eval _test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
      "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
      "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
      "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
      "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
      "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:No training configuration found in save file: the model was *not* compiled. Compile it manually.\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "from face_recog_lib import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting face encodings from fassbender.jpg\n",
      "Extracting face encodings from lawrence.jpeg\n",
      "Extracting face encodings from rihanna.jpg\n",
      "Extracting face encodings from hanks.jpg\n",
      "Extracting face encodings from clooney.jpg\n",
      "Extracting face encodings from jolie.jpg\n",
      "Extracting face encodings from downey.png\n",
      "Extracting face encodings from chan.jpeg\n",
      "Extracting face encodings from dicaprio.jpg\n",
      "Extracting face encodings from cruise.jpg\n",
      "Extracting face encodings from beyonce.jpg\n",
      "Extracting face encodings from swift.jpeg\n",
      "Extracting face encodings from johansson.jpg\n",
      "Extracting face encodings from cumberbatch.jpg\n",
      "Extracting face encodings from watson.jpg\n",
      "Extracting face encodings from smith.jpeg\n",
      "Extracting face encodings from fox.jpeg\n",
      "Extracting face encodings from pitt.jpg\n",
      "Extracting face encodings from alba.jpeg\n",
      "Extracting face encodings from aniston.jpg\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['fassbender',\n",
       " 'lawrence',\n",
       " 'rihanna',\n",
       " 'hanks',\n",
       " 'clooney',\n",
       " 'jolie',\n",
       " 'downey',\n",
       " 'chan',\n",
       " 'dicaprio',\n",
       " 'cruise',\n",
       " 'beyonce',\n",
       " 'swift',\n",
       " 'johansson',\n",
       " 'cumberbatch',\n",
       " 'watson',\n",
       " 'smith',\n",
       " 'fox',\n",
       " 'pitt',\n",
       " 'alba',\n",
       " 'aniston']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "known_encodings, known_names = get_known_encodings('celebs/names')\n",
    "known_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = cv2.imread('celebs/names/pitt.jpg')\n",
    "#image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "[(170, 241, 491, 562)]\n",
      "Extracting faces\n",
      "Extracting embeddings\n",
      "[21.316494, 30.666779, 106.115616, 22.296812, 62.660988, 36.444912, 53.66739, 28.079098, 48.56853, 37.183033, 41.13236, 45.02531, 49.038666, 29.116747, 53.271664, 108.838394, 82.59948, 0.0, 78.434296, 59.9854]\n",
      "Min dist: 0.0\n",
      "1\n",
      "['pitt']\n",
      "Getting names\n",
      "Drawing boxes\n"
     ]
    }
   ],
   "source": [
    "boxes = get_boxes(image)\n",
    "boxes = get_boxes(image)\n",
    "print(len(boxes))\n",
    "print(boxes)\n",
    "\n",
    "faces = get_faces(image)\n",
    "\n",
    "print('Extracting faces')\n",
    "\n",
    "encodings = get_embedding_list(faces)\n",
    "\n",
    "print('Extracting embeddings')\n",
    "\n",
    "names = compare_faces(encodings, known_encodings, known_names)\n",
    "print(len(names))\n",
    "print(names)\n",
    "\n",
    "print('Getting names')\n",
    "\n",
    "boxes_and_names(image, boxes, names)\n",
    "\n",
