  04366\n",
      "Non-Mated Comparison Score: 0.9237531700059577\n",
      "GAN Comparison Score: 0.9991706748526873\n",
      "Mated Comparison Score: 0.11922296705685365\n",
      "Processing user ID:  04394\n",
      "Non-Mated Comparison Score: 1.0182430218242289\n",
      "GAN Comparison Score: 1.0172873385720196\n",
      "Mated Comparison Score: 0.3240930842276868\n",
      "Processing user ID:  04427\n",
      "Non-Mated Comparison Score: 0.9582487353416312\n",
      "GAN Comparison Score: 1.040720443318377\n",
      "Mated Comparison Score: 0.3204406287988739\n",
      "Processing user ID:  04583\n",
      "Non-Mated Comparison Score: 0.9710360356420966\n",
      "GAN Comparison Score: 1.0154519731961342\n",
      "Mated Comparison Score: 0.16284097512717544\n",
      "Processing user ID:  04605\n",
      "Non-Mated Comparison Score: 0.9343018424601556\n",
      "GAN Comparison Score: 1.0224260309018334\n",
      "Mated Comparison Score: 0.05934075507907277\n",
      "Processing user ID:  04721\n",
      "Non-Mated Comparison Score: 1.0406238589372867\n",
      "GAN Comparison Score: 1.0386307976459737\n",
      "Mated Comparison Score: 0.12075008677656884\n",
      "Processing user ID:  04747\n",
      "Non-Mated Comparison Score: 0.9550786254537883\n",
      "GAN Comparison Score: 1.0792673693067485\n",
      "Mated Comparison Score: 0.1370518175672727\n",
      "Processing user ID:  04856\n",
      "Non-Mated Comparison Score: 0.9210754381753495\n",
      "GAN Comparison Score: 0.9698695456976774\n",
      "Mated Comparison Score: 0.1354624170678772\n",
      "Total number of comparisons: 354\n",
      "Number of times non-mated score is higher: 154\n",
      "Processing cluster 30 with user IDs ['04370', '04494', '04717', '04818', '04831', '04898', '04903']\n",
      "Processing user ID:  04370\n",
      "Non-Mated Comparison Score: 1.101713519224067\n",
      "GAN Comparison Score: 0.8820239777008448\n",
      "Mated Comparison Score: 0.10842233073698149\n",
      "Processing user ID:  04494\n",
      "Non-Mated Comparison Score: 1.014745596433683\n",
      "GAN Comparison Score: 0.9542796491197157\n",
      "Mated Comparison Score: 0.48338371927096146\n",
      "Processing user ID:  04717\n",
      "No images found for user ID: 04717\n",
      "Processing user ID:  04818\n",
      "Non-Mated Comparison Score: 0.9506156122870896\n",
      "GAN Comparison Score: 1.0165520288338405\n",
      "Mated Comparison Score: 0.9734813453113296\n",
      "Processing user ID:  04831\n",
      "Non-Mated Comparison Score: 0.9523268081600191\n",
      "GAN Comparison Score: 1.054853376448949\n",
      "Mated Comparison Score: 0.14862980237823398\n",
      "Processing user ID:  04898\n",
      "Non-Mated Comparison Score: 1.082095649244603\n",
      "GAN Comparison Score: 0.9894886337010071\n",
      "Mated Comparison Score: 0.1646631469168468\n",
      "Processing user ID:  04903\n",
      "Non-Mated Comparison Score: 0.9379160721411726\n",
      "GAN Comparison Score: 1.004964151839627\n",
      "Mated Comparison Score: 0.07496075516007239\n",
      "Total number of comparisons: 360\n",
      "Number of times non-mated score is higher: 157\n",
      "Processing cluster 41 with user IDs ['04371', '04392', '04718', '04773', '04779', '04803', '04872', '04886', '04887']\n",
      "Processing user ID:  04371\n",
      "Non-Mated Comparison Score: 1.0159426857065452\n",
      "GAN Comparison Score: 1.0184489323791612\n",
      "Mated Comparison Score: 0.3628997005796921\n",
      "Processing user ID:  04392\n",
      "Non-Mated Comparison Score: 1.0529573266493173\n",
      "GAN Comparison Score: 0.9817257542584854\n",
      "Mated Comparison Score: 0.16981113653180857\n",
      "Processing user ID:  04718\n",
      "No images found for user ID: 04718\n",
      "Processing user ID:  04773\n",
      "Non-Mated Comparison Score: 0.9722849112558681\n",
      "GAN Comparison Score: 1.0616165914990734\n",
      "Mated Comparison Score: 0.09853007892333321\n",
      "Processing user ID:  04779\n",
      "No images found for user ID: 04779\n",
      "Processing user ID:  04803\n",
      "Non-Mated Comparison Score: 0.8453979331442996\n",
      "GAN Comparison Score: 1.05726235912797\n",
      "Mated Comparison Score: 0.12011352070930903\n",
      "Processing user ID:  04872\n",
      "Non-Mated Comparison Score: 0.9963517390602566\n",
      "GAN Comparison Score: 0.9187196368127377\n",
      "Mated Comparison Score: 0.23463406002429288\n",
      "Processing user ID:  04886\n",
      "Non-Mated Comparison Score: 1.0270964396971425\n",
      "GAN Comparison Score: 0.9007761184665932\n",
      "Mated Comparison Score: 0.18576355112092824\n",
      "Processing user ID:  04887\n",
      "Non-Mated Comparison Score: 1.0346822947381151\n",
      "GAN Comparison Score: 0.9545416180875026\n",
      "Mated Comparison Score: 0.17254401568283506\n",
      "Total number of comparisons: 367\n",
      "Number of times non-mated score is higher: 161\n",
      "Processing cluster 45 with user IDs ['04379', '04430', '04434', '04487', '04923', '04925', '04926']\n",
      "Processing user ID:  04379\n",
      "Non-Mated Comparison Score: 0.9477796211999018\n",
      "GAN Comparison Score: 1.0260118250904673\n",
      "Mated Comparison Score: 0.236574118933785\n",
      "Processing user ID:  04430\n",
      "Non-Mated Comparison Score: 1.0266872324322585\n",
      "GAN Comparison Score: 0.9058108369508114\n",
      "Mated Comparison Score: 0.06531267343625136\n",
      "Processing user ID:  04434\n",
      "Non-Mated Comparison Score: 0.9486751591092659\n",
      "GAN Comparison Score: 0.9784635723825451\n",
      "Mated Comparison Score: 0.09734735683280493\n",
      "Processing user ID:  04487\n",
      "Non-Mated Comparison Score: 0.9465420685124166\n",
      "GAN Comparison Score: 0.9589555985627443\n",
      "Mated Comparison Score: 0.19226757679023798\n",
      "Processing user ID:  04923\n",
      "Non-Mated Comparison Score: 0.9674195714621113\n",
      "GAN Comparison Score: 0.9941489701785512\n",
      "Mated Comparison Score: 0.13976191788699976\n",
      "Processing user ID:  04925\n",
      "Non-Mated Comparison Score: 1.0106495619940354\n",
      "GAN Comparison Score: 1.0436061203894704\n",
      "Mated Comparison Score: 0.17434551263686726\n",
      "Processing user ID:  04926\n",
      "Non-Mated Comparison Score: 1.0332249951337713\n",
      "GAN Comparison Score: 0.9422937109774484\n",
      "Mated Comparison Score: 0.1830334885480689\n",
      "Total number of comparisons: 374\n",
      "Number of times non-mated score is higher: 163\n",
      "Processing cluster 4 with user IDs ['04380', '04608', '04878']\n",
      "Processing user ID:  04380\n",
      "Non-Mated Comparison Score: 0.8681756596282482\n",
      "GAN Comparison Score: 0.9812889239109384\n",
      "Mated Comparison Score: 0.2452569701311964\n",
      "Processing user ID:  04608\n",
      "Non-Mated Comparison Score: 1.0287912732181992\n",
      "GAN Comparison Score: 0.9206839321087628\n",
      "Mated Comparison Score: 0.012457755071974996\n",
      "Processing user ID:  04878\n",
      "Non-Mated Comparison Score: 1.0171520978315494\n",
      "GAN Comparison Score: 0.9390420135937102\n",
      "Mated Comparison Score: 0.17760367376812658\n",
      "Total number of comparisons: 377\n",
      "Number of times non-mated score is higher: 165\n",
      "Processing cluster 14 with user IDs ['04381', '04432', '04506', '04519', '04553', '04595', '04758', '04799', '04806', '04860']\n",
      "Processing user ID:  04381\n",
      "No images found for user ID: 04381\n",
      "Processing user ID:  04432\n",
      "Non-Mated Comparison Score: 0.9547025763308604\n",
      "GAN Comparison Score: 1.0350374447246404\n",
      "Mated Comparison Score: 1.0022042602772145\n",
      "Processing user ID:  04506\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04519\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04553\n",
      "Non-Mated Comparison Score: 0.9748021556322403\n",
      "GAN Comparison Score: 1.0699268457909574\n",
      "Mated Comparison Score: 0.4678110354311694\n",
      "Processing user ID:  04595\n",
      "Non-Mated Comparison Score: 0.940246245488597\n",
      "GAN Comparison Score: 1.0072823160181867\n",
      "Mated Comparison Score: 0.14513500563206616\n",
      "Processing user ID:  04758\n",
      "Non-Mated Comparison Score: 0.9982797972513964\n",
      "GAN Comparison Score: 1.0824002091078062\n",
      "Mated Comparison Score: 0.1978801754303402\n",
      "Processing user ID:  04799\n",
      "No images found for user ID: 04799\n",
      "Processing user ID:  04806\n",
      "No images found for user ID: 04806\n",
      "Processing user ID:  04860\n",
      "Non-Mated Comparison Score: 0.9908206198015433\n",
      "GAN Comparison Score: 1.1510929215027013\n",
      "Mated Comparison Score: 0.10257803570672075\n",
      "Total number of comparisons: 382\n",
      "Number of times non-mated score is higher: 165\n",
      "Processing cluster 52 with user IDs ['04386', '04424', '04467', '04696', '04720', '04731', '04756', '04767', '04777', '04801', '04805', '04897']\n",
      "Processing user ID:  04386\n",
      "Non-Mated Comparison Score: 0.9706456801677392\n",
      "GAN Comparison Score: 1.0286887925738957\n",
      "Mated Comparison Score: 0.04384993046659502\n",
      "Processing user ID:  04424\n",
      "Non-Mated Comparison Score: 0.9454902974018489\n",
      "GAN Comparison Score: 1.0375552209663848\n",
      "Mated Comparison Score: 1.026772194622985\n",
      "Processing user ID:  04467\n",
      "Non-Mated Comparison Score: 1.0786718557900197\n",
      "GAN Comparison Score: 1.0182912914682045\n",
      "Mated Comparison Score: 0.12262143119115676\n",
      "Processing user ID:  04696\n",
      "No images found for user ID: 04696\n",
      "Processing user ID:  04720\n",
      "Non-Mated Comparison Score: 0.9630737557311733\n",
      "GAN Comparison Score: 0.9595022154812562\n",
      "Mated Comparison Score: 0.21194496673076024\n",
      "Processing user ID:  04731\n",
      "Non-Mated Comparison Score: 1.0118627026122815\n",
      "GAN Comparison Score: 1.0220515037210711\n",
      "Mated Comparison Score: 0.16577195771083075\n",
      "Processing user ID:  04756\n",
      "Non-Mated Comparison Score: 1.048659293486713\n",
      "GAN Comparison Score: 1.1046334788802095\n",
      "Mated Comparison Score: 0.28707612439248475\n",
      "Processing user ID:  04767\n",
      "Non-Mated Comparison Score: 0.8876067952659358\n",
      "GAN Comparison Score: 1.0131001005969753\n",
      "Mated Comparison Score: 0.1095478604279756\n",
      "Processing user ID:  04777\n",
      "Non-Mated Comparison Score: 0.9566894703671187\n",
      "GAN Comparison Score: 1.0098741617654583\n",
      "Mated Comparison Score: 0.09164276626475898\n",
      "Processing user ID:  04801\n",
      "Non-Mated Comparison Score: 0.9606061482007895\n",
      "GAN Comparison Score: 1.1186522605365512\n",
      "Mated Comparison Score: 0.10020757776154032\n",
      "Processing user ID:  04805\n",
      "No images found for user ID: 04805\n",
      "Processing user ID:  04897\n",
      "Non-Mated Comparison Score: 1.0734500646900467\n",
      "GAN Comparison Score: 0.9958855575357894\n",
      "Mated Comparison Score: 0.1492659594534973\n",
      "Total number of comparisons: 392\n",
      "Number of times non-mated score is higher: 168\n",
      "Processing cluster 11 with user IDs ['04387', '04556', '04673', '04833', '04894']\n",
      "Processing user ID:  04387\n",
      "Non-Mated Comparison Score: 1.014700603624084\n",
      "GAN Comparison Score: 0.9658846209246914\n",
      "Mated Comparison Score: 0.2774756744684227\n",
      "Processing user ID:  04556\n",
      "Non-Mated Comparison Score: 1.0664186696942468\n",
      "GAN Comparison Score: 1.0921709439658769\n",
      "Mated Comparison Score: 0.3503321652431567\n",
      "Processing user ID:  04673\n",
      "Non-Mated Comparison Score: 1.0049595137943859\n",
      "GAN Comparison Score: 0.9843097804057201\n",
      "Mated Comparison Score: 0.12256174637744521\n",
      "Processing user ID:  04833\n",
      "Non-Mated Comparison Score: 0.9106632004175694\n",
      "GAN Comparison Score: 0.9134156800810782\n",
      "Mated Comparison Score: 0.092438531618254\n",
      "Processing user ID:  04894\n",
      "Non-Mated Comparison Score: 0.9409839902577369\n",
      "GAN Comparison Score: 0.9268221813348575\n",
      "Mated Comparison Score: 0.03372388593048836\n",
      "Total number of comparisons: 397\n",
      "Number of times non-mated score is higher: 171\n",
      "Processing cluster 57 with user IDs ['04395', '04414', '04659', '04795']\n",
      "Processing user ID:  04395\n",
      "Non-Mated Comparison Score: 1.0177705016368477\n",
      "GAN Comparison Score: 1.0438520484929599\n",
      "Mated Comparison Score: 0.1493458381649876\n",
      "Processing user ID:  04414\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04659\n",
      "Non-Mated Comparison Score: 1.052141580759851\n",
      "GAN Comparison Score: 0.971545532369543\n",
      "Mated Comparison Score: 0.07762608692497286\n",
      "Processing user ID:  04795\n",
      "No images found for user ID: 04795\n",
      "Total number of comparisons: 399\n",
      "Number of times non-mated score is higher: 172\n",
      "Processing cluster 54 with user IDs ['04404', '04568', '04599', '04727', '04813', '04857']\n",
      "Processing user ID:  04404\n",
      "Non-Mated Comparison Score: 0.9723430593491296\n",
      "GAN Comparison Score: 1.06988132613966\n",
      "Mated Comparison Score: 0.18219568185426982\n",
      "Processing user ID:  04568\n",
      "No images found for user ID: 04568\n",
      "Processing user ID:  04599\n",
      "Non-Mated Comparison Score: 0.9528022995128811\n",
      "GAN Comparison Score: 1.0732146445597355\n",
      "Mated Comparison Score: 0.17100708935034437\n",
      "Processing user ID:  04727\n",
      "Non-Mated Comparison Score: 0.9856002126641312\n",
      "GAN Comparison Score: 1.0312532358100082\n",
      "Mated Comparison Score: 0.19184717823940456\n",
      "Processing user ID:  04813\n",
      "Non-Mated Comparison Score: 0.8860037447942399\n",
      "GAN Comparison Score: 0.9385647342699881\n",
      "Mated Comparison Score: 0.13312506560422577\n",
      "Processing user ID:  04857\n",
      "Non-Mated Comparison Score: 0.973472300009988\n",
      "GAN Comparison Score: 1.1350401768421496\n",
      "Mated Comparison Score: 0.1296138569519737\n",
      "Total number of comparisons: 404\n",
      "Number of times non-mated score is higher: 172\n",
      "Processing cluster 18 with user IDs ['04412', '04422', '04662', '04671', '04676', '04807']\n",
      "Processing user ID:  04412\n",
      "Non-Mated Comparison Score: 0.9553513173028401\n",
      "GAN Comparison Score: 0.9341128679284765\n",
      "Mated Comparison Score: 0.22922767872779648\n",
      "Processing user ID:  04422\n",
      "Non-Mated Comparison Score: 0.9534764401241521\n",
      "GAN Comparison Score: 0.9981086549930173\n",
      "Mated Comparison Score: 0.3747670245890594\n",
      "Processing user ID:  04662\n",
      "No images found for user ID: 04662\n",
      "Processing user ID:  04671\n",
      "Non-Mated Comparison Score: 0.9378937141144169\n",
      "GAN Comparison Score: 0.9902286025041152\n",
      "Mated Comparison Score: 0.1971701179240033\n",
      "Processing user ID:  04676\n",
      "Non-Mated Comparison Score: 1.048865525401533\n",
      "GAN Comparison Score: 1.0794118187456883\n",
      "Mated Comparison Score: 0.14547822551843403\n",
      "Processing user ID:  04807\n",
      "No images found for user ID: 04807\n",
      "Total number of comparisons: 408\n",
      "Number of times non-mated score is higher: 173\n",
      "Processing cluster 22 with user IDs ['04419', '04470', '04478', '04485', '04489', '04617', '04690', '04701', '04704', '04772', '04774', '04884']\n",
      "Processing user ID:  04419\n",
      "Non-Mated Comparison Score: 0.9838492910210919\n",
      "GAN Comparison Score: 0.9099654371029913\n",
      "Mated Comparison Score: 0.34668172649700013\n",
      "Processing user ID:  04470\n",
      "Non-Mated Comparison Score: 1.004224706300573\n",
      "GAN Comparison Score: 0.935235021060848\n",
      "Mated Comparison Score: 0.362553401648383\n",
      "Processing user ID:  04478\n",
      "Non-Mated Comparison Score: 0.9512308857689676\n",
      "GAN Comparison Score: 0.9609365114706738\n",
      "Mated Comparison Score: 0.13290475322713868\n",
      "Processing user ID:  04485\n",
      "Non-Mated Comparison Score: 1.0080778368828684\n",
      "GAN Comparison Score: 0.9529244867194996\n",
      "Mated Comparison Score: 0.2699373703347704\n",
      "Processing user ID:  04489\n",
      "Non-Mated Comparison Score: 0.9592739452744409\n",
      "GAN Comparison Score: 1.0791075315948837\n",
      "Mated Comparison Score: 0.09233707745202535\n",
      "Processing user ID:  04617\n",
      "Non-Mated Comparison Score: 0.9647174313002399\n",
      "GAN Comparison Score: 0.9787913064067315\n",
      "Mated Comparison Score: 0.10682811478051946\n",
      "Processing user ID:  04690\n",
      "No images found for user ID: 04690\n",
      "Processing user ID:  04701\n",
      "Non-Mated Comparison Score: 0.9740110267462684\n",
      "GAN Comparison Score: 0.990654124841031\n",
      "Mated Comparison Score: 0.19393860275925967\n",
      "Processing user ID:  04704\n",
      "No images found for user ID: 04704\n",
      "Processing user ID:  04772\n",
      "Non-Mated Comparison Score: 0.957427785781533\n",
      "GAN Comparison Score: 1.002571410495404\n",
      "Mated Comparison Score: 0.10550749302418194\n",
      "Processing user ID:  04774\n",
      "Non-Mated Comparison Score: 1.0318520787254715\n",
      "GAN Comparison Score: 0.9782871452029853\n",
      "Mated Comparison Score: 0.15739518110582973\n",
      "Processing user ID:  04884\n",
      "Non-Mated Comparison Score: 0.9670448793527338\n",
      "GAN Comparison Score: 0.9392654454143682\n",
      "Mated Comparison Score: 0.10026079314739478\n",
      "Total number of comparisons: 418\n",
      "Number of times non-mated score is higher: 178\n",
      "Processing cluster 10 with user IDs ['04436', '04573', '04578', '04691', '04711', '04824', '04832']\n",
      "Processing user ID:  04436\n",
      "Non-Mated Comparison Score: 1.0074758401595305\n",
      "GAN Comparison Score: 0.8562913242267078\n",
      "Mated Comparison Score: 0.3324399479558182\n",
      "Processing user ID:  04573\n",
      "Non-Mated Comparison Score: 1.031491204035763\n",
      "GAN Comparison Score: 0.9224825048132886\n",
      "Mated Comparison Score: 0.20341568328454307\n",
      "Processing user ID:  04578\n",
      "Non-Mated Comparison Score: 0.8191165127458657\n",
      "GAN Comparison Score: 1.001711902160548\n",
      "Mated Comparison Score: 0.0646375187788536\n",
      "Processing user ID:  04691\n",
      "Non-Mated Comparison Score: 0.9635779778832331\n",
      "GAN Comparison Score: 0.9398129045157286\n",
      "Mated Comparison Score: 0.16588099097707898\n",
      "Processing user ID:  04711\n",
      "Non-Mated Comparison Score: 0.9355891104691908\n",
      "GAN Comparison Score: 0.9974507681062702\n",
      "Mated Comparison Score: 0.32577204577069085\n",
      "Processing user ID:  04824\n",
      "No images found for user ID: 04824\n",
      "Processing user ID:  04832\n",
      "Non-Mated Comparison Score: 0.8880524366420911\n",
      "GAN Comparison Score: 0.9723522058421904\n",
      "Mated Comparison Score: 0.08613981227846412\n",
      "Total number of comparisons: 424\n",
      "Number of times non-mated score is higher: 181\n",
      "Processing cluster 28 with user IDs ['04447', '04657', '04700', '04716', '04854', '04861']\n",
      "Processing user ID:  04447\n",
      "Non-Mated Comparison Score: 0.95666969344964\n",
      "GAN Comparison Score: 1.0612582554439154\n",
      "Mated Comparison Score: 0.11946682011540177\n",
      "Processing user ID:  04657\n",
      "Non-Mated Comparison Score: 1.0263458723341696\n",
      "GAN Comparison Score: 1.0143958619158517\n",
      "Mated Comparison Score: 0.07390811000338149\n",
      "Processing user ID:  04700\n",
      "No images found for user ID: 04700\n",
      "Processing user ID:  04716\n",
      "Non-Mated Comparison Score: 1.059396243968167\n",
      "GAN Comparison Score: 1.0701093797897638\n",
      "Mated Comparison Score: 0.10284992117411396\n",
      "Processing user ID:  04854\n",
      "Non-Mated Comparison Score: 0.9417452659961706\n",
      "GAN Comparison Score: 1.0455607130685018\n",
      "Mated Comparison Score: 0.15312789882483047\n",
      "Processing user ID:  04861\n",
      "Non-Mated Comparison Score: 0.901872521684053\n",
      "GAN Comparison Score: 1.035714697166036\n",
      "Mated Comparison Score: 0.14379638587784327\n",
      "Total number of comparisons: 429\n",
      "Number of times non-mated score is higher: 182\n",
      "Processing cluster 51 with user IDs ['04471', '04569', '04694', '04699', '04722', '04729', '04770', '04885', '04906']\n",
      "Processing user ID:  04471\n",
      "Non-Mated Comparison Score: 1.1060273546995925\n",
      "GAN Comparison Score: 0.9353338992870021\n",
      "Mated Comparison Score: 0.33127273828941306\n",
      "Processing user ID:  04569\n",
      "Non-Mated Comparison Score: 0.9408514518201746\n",
      "GAN Comparison Score: 1.0076225276280693\n",
      "Mated Comparison Score: 0.036282485613229776\n",
      "Processing user ID:  04694\n",
      "No images found for user ID: 04694\n",
      "Processing user ID:  04699\n",
      "Non-Mated Comparison Score: 0.9260991329607058\n",
      "GAN Comparison Score: 0.9873468178556337\n",
      "Mated Comparison Score: 0.09075173441347784\n",
      "Processing user ID:  04722\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04729\n",
      "Non-Mated Comparison Score: 0.992435911115337\n",
      "GAN Comparison Score: 0.9306408357557545\n",
      "Mated Comparison Score: 0.14223022321936662\n",
      "Processing user ID:  04770\n",
      "Non-Mated Comparison Score: 0.8390795895290311\n",
      "GAN Comparison Score: 0.9916553072598749\n",
      "Mated Comparison Score: 0.038444395268338205\n",
      "Processing user ID:  04885\n",
      "Non-Mated Comparison Score: 1.081149888523192\n",
      "GAN Comparison Score: 1.0451718412139717\n",
      "Mated Comparison Score: 0.1810380573231809\n",
      "Processing user ID:  04906\n",
      "Non-Mated Comparison Score: 0.8469425895859117\n",
      "GAN Comparison Score: 1.002380872198913\n",
      "Mated Comparison Score: 0.08565106712827264\n",
      "Total number of comparisons: 436\n",
      "Number of times non-mated score is higher: 185\n",
      "Processing cluster 49 with user IDs ['04476', '04637', '04638', '04769', '04876']\n",
      "Processing user ID:  04476\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04637\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04638\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04769\n",
      "No images found for user ID: 04769\n",
      "Processing user ID:  04876\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Total number of comparisons: 436\n",
      "Number of times non-mated score is higher: 185\n",
      "Processing cluster 17 with user IDs ['04533', '04666', '04689', '04750', '04882']\n",
      "Processing user ID:  04533\n",
      "Non-Mated Comparison Score: 0.9729408640203485\n",
      "GAN Comparison Score: 1.0014350725836019\n",
      "Mated Comparison Score: 0.33561488001654993\n",
      "Processing user ID:  04666\n",
      "Non-Mated Comparison Score: 1.0036695317625717\n",
      "GAN Comparison Score: 0.9798262697887088\n",
      "Mated Comparison Score: 0.029942452990144974\n",
      "Processing user ID:  04689\n",
      "Non-Mated Comparison Score: 0.9338922130026855\n",
      "GAN Comparison Score: 1.0206474291885443\n",
      "Mated Comparison Score: 0.09911711040779403\n",
      "Processing user ID:  04750\n",
      "No images found for user ID: 04750\n",
      "Processing user ID:  04882\n",
      "Non-Mated Comparison Score: 0.9529245035715531\n",
      "GAN Comparison Score: 0.9726285363471473\n",
      "Mated Comparison Score: 0.08633804244688581\n",
      "Total number of comparisons: 440\n",
      "Number of times non-mated score is higher: 186\n",
      "Processing cluster 46 with user IDs ['04537', '04728', '04869', '04904']\n",
      "Processing user ID:  04537\n",
      "Non-Mated Comparison Score: 0.9343866701216692\n",
      "GAN Comparison Score: 0.9257716248884593\n",
      "Mated Comparison Score: 0.21018091918053816\n",
      "Processing user ID:  04728\n",
      "Non-Mated Comparison Score: 1.0131857008033216\n",
      "GAN Comparison Score: 0.9273444506112946\n",
      "Mated Comparison Score: 0.16127912285889356\n",
      "Processing user ID:  04869\n",
      "Non-Mated Comparison Score: 1.002733593037792\n",
      "GAN Comparison Score: 0.941237245073792\n",
      "Mated Comparison Score: 0.1458874389254743\n",
      "Processing user ID:  04904\n",
      "Non-Mated Comparison Score: 1.0150874267413579\n",
      "GAN Comparison Score: 0.965255054860104\n",
      "Mated Comparison Score: 0.1333949404295771\n",
      "Total number of comparisons: 444\n",
      "Number of times non-mated score is higher: 190\n",
      "Processing cluster 63 with user IDs ['04597', '04715', '04821', '04910']\n",
      "Processing user ID:  04597\n",
      "Non-Mated Comparison Score: 1.0891588080462473\n",
      "GAN Comparison Score: 1.160760233732121\n",
      "Mated Comparison Score: 0.16070534604405762\n",
      "Processing user ID:  04715\n",
      "Non-Mated Comparison Score: 0.9411464358917808\n",
      "GAN Comparison Score: 1.0652504246764172\n",
      "Mated Comparison Score: 0.22862908326059406\n",
      "Processing user ID:  04821\n",
      "No face detected in /volumes/1/thomas/thomas-comparison.jpg\n",
      "Processing user ID:  04910\n",
      "Non-Mated Comparison Score: 0.9263753403242143\n",
      "GAN Comparison Score: 1.003474305515745\n",
      "Mated Comparison Score: 0.12795012916176385\n",
      "Total number of comparisons: 447\n",
      "Number of times non-mated score is higher: 190\n",
      "Processing cluster 38 with user IDs ['04622', '04649', '04656', '04725', '04739', '04905']\n",
      "Processing user ID:  04622\n",
      "Non-Mated Comparison Score: 1.0558936870352111\n",
      "GAN Comparison Score: 0.9203826458139558\n",
      "Mated Comparison Score: 0.2559627014111322\n",
      "Processing user ID:  04649\n",
      "Non-Mated Comparison Score: 1.0379243046360265\n",
      "GAN Comparison Score: 1.0649140989326582\n",
      "Mated Comparison Score: 0.15003886261805766\n",
      "Processing user ID:  04656\n",
      "Non-Mated Comparison Score: 1.0370520406276542\n",
      "GAN Comparison Score: 1.0300116285886503\n",
      "Mated Comparison Score: 0.044826510700124\n",
      "Processing user ID:  04725\n",
      "Non-Mated Comparison Score: 1.0312660484560074\n",
      "GAN Comparison Score: 0.9935030828466362\n",
      "Mated Comparison Score: 0.10447890010987715\n",
      "Processing user ID:  04739\n",
      "No images found for user ID: 04739\n",
      "Processing user ID:  04905\n",
      "Non-Mated Comparison Score: 1.0221609362881892\n",
      "GAN Comparison Score: 1.08759737172235\n",
      "Mated Comparison Score: 0.12867619309608447\n",
      "Total number of comparisons: 452\n",
      "Number of times non-mated score is higher: 193\n",
      "Script execution completed.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import cv2\n",
    "import csv\n",
    "\n",
    "# Update the path to the FRGC results file\n",
    "results_file_path = '/home/ubuntu/trainingfiles/frgc_results_cluster_id_to_subjects.txt'\n",
    "output_file_path = '/home/ubuntu/trainingfiles/all_comparison_scores.csv'  # Path to the output CSV file\n",
    "\n",
    "\n",
    "with open(results_file_path, 'r') as f:\n",
    "    reader = csv.reader(f, delimiter=':')\n",
    "    clusters_dict = {}\n",
    "    for i, row in enumerate(reader):\n",
    "        if i < 2:  # Skip the first two rows\n",
    "            continue\n",
    "        cluster_num = int(row[0].strip())\n",
    "        user_ids = [user_id.strip()[1:-1] for user_id in row[1].strip()[1:-1].split(',')]\n",
    "        clusters_dict[cluster_num] = user_ids\n",
    "        \n",
    "num_higher = 0 # variable to keep track of how many times non-mated comparison score is higher\n",
    "total_comparisons = 0 # variable to keep track of total number of comparisons\n",
    "\n",
    "\n",
    "excel_scores = []  # List to store mated comparison scores\n",
    "\n",
    "# Loop through the clusters in the dictionary and process the images\n",
    "for cluster_num, user_ids in clusters_dict.items():\n",
    "    print(f\"Processing cluster {cluster_num} with user IDs {user_ids}\")\n",
    "    for user_id in user_ids:\n",
    "        print(\"Processing user ID: \", user_id)\n",
    "        # Find all images in the folder that match the user_id \n",
    "        img_filenames = sorted([filename for filename in os.listdir('/volumes/1/aligned/') if filename.startswith(user_id) and filename.endswith('.jpg')])\n",
    "        \n",
    "        # If there are no matching images, skip to the next user_id\n",
    "        if not img_filenames:\n",
    "            print(\"No images found for user ID:\", user_id)\n",
    "            continue\n",
    "        \n",
    "        # Load the first image for this user_id\n",
    "        img_filename = img_filenames[0]\n",
    "        img_path = os.path.join('/volumes/1/aligned/', img_filename)\n",
    "        img = cv2.imread(img_path)\n",
    "        \n",
    "        # Load the second image for this user_id\n",
    "        img_mated_filename = img_filenames[1]\n",
    "        img_mated_path = os.path.join('/volumes/1/aligned/', img_mated_filename)\n",
    "        img_mated = cv2.imread(img_mated_path)\n",
    "        \n",
    "        img_gan_filename = 'frgc_cluster_{}.png'.format(cluster_num)\n",
    "        img_gan_path = os.path.join('/volumes/1/output/', img_gan_filename) \n",
    "        img_gan = cv2.imread(img_gan_path)\n",
    "        \n",
    "        img2_filename = 'thomas-comparison.jpg'\n",
    "        img2_path = os.path.join('/volumes/1/thomas/', img2_filename)\n",
    "        img2 = cv2.imread(img2_path)\n",
    "        \n",
    "        face = fr_model.get(img)\n",
    "        face_gan = fr_model.get(img_gan)\n",
    "        face_mated = fr_model.get(img_mated)\n",
    "\n",
    "        \n",
    "        # Try to get the face embedding for img2\n",
    "        try:\n",
    "            face2 = fr_model.get(img2)\n",
    "            \n",
    "            embedding = face[0].normed_embedding\n",
    "            embedding_gan = face_gan[0].normed_embedding\n",
    "            embedding_mated = face_mated[0].normed_embedding\n",
    "            embedding2 = face2[0].normed_embedding\n",
    "            mated_score = distance(embedding, embedding_mated)\n",
    "            non_mated_score = distance(embedding, embedding2)\n",
    "            gan_score = distance(embedding, embedding_gan)\n",
    "            if non_mated_score > gan_score:\n",
    "                scoring = \"GAN\"\n",
    "            elif non_mated_score < gan_score:\n",
    "                scoring = \"Non-Mated\"\n",
    "            print(f\"Non-Mated Comparison Score: {non_mated_score}\")\n",
    "            print(f\"GAN Comparison Score: {gan_score}\")\n",
    "            print(f\"Mated Comparison Score: {mated_score}\")\n",
    "            excel_scores.append([cluster_num,user_id, mated_score, gan_score, non_mated_score, scoring])  # Store the user ID and mated comparison score\n",
    "            \n",
    "            total_comparisons += 1\n",
    "            if non_mated_score > gan_score:\n",
    "                num_higher += 1\n",
    "                        \n",
    "        except IndexError:\n",
    "            print(f\"No face detected in {img2_path}\")\n",
    "            \n",
    "                \n",
    "    print(f\"Total number of comparisons: {total_comparisons}\")\n",
    "    print(f\"Number of times non-mated score is higher: {num_higher}\")\n",
    "    \n",
    "# Save the mated comparison scores to a CSV file\n",
    "with open(output_file_path, 'w', newline='') as csvfile:\n",
    "    writer = csv.writer(csvfile)\n",
    "    writer.writerow(['Cluster ID', 'User ID', 'Mated Comparison Score', 'GAN Comparison Score', 'Non-Mated Comparison Score'])  # Write the header row\n",
    "    writer.writerows(excel_scores)  # Write the user IDs and mated comparison scores\n",
    "\n",
    "print(\"Script execution completed.\")\n"
   ]
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   "cell_type": "code",
   "execution_count": null,
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   "source": []
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