    "print('Drawing boxes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "image/png": 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mOTBnWV9bYYuYiYlparUa+XweIQQ5z2WnWmN1I+LctRXKJY9jxw4wO5ZHmJCS5yNSTQ/sCbJEGgnvKXMDlOz5kK9X5hZFUVJ6l3KxN/OOUkoEtmtZMs3c06Bqz3FvRW57QMZxjKsUWX5Ga52UoyT5kO6AJZJkPJR0EqpHSBwhEa7AWkkcJYFBPp9Po3fd+61NU3npU61jA04JITu0qy184TG0/wTnr2xRHBrm5ctLtNtt6rVt7rj37YQLSzR2Ntna3qRYkJx69yOsLCwQtQzCGl45f47x0WGqO1VOnjzJ6uIKm7s7DOUcJsbGWFtfJmjXqYyMMjE1A0IRNzoMD46wuLLMyuYOyvWIHYsMmlQ361yKA16JF7jj8Bz3HTlAS7fwrEfgGUwQdn24DJDSJunNXk2m7X6nUrI9I/yNMThCIoVEIBAq06S9e2MxKCQ21qj0O+ErwGCQKEeiTdQl1W9FbntAvq5YSX9RU5fsViIpJRN2T3VDt4TKEd0nOPuN1nqPNulqClegTQtHlxmdGaTadLh4Y4uXX72OUlcZGRkh0prQKpbXNmmHlqtL1yGM8CxExzpMjEzSyu/QWm8xPTnOawvXuHLpMo6SHD18kFcuXYBSnpwX0m63ue/ee2lFho3NbY4dO8bL584ztX8O5Xncfe/b2NnZYXh4GDdXQpiQ7fU1KgMjDE2NcnF7i+lSBcsuOeuhPa+n4WxWqEw3kOtJNo69wt5sDDLrk9RPvr5ke0oyU7KrKSMsURykpPn3Ce1j6WUjjBHdqNf0jU7X98kqnvsqmLuml6xa2u6peMmkP5BJjpX8XamMU40N11YVBocnn3uJA5OT5Moldnd3GR0dZXd7lX/7id8nrNYYHijRbKwS1Ld47oXHuP/+H2Cz2uSd73mIZ594nLtPneRHPvR+PvOZz7C4OM/Jo8fxigMsLa9w3wPv4tKrr7Bv3z48z+PChQt89KMf5YknnqBcLnPhzFnGx8d59dwrjI0No+MO1e113GCKG69d4uuPfZ2f+7mf4fKled730J0UPL9rZrs5dilxVC812C2yIElb76kXSFOf/eOcJRps6nsrpTA6ecCzwDIbQ6H2ViHdqtzWgBQ2MdGxMXi298QKBFLIbsUO0H0ys0Hu91u64EtzvcqROFKCNt0UmUz5ztBVmEjjuIpq5DK/EVGsDHH2uRd56G0P0Gm1aMRVtnZ2ePHpb7K9ts6JEyc4f+4colhiMLef/NRh9h8+Qr1dZWS4SJim9a5fuMz8K+c5tH+OkfEJvvToV5jYv59HPvABlhYW2D93EAVMTc1w5/338Y3Hvka9vstudR20otVuIF1FPlfh+sImw0MzVDsBttNh3/gQzz31FEOT43zh8ef5+Z/4cZqNVRzp4ueSHD5pmhBIie7E14uiCLB7tGMGvG6gl5SLo4RA983ByTjTPdVFgCdkwpFKuYcr/V5yWwPyVuTm6u8uMd6dG5PU/XXTiCTa0pUKbUHGpluOD+BECs+1NOISF1ebOLk8ro3Jj5QZnhrj6pUrfOMbT1PUVcJGnfzgAPe8/X4ees+7OXHnIT796c+iI1je2CKyIYUg5ME77sR3Xa5evcrcQJkzL50mVnk+9OGPcPzkHVy6dIlWO2LfzAijkyMAfOlzX2DhyjyjY8MEkeXgof24voeRkqvzN7DGcPr0acrlEqNDZY6eOMln/+wvuPf++8nlcjz6la/y4AN3MzQ+0gWW67o9CyA1VkfdutI4jr9r8JGB7eZtXq+WMwN2f8HwLd/PW97yv5L0mxFInuzss8zsZGY7m9CUcYg31/X1R31a6+72/RG74yt2Ip8bTUWzE6OsoS19ioMVrly+xJlnn8XU11lY3KG2FfGv//2n2HfyPvLjc7RFkZ/+xV/lzvseZGx2jrnDx7jn4ffw55/7K0yrzdToMK+cv8g73vVezl+5hnFdPvMXf8mN669x+NARBqemePA97+Ozn/siGxs7vHJ1Hi0dcqVB9t9xmLH9U+w7up97772XOI556KGH2H/oKBvbNayQfPxXfpnh0RFajQaBiXn88edYXl7HL5TxC2Wkm0M4Pla6WNurn9Ra73lg+8elH4j9UXqmQfv5zv5xzKxZFjzeqtzmgLTYNIea1DbqtAi2J/2+YzaI2ef9fmS/9sz8oy5HZhwiBZEs0Qg6LIfjdKzL/MXzBMansbZEbWeNJ594nPGxCX7zt/+Q3/gXn+Af/94f8PkvfJHnnnmKM89/C6fd4tLZ0zz57BlubFb5yZ/4GM888TTDY7McPLif8eFBtgPDn37ui9x9zwMsrW0xODbFXfc+yN88+yJ3nbqfP/mTTxMrD+nm+bGPf5yPfvxnyBc9Pv+lR3ns0W/w6T//EtevX2N5dRnXd9mtbnH/g++kRglUCeXkOLh/jkvnXmJje4M/+KP/wM9/7Ee58Mo5CoUyeC5aSWIp6OiY2ARYoq7Ls2f0+x5yI5LUpE4LW/qDnj0kPD1gZr99I7TPbQ7IW5N+/+VmZ7xfMn/nZgllGxm6CBVQyx9meW2FT37yj3ng4fdw5fIFTp+/SHW5xsr1dfY9+C5qjSpf+Oyn+bP/69/y9Oc+xc61S9TWNvhPn32UT//ZX/ITP/ZhBkdn+N1/88d8/Jf+e37ow3+P58+8wmsrm/zQD/0Qo6OjaaozpNbp8MTp03z0J3+Gf/LP/ze22yE/8ZM/y8f/x1/n2tUdfuM3f5tGPIByy9xx7/2EQcz568tMHT5JXTsIv4SJAm5cPcONzTVmjhwnPzpFoTzK8TvuZG7fDIgcv/sv/wXLa9vo2CJQtIOI2EhCLYhMbxz7pX+Oz+tJ5ib1T73t374/QLxVua0BaW2vRrD/wjKTcHOknA1G9mT2v7KnNMu89P9Oap9YtlltT7Cy3ebshTP8yj/6dbZqDUoln9AKfvk3/jG/+b/+c1575QJ//Hu/T1GFjA0rZo/czcpGjZfPvsL8i9/grruO8dyZ0zzy3oeZPnCMv/yLv+DFF1/kznsfQvhllpaWmJycJO8VGR4a4+hd9/D+H/77LF5bROHwrofeS1Qc5LHHnuDSS0/x3ne9g6XNHXKlg2y3Lf/wZ36KqFXn+MEZ1m5c5eG338nq8hKPPPIIb7vrJM16hyvX1ymOTFOtNZiaGOPt7/sQoSjxz/6nX6HTjmg1A6yRxKgElKH5tiCw39r0W5r+sYvjuOtCuWkxcz/Bno3vG4myb2tAQs9s9A+YIxK/MTI93zBL/d08aNBHO9i0pMoKOtZiCQmMJpfzieUE11c3efpb3+I3f+t/ZmVlhUYYcHVpg9/+nd/ha1/+Op//q7/m/LNf48c+9hFeevpbzM9f49q1SxSH8xyZPcrwxDGe+/qjFJ2IV8+d4Y79k1yZv8HFM2c5/dLz7Nu3j8uX5xkYHCQUho3qLt964hkmpqb5s//4//CTv/DzvPzqNXwjefGrX8U7cpzVepuTR04QS5fm9gZf/ebzXHn5BRY3N7j6wgv87//sn3Bgbo5LZ6/zV48+jlsqsP/IPsZGJlnb2aFpYWbfPu4+dTfTcyfxnBgjDNVGExtGSKtxlSKMNQbRrZbvFiy/zkOd3Zekwl6ipUir0u23me43arLf1GZTb1SOHD1m/49P/Gtc1yVfSCb9u66Ll2Zt4jgmatdotVpsbGzQarW6DrqUyYzEYrkMStJqtXBUwpfV63Wq1SpWx+y2YpQzynw0RLu5zdi+WVYWXiPQMW+/8xSrG+u8evkyN169xurydWxYJU/MkROnOHbXPfznL/1nTh05zjMvX2BkdIjNG9c4cc/dRNZw8OgxdnbqvPrSy4wOD9N2FUfm9rOwsMDw6DjFUplccYDDRw7w+GOPMXPPveyvFHn2rx8lLPk0Fjf48V/4OP/uX32COx+6g9WXX0UPjjCzfw4nVgRBDduu0YrbvPPd72T+1Su4Xo5ieQDjKJqteqLBWjVyjsvlCxdY39rg137t15ienqa5W8VzDHnf71Jmvut0LUx/ZZXG7glOssqrmF7my5eqm0fPtsmUya/+0n/7grX27d/rnt/2tE9WbZP5I0nF+LfP+YC9JWLZ/8YYpJL4vo/RvUhRCWhGMSEuV7Yl5XwdL++zcmORerPJBz7wAc5dvYwHXD57juXzL5JXAe1Wi7aIWa84HD5QwRrNNx/7JvvvOExpcpS8W+Tst56iNDmDiRyaQcjg2CQrS8u8/aF3cPX6a0xNzTA+Os72dpW12iahCZidO8KRiTk+9Yf/iuGBQYYHJ1jYuMLj/++XOXTyXq4+exrjlPjAO97FZz/5x3zgR/8bgoJkpdHh3rc9SN4pMzga0W63GKwM45dcdrZ8drd2cSrDrC0tMTN3iGN3nOL0Cy8xWCoQBCFK9HjC/uzVzeN4czFB5qc7Kvnfdd1ucXA27t35Td8/uWzb9Rd1DNaRGC2IHFCpeYiFgxBut6w+A60QPc4sMyVRFHbNkCMlwxPjXDyzRT4fobVLuxmy3tjlkUc+QKNjUKHh03/8KUxtifc9fIq1lRUuvHoJYg8/5/Knf/YFysUKuYESD737/XzuC5/n6NGjqKFJpkemqW7uEhhBWCgxMLmfywvLjE5MEVtFrRUyPDZFsLJCdSekUslx+unnGJ85hBCCnd0mQxOz7AYxUijyM4doV2u89Mw5Tr73ETZ3d5g/+wq19WXCWp3y0BCvvPQiH/zpj3F98QaDgxPsbi8ze+QOip7BIHj11VcRK4vs7mzz4IMPsLm9w3C5gBzysFYg4gjtSISjINWKSqlkNqEVSY0AveJbIQTCKDAKi8SkWRptwUqLTvPk3zflZ/0P1usRsN9LMq2q6BXdJlkJiDyHp158jYWWYFTniK1maHSSh37wPQwODHPxwmW+/PnP0Zx/ETzN6fkCQlve91M/i8gNQWuH+bVn2HfXfazfWODTn/wj3vWhj3D50iUGxifZagUIt8BAqcLQ6AiFQoFWO6AyNMjw0Cjr6+scv/MUGztV5mYPUqvVGD8wjT80xPLyKpNjU+ScHDbWNDttbN7h4ksv00Fg1upEnYDQeLhD4+xu7SA6IcdPHae6ssEdJ+7mqdNnsVbTuXKdoZKDUj4HDx7l2qULOK7HY49/g7vvugvXdWm3290KnWyc+gNDgNj0ZcD6KtOdtCFBfy0p8IayM/1yWwMykyyayyTRfN/+1PWyNHvrGjPNmWUr6vU6y6/ViW2eMc9Du4ZGs01j7TXGlgZYXVzhy48+xg889E4+/exXGT54D2HUROGzcLUFfsDxO0/x4x87wZkrVxk9eJTi+DQXLl6hUhkkNobpIweoNtpMTs3SadWILRw+dgezM0dYXFzk7Q8cY+G1JfYfOMG+iX2sqlX8wQoDI5Pcc/KdNNsB+cIQQhuKrsfG7gZHZ++kHcaYOKbV6XBjaYnd+jp2a5ndjRVa5+ex0QV8T3LyyByf++KjPPyOO3nkgz/K5z//eYRwmN53kBvXNe12xNbWFuNDFQYGB+l0OhRK+W5mJeNx+xsPZCDrH99+ZqOfl8yCmeTzW7/Xtzkg90Z1mSQz5Qz0UQqvp0H7I24hBK6fo91sEOJTw2epuo50ChTcEtLJ8wMP3cdj33wGmVPMDRe4ePlV3vGjv0joGKKGZnyowsWLF9lZ22bY8/jq1asc2n+ItoGW8Tl27ztoNBqMjY0xOTmJKwtEAZTLZZrNJpVKhSCKuevue1BKkcuXKZfL1Hab7Dt4LPHDPAcpXQqdkFw60V9rzczMDFJKgiCg3ugQxzETgyOsbewQH7uX+deu4C5eRNR2WLp6hae/8TdMnbiHc69cYXfnUxy64yBLq8sUC0Xuve/tXLp4nq2dBvVmg5HRYcBBC4mnHHRsvo3PDa0BlZLhaXMCYXvZnH6aB8DqZC65IO3ccYvytwakEGIf8ElgggQ5f2St/YQQYhj4NHAAuA78lLV2RyRn/Angw0AL+AfW2he/13H6S+azVGEyJ/rbAZg9oXEck8vluk9t9nQ3Gg3KxQIL5xe5urBKaXCc0sAorU6NoVyBxeUtTuw/yJ/8mz/g8Lvu586T9/DVz/85W5sN2N3gbQ+/k+VLz5PPTbK4ssHM3GEojTBWHmRobIKR/AAjIyMMDQ0lDj2KgcoQYZTM1el02vh5p9uUwPMoYqJLAAAgAElEQVSSgtqZmRlarVZqDi1xFFP0c0gd4UqJTef3APiOg1cZotlsUs4VKZcGqTaalHMDLI1M0Kjtsnz+OaL2DZzN6+zc2EZaS3lgkLxbQTgQac3Y5CxXr13jgfvvJo4hn88Thh0whnK5TBRFex9y3WtgINOpIf100N46Armn1vTNqvaJgd+01r4ohCgDLwghvgL8A+Axa+3viKSp/T8Ffgv4e8DR9PUO4A+5qXvu60l/dzCtNb7v891m22Qmp39CGKSTvQxcmr9GO4JCeZD1Wp313RbN1iY/8sEP8uST5/FFzPv+/od5+uknOfeVxyFf4MSJI1x8aZfTTz4GcpLJe9+NGhhipDxIp93m6MGTDJaGKJZ9KpUKYRgyMDCAkBZrAwYGy0lplivx/F6jJkim6gbt5AGK4xhXgHAVUZi0voObysJcRSwsFkUYhgxWPJSTtnV0p2iUh9nRATMHj7Dw0qNI1nDDEZ557Cvcd/87GD40R7tZp9lqUyoPcGNxFQkcPngAYZ1u81Xf9+l0Ot3+lDePcTbONycnMo3+RqPrTP7WgLTWrgAr6fu6EOICScvmjwDvSzf7D8DXSQD5EeCTNjnLp4UQg0KIqXQ/30H2moP+izQmMdm9v7PGSwZrZK/C2Vpc6XDm7CVmpicxYohr69fAKyKkxpegvTyNpqIyVuHLf/lXsH4DRsY4cMcpartrLJx/lrxQOMfeS+7AXUxP76dQKBBFEZOTZSbGJ8n5DnnHY6BQQhQFlqQkSyhFqJNuGo7rd7k5XyqUVOhOgO+5tIIOruuDMBgd4eUAFEZDpxXgiaQC2xKjjKRUKNAClOtiRVJdU9I+DT/Ec3JcX73M1Kn3UZ8fYPXaaZyBEc49902morczvm8SKSBqNjh3eZ53P3AfW9UaY4NlYpFmxQTgOnR00r1D6JSTxKIc1a0FsGluxZLU69u0CFgg9iiTW5X/Ij6kEOIA8DbgGWCiD2SrJCYdXr+/+AwpqL/Lvrug7GVsxB7HOtsmI3cTbdSLGmutFrlSkU7o8I2zZ5GiwGatzqlTp7hx4wZHjh1iZWWFa9eu8ZFf+Ak2b2zy5N88weLaIvHCM8AwUz/4UwwfuJMRr0QpXyKfz1MsFhkerFAu+hQLPtLE5Ase9XqdnF9ECEEQRFghibXF9RyiqNPV4ImZDLvXEXQCEIacl875Tq/JcRwcIbsNqfKeJAxD8p4k0iF5TyGKySzI4tgQrXaTmeFZVoWCMGJ947UksMtZXrt4geLoIBu7DYaKJbZ2dnj2xbPc/8A9rK2tMTRSSbpppK5Pd7pvNv/I9oqcjTGIPvN8c2VWdl1vRP7OqUMhRAn4DPDr1tpa/3epNnxDelsI8atCiOeFEM/XqtU9392cvP8Ov+8648YYIq25PH+ViakpXnptmTAQXFheYXhwkCeffJJardYNRIQQfPkbz/HiN57n/vc9RLxwBhjk6Mf+IQeOvotRZ4Sx4TFKhQoD5SEGykOMTpaoDPnkSoJiKYc2Ia6XzN8JOiFxpDEmmaRmtKVSqVAoFLDWdnv/9E/hzfzK7FozjZrNw3YcB4VGoSnmXAq+opR3EcJQKvgoYqbGR5keKnJ0chpnbh+TD36IXGGMfdOH8aTl1SefI1cZYXVti2KhxFMvnGFxcZHx8XH8NGuTTey6eXpxdl79qcXvpQnfNGJcCOGSgPE/Wmv/Mv14LTPFQogpYD39/Jb6i9u+pveHjxy12ZPX/wT2N9OSqbONtBiblFElUaJGS4GH4NDBw6zdWOfMlRUQipGBQcIo4M5DhxndN8fZs2epr7coloa5b3iM9njAxtVzzB6+m7g8DqpEydVUymVsrCkNlin4MFRWuFZQdFykABxB0IkT18F1iMMwBRD4OZU0dUoLYa2jkEoRGJ302NGaYs4j6misFaAUxoA16eSpFCCdoIn0PHLFSjK3HAeMYaRcpN4KKRRzCKeBNgVQioPtUS6VtsjfcSfNnQ1GRyZYX19nbmqatU6TxavzjMzNcvXKPMcO7cORPhKZ9Le0IJI+LGQN/xM6SCGExFrR7bNkrcVqg0RgbqLf3pR6yDRq/r+BC9ba3+/76nPAL6bvfxH4q77Pf0Ek8hBQ/e7+Y6+qpx+U/RHbzdMVXu//Z55/llZD8zcvX2F8LPEems0m29vbBEHA9evXmZ2d5amnnmJmZoatnSavvPw81etXiXMF1OQUk8VhhBBUKhXK5TL5osfw6ACut7dJaH+b5myCVWwNKEVkDO0g6GrAQto6MKtox3Vw8jmk56J8j3YUdrVOoVDAdd0u42Bt0kIl61gBiTXIexJ0QKngMVQpUir4DA0UOX7wEJ7nofI5GrFCuZZvfOEzNNstKkODbK2vce76MvOL691oP9PS/WPeH1X3Fzt3s2k3AS/77RuZm/13MdkPAz8PPCKEOJ2+Pgz8DvBBIcRl4APp35C0cZ4HrgD/DvgfbuUgmU/4RiUDxP79+9nZbbC002Z+fp52u43neczOzjIyMtIF59ve9jZWV1fZjnZxqVHXgiCXp1waxPXzXSpDSkmxlMd1HXJ5t2tm+2mcfpJYKYWVIknDeS61Wg0pJdVqFaUU9Xodx/NwfJ92GKKtJYgihkZGuj5cfzV3NiZBEOwxp1JKbBzgOhCFLcp5n0ohx+hQhWHXZzhX4PC+OUInZHh4mpLTSdKpWpOz0Nlt8dS3XuheA7DnWjLJkgv9weXN96g/w/NG5e8SZT/B66VLEnn/62xvgX/0Bo+yx1G+uYw+yWVnzZWSCf9xHCCVxXElK8urCKfE//mZL7Dv8BE2tzuMeAXyvosPrFd36RjN4oWLHDh+kosvvwJxQGN5keLUcQqFIeKwgzUtBsqDeFIxMFiglJMU8gkdYnVMGCe1gEYYtJC0GgFaxEi3jI7jpFmWMLhSJfPElaJQKhFFEcVyOV0LxqKUwCjIOTmazSbCU0RooigiwmK1JWyH5BwfYw06aqOER7udcIbFfNITqJJzaIcdLAY/l7SAqQyXiXTAu979Pp558lvc/e4f48b1eSTQ6IRYmuxW6zjFAaKwnfiHJkZm6VcnKUsT0sH0zZfpn7JgsGlvd4VMZmqnwLz1SPu2roe0tpeS6u9EAXv7F/YPTFeEQ2Q8tFPmxP0PMTE0zMzsLFG7jZvLMX/jNRqtFroToIzFRjEDpRLtpXmEV0TlEu03MzOT5myTgopcsdeSxHVd/HyeRqtFs91mZ2cHSDjPnF8gDENiDdpIpPLohDH1dkhsJM1mQBQaOu0ISdKqxGiLEZKt6i6h0TieR7PVIYoNQnp4fhFtktVjpHCRuN0o3VpLEAR7eh0VCgUAco7L3MwMBc8n7gSMjI0ifI+h6UmazSYjQ0O0Wi0WFhZ44omnyBXKKDeH8goIxwPldsc+YzT63aWbi1hufn1fVfv0m4Qs4vxuHYKzSw91TK0d09YdahtbXFhZYHR4ElkqcnhqmmtSIqxgdXEJEYRUazvsbG3SWH6J8uyD1F75DDXgxuO3cp4De/76vb/YplENiCOLNZKmEzAwVMJxXHI5CVIRp11lc7lcsnCccGk12+mqWi7aQr2u6bQFrWaTIOyQy+UIw5DiUA7pSIR0uw/r//LLB7/DuZ143U/n+95PnvpxlCOpblV57oUXefcPvJdCMY+nBB3PT0AfhyTsotjjP/bfm8xeJrnsvU2sblVua0Bavt2PsdYitE2WiUv/TjSWRjkQd5Lyp06kKZQrPPqVZ/GLRWampnnXD36Qr37ta3zx0UeZPXCQi+fPMz4yinYlQdxmuKDY8oo00kkmhz70W+QrA0wMjnFg/wkmJydxHIeRoYHuOQVGdwMUjCFox7RboJwSoWkjpCWOJY1GSBgG5PwCTidAOBJjY4yAaqvJ+vo6rsrRbrQ4dOgQQRDguJaS8Ch7CmNKhGFIaWSY2ASEYYjv+3jCJ4oDfvdTi6BNlz9sNAOwTdbXlijkXYJgh8WFeSb2TfLMiy/R3Fjh3e//Ef7kX/53tNDkcwWa9Tqjo9MMjkwQ6XbSbdcDT7kIm0s67cYabAzWYtK1Jrsa0yZdz6RMVpnIuGD7Bsjx29pkY/s7V+x1rjNT0V+822w2k+2toFZtcuWVS0RGMjAwSLVa46XnnqXouBw+eQcAA4UiJopQ+SJBy3L5iS9Bea6bt1XSYWRkBGM0tfoOQdiiWMoRCygMVFBpz/AgSABSa4XUOxGBFtRbddbWNohiKJcreK7P0NAQhYpCuCHlSpF8PpnA3263GRwcpNVqMTExwc7Ozp55RP0zKfsDpoywzgIfJ+cTY2lHPTNeqST0UKvVwvM88o5kbXWZ7YUbXHg2Uf/WKzE0UgYn4NyrF8FRSM8F30MV8qhCHpHzka6LdRTGUcRSENheSvfmOTcZcX7zffteclsDsjsVpg+U/b5kv1kAunnXVruJ5/ho7ZHLuywvrXL1yjWCVofV9XWq1SpbGxscO3qUZq2OUorrl+eTBTo7EU7a9z1XVOg4JuwYDhyYwXElsY3RxrCzu5t0gUj5QYBcLo81MDExQakAc9NjjA2WicImnU6NZruGtZaoE3RL6prNJgDlUoWRkaRJgARcz+kFDk7S1F8q0SWkkwb9SdP9zK0JoghrRLI4p0iooSDsUBko4yiPMAx54aUX+OWf+Sj5iTlWFl8D4MiJk2zV1/C9CrHWvHr5MlHaFqV7LOEgUu6ULIq+qX/Sfwm5rQFp7d5J/dkMN6zCGok1IsmE2LhL3Bpj6IQRYavBU+fOsru2gYlD7jx1L2fOX0Aph6jVYWlhmaWlJXarO3SqNU5MVIjCJrl8meHZw0CyZsxouczc3CTV3U0mJscJI00Uhug4RgDCUdTbLYwUVKtVCiWfndo6npvD2AjpagqFHL6bQ2qZ5KFLBUwcIaUgn88hDNR2auQ8Dx21KRQ8bBwirUE5ksjEhFGHYikPUqPjGNdJltETynRXYbWhJQ6TBv7SU2gcyoNliuUym9s7KC+PiAVf+OvHmJvbx+T0HADFcI3t1SZxZJAohIG8V9iTGdMojFXExhDHFh1Z6FtdoZ+3hMSdtCZZ1Fm8geXlbmtAQq/k7ObplZAMQsYB9muOTqeNEIK8X6I8kGd1dZV8Ps/huf3Mv3oJE4SE9Tqbm5v4Fm5cPs/VK2cYmdpH5DpEqRaOoojl5WWstQwODrKwsNAty/I8j93dXYIgaSMdBAGFQqGXTnOhWM7RCZsIFePlBOVKoXtNQZCsQBuGIZVKmWIph1SWYrHYo7akQSqLNiHFYpFOp9Mtfn29fjrdRvQyWR7F9wp4sky93mB2Zo5ioUKxMkAUGnQn5uULlwB47onHQQh0HDM4OMiBAweS/uhWERkHjYcRDrGRBJp0jfJ4z73o73DRX2eQXe+tym0PyIxe2KMh+fbuCNnLcxwGi2XqLcPG5hpByzK3b4bVlUVqacCwdm2Bqbl9hK0Q3WoxnM/R3r7B1mqdA3ffyS/90i8BMDE2TrFQYHRkhO2NGsVCKakVjGNcz8Mr5JMoOaWAPEdhY4uHh47AVTmCdsz21i6OqwjjJMhxlEs+V0A5kmKpQLPZJFuVrFFvUSkN0W4FtDp1/LyDn0/Mc2WgjOe7eDkXxxMIY8kpB8eSLP1BjDTJKlquUHQ6HSwOlYERBoeHqLWq1JsR9VqDtYUrPPzwAwCofImx4QkKlSK1apN6s0mzE9LuRLRbIa1Wm047ROuUEw1iOmGMVS5aCqyjsKK3EoZMXRltDPoNNgu4rQF5K85wf/cEKWUS0RlDbCy+67JwYzHJZa+ssbOzxaUzZ5keGWVgsIy0MZ32Ls1mAyk9Bo8fw8/lWFxKfKt6vc709HSSLswXyfkFqtUq0nWoNRtdIOZyOQqFAgILVrO+vk6xWARgbGyMkZERfN9nYKDSbeq0trbG+vo6Gxsb7O7ukvWtHB0fohM1GBwuMTAwgOu6lMtlpBS0Wk0cRxHbjHymq5Hzvo/rQC7vdbnCYimfrDYqHKLYMDYyiY6hWKoQxxGvXVtIrrNRpeDnUEoxPDRCpVIhtoYwiAnDkE47JOx06LTa6DDqasd+mFnZ4yfDMPy2ApFbldua9oG9c3thr/MspcTYXp47A6fv+7RaybIc4Xady/OvMVIZpDBchM01Lp55ngMPPEBU3cV2tjAKTCQ4cd89NNtNvvb1rwA/x+joKIuLi0xNziaaIYr2aESd0h7ZgA+UigihmZodS5bxUAZj466JNUbjeGBFxOjYCG4u0SYDlUGazWayXdCBtBl9Lp3vbK3FmpBcwcWYBAxhEOCSLBPipc1JlZtYDGRM2VNEUUIDBVZQLg4hhiWjk9usrS9T63TYvZZUU5ULSVe0RqPB0NAQN27cYGRqnKjdC7x0FOFKCzpEGd29ftm37mJ/3tpa2yutu3WLfXtrSPqWbIO9WYF+6dZL2hiRrv23trPGTnWDj/3UxwhDg4ljLp89DTaZdVhd2yZsbuJXSijHp3T0JEf3HeDsiy/hpFGCKwTT09MEcYwBIqOJtKbgeziCZB0cpRgYGGBkcAhpBTnfQQqdrNAAacmMSQtaHYxQgIOf8zBxSNBuEsVhYoLTAEWl69DExhCmx9bK4Bd8cp6PtW0c3xI7UdLn0hh8103amSiLckBbi1BJECKFgzWSSmmI/XOHGJ6YplWr4uUSfdSstjh1zwmstbTCDtcXlgiaIUGrQ9TqELYDmo0WUWgwWhBqQ6w1rkqrca1A9um27D717t2tw+y2BmQ/9vrVfpYq3DPVMtUqsY7QJmZoaIijx4+ztbPD/PxlHEcQ16psL18jPz7GzsoK6Qp+xDLHux95P4999cv88Ac/SCVdJ2ZnZ4d2u00+n+fo8eMYYxgY6JHiSkqUAGE0cdBBSoHjKDzPpVTOE+uAMGqDjEFohLLJFAbHEuoQ5bkozyVfSBajb9TaWCVROQfle2gbIB1DseyDcVi8scxri9cwoSHn5IjaETW9S+QF7Ebb3XV2XG+v4Ws2WgRBQKPRYHRglLHxaYbHx8mVKgCMjk9w+dI8lUqF3eo2hUIh+U27TafTIUoDsCxw9Nxcd/6PFCpZU/wmyaxHHMdo27nle/7/G5PdT7QKR/XmzFizZ7kL13UJA83IwAAtOcD8UpVKIceNa1dQcYOYJALHU5i2plIYYPTwPZy/Os/DDz/I0089x9HjJ7kITE5OMjoxQ61Wo9MxHDp6hHqrhZOeS7lcRtoIR2gcT2IUgEHHMVqDn3MIggCLJYotSIEUDrEOqdZaVAYHCcOQAklHsoHSGGs7S8zMTSfFu1qysbmJjmHh6iKLi1fxXM3M2CjGxsmcF6/QJdN9L8/u7i7T09N46SKaGYiSsTQQGvbNHeLS0CiNesKBaimo7XSoVRu09BLb29uMjIyQS0vecrlc1190XRcdhUiZddvttdCWfWsk9pejOd9Pq8FmvmEWDGQkeXe+tU4zBag0bSUR0jA15FBV49gbNUrFCp3NFYIoQLj5ZJUvrZEmol6vM1twabWafPnRrzE4NMD169cB2NneZWhogqHhcaRXYWVxk7lD4wTNZHm5qBNQ8FXSVF5JpFE0dAvhSqJO3F0NbGtrh9mDswSdkJ3FbSpjwwjRRkkIOi2IS2BhuXoVE0uq21Vq9V1sJGjWGtS3d9hY2cJEAe1Om1dWVtnYWWPf/mmIOly6COXBEfZPz5DPS3ZrG4xUSoShJQgNjvExGHJFj7gdM2IKTMzMEc5fBWDpxhZ3nbqDo8fnuLC6QRBpvLxPbCxC+UhjIEq43iCd9ZnzXUy0V/PFVmIshBroY0XEGzDEtzkgxZ7szPeS7KlUjouJBbVWh/XNbVq7WwTVbbBxspJXq8nIxDS115ZwcmWuX77CkVN3IsOIhatXec/7P8Q84Bcq+IUSg6NjNFshuYJPvV5Hp/2GJicnEXGPtI9ViO1YGjtNsBGNRoN6dZdWvcby9avkCxXGJ2Y48/JZhkZGMVogpUOr2UEph0qlwvUrKwRBQGWgyG69SbPeJOq0WN/dYGNjiThoQNxhfGqCF8+cw0ODtczOzmJFxHC5wtVLl3Bdy8zkNCtLy+w/eIqBgQE8t9gNyI4cPkh1a5UVYPbQEaKwxcsvXMSZmKZYTOYDFQp5IHngQzpIYTHR3rpHJXqNAjLRWncXe0+USXTLd/y2BuTrTRr6TtKfSzXGkC+WqFaruL5P0Grg5jx0x2CiEOIqYWWYKIoYn5xBOTmuX7nK9uIS08ePsLa2BiTZiY3tKvsOFcgZSUwTz6+gcklOuRM08UWSktva2qIjLDLWRO0O81fPsrCwwCuvnOPEXccZGJzALwyysrZGbHP8f9y9d4xlWX7f9zk335dT5aru6jw9eTbMBm7epUiJIrlMskTaNEwCDnQgBMOBMGRDtmCIAAHKAgTJsiRLogVI8tI0k0xLJpe7Ind3Ns/sdE/3dKgOlevld/O95x7/cd979bp3SO4sKbq9B2hUvVDV9e459/zO7/f7hskkZWtra+qNk+M4LiXLRcNCJoLxMOSoO0CoDE0JhF2jVM/Yezih1WjxhS+/wcrSOqldpbXUoi8yvO6Yw16AkhZHo2Ma9SYCSRz1SSyBQU6p0sEPExzHmeIwoVxb4uRwhBfDsuPOM3fbtufX33EcZJaQpwvGS7o+hzrOSj6LsLS5iNXbyFSe6AU545IAj4TrRZu5HMi1wkdF5RqoovbV9Qzu9nrgSwyrRBh4IKLi6kiJCjPseoNh94SVrW36t+5x6bnnsFyXXpzw/T/7D2gvXWF9fZ3DgxOW2nXyxMZQNl4YMBn12NpY597xHrauMTg+4rW7Nzi/tcHDuzt4Xp9ut8vZrQvcu9tF2GPK1Sr9ccjy0llefPYldnZ26HQ6lMtNRl4XpS8hHJ1MKcaTgCzTUFHGOAmQQpL7OZhLHPVg7epHOLexQclV1EwNp9qCRJFLHzIfu1nm5lc+T8ttsL97hHWxjttwkCJFaDmuWeLs9jZv/Gt46ZmXee4vvp961ebnfv6vUG9U0U0wDB0pIc+1gqg2rfeKqcGmkoXLAkyTmCn/RkiJnBLTNE1DM79T4GfTXnaapnOw6R81pJSkiSTVbMqWzUEUksmUZrvDoO+DzNAcg9jvk8oQlfcRrGPXHA4P7lNvrxNrFigN2xQYWo7pmnPw63g8pu+HGELnqDtg0j/g0BtydLKHPwr4/Yf3SaIUz/cJg4SSq1NtryKTlFZ7DbdtULMrBFFEmCYMJmNGfkKlUiJJFcI2GA1GjCdjbE0nigKS2Odkd4+9ccCzT7/E+pk24+6AlVqZYeIRTTSaLYMgHmNoLsKs0D865urVlyEL8IZHTIKIujwVofd9nyzLqJ37HkqVn6RSt2jVlhFpViQ0jvMIX1TTCvfdxVGAPx5FYGVpWkDTFo5ab4eB8kQvyFlSM+v5yoVzyeP90cXiuGk73LxzTBaEhElCrlJGkz6OXSOKBpiWRjwegJ6TTPYJRxchEYAg9BPOPv0UuRRsrS2jaQLHcfCilGq1ymQy4fLZZe7dfZOdGw+4e+9NklTHdhuYtTZn1p+hXGnw8LhPvdZgMgoYj8f4gyFpaiH8ESM9JkiKCesOh7ilKo1kiVK9Rtmy0ao1SDP2d+8zONinO+7SXLnAs2s6nVKMNnjAZ/7+36S+WaPkuly4+DT7DxpsrG7SXl3DrTSQ1Mi0FN11WSltoVslxn6EygS6VmTLURSxublJnipMu8yP/yf/HR9494t4nkeWZViGeVpPFAKVZ9PHUyR4rr5pDqDAAMhczlHsmrD4VscTviBPKQyzzoAQhXGPmt++ogjTQicVOblShBn0EwhlhqsshpMI26wR+cfU3LOMx/dBNCAP0WrrBHmBaczLLq2NdTRNp1apoRszVYacTrNCHMdE/pCH+z69/gm9wQlubY2G1cI2m/SCCbXaMvVag631M9y9fYdS3aLhdgjabSJ/hO/YxJMeO1/8Iu0zm+i1Cm61Rq1epll3yEloOC6aKnHztT0G/oBSs01J93jztRtEzRbXvvgvQRwxunONs0+f5+Grd7i/cx+3dp5w7NPunKfx3Lt47p3vZ61ZI9Z1SBNqrRp1U5LHKUc6uCWbJElZ39zkP//P/goXLn6A+8PX+IQwSRMQKpsvSENXKFXQYI1cok1V+fKFchyZhDwnzyRKLDg4vI1e9hO9IGche4b4mdUbF4vkaZIUCBxDwxAGKs84GDuMh2PIdGQagBBkaYZp1xiHQyzHRgkXPbOwnSYby+tY9Sbtdpv17QvIVMzVG2aH8+FwiGEYHB8fk06OuHc4xCy3uHTpCpZVYewljMMYFcPdm3epVCxE2OWN61/j2eevMj4ckRsN2uttJmUNy9Yx8sLqpFWt4VjgWBqWXcaIZSEAUK7htJbpj33e+b73cPPVGzwQPu/5sZ/ilX/1G1x58RLf/fE/x6d++Vf5kR94LwKdKIMTb8z+g4f8n//gn/DDP/5jVDo2G2tnub+zx1JN0mm0URjYVgmhKYajHuX1c1y6eoavv/5FVJaRhlEhNKqfJouGUQhl6VKglERwCs6dHQVm+puLCY54GySvJ3pBwjeTuWZ33RxqZdsIlRNMMnTNxHINersaQmrIVGAIiW7baNInTTXQM5LIAwJSymyuv4+dhwdIXWP1qat4nkej1qHZbBKGIdVqlUajQZqm3Lt3j16vx9mL51D1iJEXEceKoTfg4f4hqJAv/c4vc+f3fgWIQHdA6ASjT9DtSbZWN3jlV26w8tRzHHV7fOT7v4+D3T1IMjbXO5QdA8PQEXmOYxqsdFbIW21e3jjL3/qr/wM//O/+OI5tMjw+4N/6S/8pdk1x/e4JL738IZaWO3gTScnUWVpe59LaGXauvsTnrl/j2QvnOHPmEk8//xR52CcLY8rlOv3uiCSNCCKPzpnzPPvcFV59VYLMicOwOP5M++2zoWkamtLQhIL8VDdyEUD9OJj67ZCYn/gFCafQs1jPiE0AACAASURBVMUPetrTnlIZNAvfOyEKDLqTkMPjExwBvSQCBEapQhr66IGJFAbv+clfwC4vMz68S8e9TpAqzqye5fh4l4tnt/E8j1a7PV+UQghGfsCZi1dJYp+nLj/D7XsP2N3tkYyO+Nw//0WIQjTTZ3l7i+ODByxfeYGls5f55A/+NJ/+7KsMxxPEasLVd72fD6y0kWmK1pEstVuYuo5tGlQNm0hmtGsVlpcb2OUyIgv5j//rn8URNv3jLo36GlEcUi8ts7rVptVqcXR0hNvQ2D6zTfeoi7mxzjPlCuo9LzOMQt68dY+VpVU0meEYPrZdZWm5Q7d3wDMvvsRYZBiOyUqjQpKFhJ6BEjquUuiuhkRDSYHAIDdSmIp7SZnMW4RkGUlUFMtzKee9X019B3kdzsLB7C58vDY5W5hxlGAbGkmpQm/4RtEb7g2mppMG4WSMYVbJGHDhnf8Ogjoty0GUqrw5CuksL3O095ByvUy322Xr7BVqtRrHx8d4nodhFfTWwcCn1Sxz+827jP0AJgd89h//DaovfIKrzz/Npe1Vjvfvc+HcZe7ev0G9usYrv/cNNs9c5rxr8dGP/RnCKKVar1Eul3nzG9colywaVQdTPz13AVRL5QLYkSREsWK3f4CSGuMwwESQ7vZYXa4zOBxStmt0Bz3GwV1ay0sslRsQezgix5ApLz17icPDfYSwcF0XfxKTpin9cchRz6fWqmEYBtVqteDfOA5EEZZlkCQJhtILgVimXobTOUE8avc3q0cuAmG+Y86Q8OgZcrZTwoLjwux9QqNZKXN/PyPllHxUqZboHobUqi2S5ABJTqW9zLXPfZVXTnZ56p1P8/QzL/Hmm9fptOtMJjltp8F4XNiN1Go1lFIMexGNeotzl1q8eXef+0f32T08olyt833/7d9ms1lB08E2yzSrLVJlUWo+y9V3P82dm3uYqYA0ZTIpREE1BG+++SblchlT2Gi5jcgkSVYooJmmiaXrBfNS0wtPnWCCbrm06mWSPGdt+yxWUmS17Xab89vLxFIw9CNev/GQJMhYai5TqRqM/AC7WqKkVTjef51apUWWZTQ6a4RSo952kFKyuraM67oFOl23iOOpIRIFztRa4DGJKQh3JoYlFuZokaQm30bQfuIX5OPMu8XHxV04lWu2dPw05mQQEI/6xEFOmkukTMhNl7F3gh5PMLSc9oWnyZYk+1/IOdi5x6X2RS5vneHBwz1Wz26SayFhPCn0EZOELM6QToXeuMcXP7vHN778CrpV4+JzV/HTkPe/4wW0MEDZiuO9Y1A2oyBkabnF/r0DdBSZbeEFKRXb5uHeQ3TLoFGpUq07mEJhl0FGGZrSkEmKkecIS2AJE6k0rHKZS+e2aS4ts7PzkHPLyxwdHVHeanP9a29w3G9xduMcyJhOu0FcHSEr8NTlDW5cv0FV2AgEIxmQ6RWSyKNSLbHWuYAQLVabVcbdHMe1EY6LrmkoVVQflFJUNBdTU2ikaPkUqJHn5GmGyBXIHJmn5CpDcUo5ybLsO6dTA49yNWaV/8UzZGHeA6iMKLPpBn3iIMWyXKIpAMOUPlpjjeTwBlJpbJ+9yrnU5OupzvHBDeIAkhRkGBAPhgwsk+XlC3OImxCCMB4TeYpLl89zZmmFp17cxIhjru90+eq1u1RcgTfJWFtdYvfgAZq0iEydXn/E6/fus9RuUXZddNPi+RefZtLv4bhFr9g0zQKmlWWQFjjLPMvQpYFlGlgVhyROKVVLWGbKykoN1xVcuLCOY+h84r3vJQpjHFdg6w5pMuTSxjK6qYiGXS6fbzIJJAeHE4QQOGYNGR8y9jyc+jnKqw0qrsEon1BvNnEcp2gVTpmHM/Zjlks0XcG00qEWMussy8imteJFeOB3mHLFozviDA7/1h9QEYY5oyDG1HUmQSEq5XkDkCGSDooKOiFHhw8RlXUq9QaBtsmFTocHh3dIRhXGJz1efO4ZNre2yPOccrlMEAQ8/dQ5TroBS6stRvs9jndC/sXnX+E9777Ie184hx8o9FjyO1/4Ot+4eZd3v/wsE3/MmQtbrK630VTE2uoSY3+MrefkTqkQPa1aqLQoXdlT7fHQn6ADeQymCVkaYlJGKB2VaqwsNwGmhLaYXElMx8LVwDE1pNLJ9BwMEJYiVjm2IdnqlDkcSlSWYxgFa1O3HBJREP9N4xR1v0iB1XUd09DQ0SBPHpmbLMtI0/SRhFNKiTY9+8PbK/v8SQiW6kKIrwkhfmP6+JwQ4hUhxG0hxD8ToijTCyHs6ePb09e3v8XfP09sZgfnxS5NkmcFwcgscdAfIjJJf+IRB9E0jEAqFTopqBxFzm/+3f+GjlOhUm/zrivPYDWaaKUS5eo6QTBi9+CAw/1jECYIkzDK2L13gmtKPvvp63zpjSOadcnHXjrHoJvyS5/6DL2jIQfehHLV5pM/8Ameu3KeF69cxEVyZmOJ7e1z5Eqj2WyRJeDWbGpNB1OAqQks3cTUFYYppjrqoCxFGMcY2OhWjiDDkDlpGCOkQsYpusyp2CYVVyPWMqSuoQwH2zCxEdRtsHUT3bTQXIeVZQfNSMm1KkLPaVar6F6Cblo0aiXckvOI/Ydt27iuW8j56fojteD5zjj9l8uZj40EcqRMUeoP2kDeevxJIMZ/Fnhj4fHPA7+olLoIDICfnj7/08Bg+vwvTt/3R4xT8aLZYpz5p8zu5NnijKKIVqvFcDhEpilVx0XkOaZm4jhGwXeunEEIhebfRvr30AwTS3PxY0UqdU4GPpGf0Wi0cFyTKIxJk4zxaIKpK3beGDAKPD767i1O+kOGXsYHXnyKn/7k+9neanJhpcI7nnmKtVabkqFYapVoNcrTnSyiVqsjU3DLFrZtzncXx3Hm5aVZEmcYBq7rFvyZpCitLMrgzbg8mg65yrAdk3KlwtRblDjJSTPIhfbI9Zs5VGiGiWGXyWWKrcOwO8KyQGbFbhbH8Xx3XCyMz673LHFZ1IZc/P7bFb7/Yy1IIcQm8H3A35s+FsDHgE9N3/KPgE9Ov//B6WOmr39c/JGE3T+aHSQWSF77e4dFC1AWHRzTNEHTyJKULJgQ6Ra5WiJH8Uv/40/QqhuESkGmY2tlKuU673j5uxgMBqRxiCZMwiChXKrRPwl5MAr46MsbZKnO9vY673xxE0Mbo5s2TSOjZDjUS4Lllk67WSENPGQSEEfp3LDJNE3KFYdWu4lpFpqSpqVTr1bmUjCzhKBSdqmUXTJZaF1GSUaumQRejCamodS2yfKcIA6Kz4oiVQphmCRKIxfmI9LQmjplKqIErVqVpYZL96iPrYNlFaxFx3GK76dUBV0/JXAt1oVn5De1KDrFAmNUPOoQ+0eNP+4O+TeA/5JTAcA2MFRqXgmdCdvDguj99PXR9P2PDLGgMe5PqaaP32VzKoMQ6OgksUQqMHQbu+RSdqrojs4oDAjSEF230fIUdBuzvAwoTFOx//pvkyYh1XoF26lQWu5w4R3vZefeA+IoYzIZE4ZhwaPRTK5srzA4CTg+OUDLcxxhYeQGhq4YKoWfpaALNF2RyoRavYFpWDiWgVA5FbeEY9oYmsDSFRXHwrV1ao5GyVCYSiPLptQMTaNqGzi2jm5Amkb0hmMeHPbo+XDr3hGjccJRb4IXp0jNRKYpQRCQqpw4SwmSlIGfkcSFZ05etJpBFgtpdHzCxsYGMh3QWe5w3D8iJ5+3Sw3ANg1MLUdDovIMkQvIJLmUJFmGkLJAlOc5iOkyUDq5nqNEhv6nFbKFEH8eOFZKfeXb/R1vNZRSf1cp9S6l1LvK5fL8YDyngy4oWMw4wJZlLejrOPOeq23bdDodMssgN3TyJMVutxHWGmma8a/+t7+OY0rqzTJr6ys4VoXzZ5/i3PYFcpK5KkWSJEy8kIqjMEs2ZzfXaDdr5FmMWysxCRLi+FR2ZDAYoAwdP4lpLi8hDcHIT4gzk517x2g5ZFGMqQkcW1Jv2NiOweHBCUppxDIjRRFmKWXLpiw0bNPgzEqD7ZUSaRJgWw4P9/tMBgmHuwNODkec9HzCSKM/iJkEEj9SeFFGnOkEMXhhjh9kZEpD6DaYhd+16Vi0yymfeeV30MXpbrqYsMx2v9mOmKbpIzTgx4VlFyknb8f38I8r6fwDQoh7wD+lCNX/E9AQQsyy90Vh+7no/fT1OtD7w/4DpXgke3ucEiulPHXsyiSe7zMYeli2Mf+ZXq+H6ThojguaxiSYgNYADCqtc4yGe3RW2zTbTVaXVgqR0q0zZDLGMKdWI3nO1rllSo5BEGTomuLevbtUq1UGwwlKaeSqKI00mjXWN9YYex6lcp3JJMHUSgTjnP0HPaLERxPF2dbQoeQ6xFISSzBLFTJN0uw0kXmOQiOME8qWje/72JaGo+e0zIRaxcQsuQh0LMshCBP8IEbmGjKDKA6Ik5A0CRkMfIIwJQhTRhOv0CdKU8I4wS6XpudFiS9DhK7NE5hs1qaV+SPJyyMws4XQPRt5nqMLgfZtWLF/2wtSKfVzSqlNpdQ28BeB31FK/QTwaeBHp297XPR+Job/o9P3/6F/8uLRY5FWOatHAqS5QjcEmUzRDBOVG5iOju/7GIZBq9khS3PqjWVwBHXbRFRq6M2LGGvL/No//FskUYhTKnP+wlkq9RKl6hI33rhGnIzRNIFumrQrLkmi0axV6fZGVBstxn5GkgiyrJiQJIaTkwHD4ZhGuUN3f0TvyGfvwQlxHNEfHvL02SXObNVpNXXqjsX+3oidu2OuX+txPEoJM8W1Ww+QVpODfsbDk5B7JwO6/TG9kc8kkQgdJuEEI1f4UcLh0RCZmnh+xtFhlzTMiBKNOFBEnsQPJV6Q4EUhMheEXkgSZjx17gX8kcekP+TG/R22z11BN03cchVdK2B3ul6oceRZhoxiVJqRJRFZEpFnyXwxFoS7lFymRWhPs/m5Uvx/XIf8r4B/KoT4a8DXKJwamH79JSHEbaBPsYj/0LEow7foPTPTSbQsi1wWIWEm9DSz2p1xQvzxBCS41TojqZj0dslTDXf5LFapDvKAYBSQYxL6Efr+IWmaYeoOURRRdouzqud5BEFCpeagNItMaSRRShIJhl5ELgwiLcOyDOJYw/f7yFQw6I0J44hmp4ybCVQm+OJn7tLNMppVHb8Xc3IyolqvoQyN0aSMlIp+7wGBNyaYDMjDESudOidHA+4+PKRh65y5+gxeFjGOCpGrwWBApmtUHZf9oy52xcVAoAuBoSnCyMNydJIoQpKhaTmdpTXS0GO5bvO7//rz1DYukbRKmLUqIlenlsNqKky6EJZnO2U2JbwtukEUlFjtkWPWtzr+RBakUup3KSzkUErdBV5+i/dEwI+9vd8s5mfGNE0L8SR1avRYfHhtXpoIvAkql4BJq1EmiDPKlRKDPZ/9g9u0nnk3SijC7i5aNqF7knH+vR9k580bvPjS+0jlhP3dLg939oGUpy5c5HgQIZOEWMuJogjbcsAQjEYBw5GPlk/7vgiCsCg9yUwxGY0ZjkeU3DJpluIPPRrVGtev3eJg0OfTv/XbJIc3+MT3fpTaxkV2D45AODRrVXS7Qpom+IMjpBzRKGv8s7/3y9A5j2XU+IHvfy+5TDENQbNZ4ajbp1SrMhgM6KcpzUoZP4koWwVJK8oT/HDMOAYRJxhC0qhVkAhqhuSrX/sSr9+6zQdWzjMc+XQaZWxjem4XRa1DE7JgHcqEKEuL659lyDyddm1A0xYW7DSvlVKiv40s+wnv1JzeWTOA7ix0zxxiF88uYRCg8owwCug0GwwP+qhMUms2mfSOMdOUoLNMenCTNNRwq+fYfbDLy++1uHHzGldeuEzDLZEEA4TQuPb669Q6W2RJhpQ2MssZDTzGQYqum4R+hqYFhOFUfECY+F6IlJLjky66rjOejFhe6aBP4f9fv/4Gg0nMuaeeYdCpcePuLru/8RugJfyFv/zfMxoNySYeeRrSqWT81m/+X1zYvsjV93+QC8++TMtxqDkCb+SjWw6OLTh/dotbd++hpKQ77GE0JdVWk0l/gA4YTpEEdvtdOqUKwih2NN2E3/3cvyTTFaWVNZob65AFRT9bptMze7EghaaRpQm5Oj065QvJitBONSK/HRuX2XjCF+Sj0s2PQ5pmO+Xi88VuBe1z6zw48RiOPQQGplvh6Ctf4Pkf+STf2LlFxfKIhse0zlzixp2v8fGP/jCmpdFe77Dafj+f+uf/My++40IhXOUFpHHhkhD4Y1J0skTh2CVq9fK8cD32RnP+jycDNKVx+eJFVBZhAqar87E/82GyBPwwxMveRXfvPu1LT1Ou5PS7N4mSKmGiUTZS3rh7h+eff57zF57DabWpmDpCecRhzlJ7hSBJGQcDRt1jlqoWr956iNJ1RpMeA2+CnitWl5bQLYFjVjkZDwo5ZiTCMsnTgM9/7Wt89w/+IGfLMWvrK+SjIVJKzDmtGDShITkthi+ieWaRSik1V64oiuKnyP63k9s80do+KNB1gWEKsiQlT1JMoT1SRsiVLIrEWtFFcF2X9bUN6vUKJcfCNCwwHZJEgQyQxz2ufOJ7mBwMKbkOugFf/xe/ii4yZJZzNBqxs3NAnit0w0BoJpblEKcRaQ5hLPG8hChNOBockMYRsUzphh4yTzjpHvGw3yVOIixTYIgMmaVMJTZwdGhWdDQ9pd2weerZK1y9epVWc4vDnkQGY3r3bzHsHaO3ljDrS/hZxK3Xv06e9Dne3+G1a9/gpHfA7oNbHD64RSQHBHLIalvjmaubfPm1r3D84AGWa+O2qhhGIeli51CxbCzDhFySSEGlusJwEFExTIaHR4ziGAMLTRiQFQnJTH8SVZg6ZdOyTzJffOKRduKiwOzbdYT9/8UOmSQJGqfNfPux12cnlGqpjGYYKFHUDlVeOGHlcYLmOOC0ufHVr3Dhgx+DrUu4jRZ6HGO12/S7+yzpNqZt0ejUebi7zyeaLaIsJ0kydMskz4oEKpOKRrPKWq3DoDehf3SMYRi8+sYNnn7XS2y4NpZr4toGtgVpmOG6DoP+Malr8ODBA8qlKlEaF04K5RL3H+6wurGMSCSlMKe+0qHacAjGEzKZ8sKLz3O4+wChMmotk4Oj2wDopsVkeEKmKSqWzfZSlReubHJ0dMArX9zjqv8+nr60WRxx1MzJVZHlElPX2T57Ds+fcP7MRa7fusPF89v4YYhlQck4ddTNF3bFPM1OLVreYs4K7MFp2P7OcWGAbyqqPh6i520pXWOp2QQh8MNw3j+e2bO5rotpuRi2yVK9wcYzL7CysU0cJ1TaHX7tU/8EW1ckXog/DHnuufc94i4wK8IXJuuKNPTJooDxZEKocn73S6/w7DvfgSlDUi0hHHVJgyHxpEvJFfS6uyy1yxyd7IMmGU+GpElAHHnYpsH5s1toShKpiO3LZ2mttRiOe8RpAEKyt/+QwajHhYvbNFpVUhlx3D1g/+QB3ZOHGDLCLjvcunWNellx+fIm9YbGcrs+t7GzbZsgjtEsC6UVu9rGxkbR25bQDwIUOePAR0zbrnCKuHorKgmcIsbhUf3Oxfrxtzqe6AVZ+NRQiNw/Rj6fPZ5586VRiigJLNehXK0SxzGbyytg6EhyTKeEwiCVOl///c9iuyajcR+h5WxvnqO9XOOv/7W/zI3rn+P27ducnIxA5hhSYJomJgYyU+iuSZSGWLaJF2sM+n3euHWHj33wEzRaFs3lEiUrYTw+RMiIKBgSTro4psXtWzsM+xMajRqVeoVcM1jZ2ELTQamcNJGcHPexbR1D5RztP8QxCrDs2Jc01ja4vvcAEg1bs2jWqpy9vMX5jTVimSFEype/+gV8f8hgNGFlbYuEFLfsUDZzQplhlysYuY4ldcIoI4olaRDiTQas1iqEuUAvVzDRiJPT8JtkECcJggyVphgU4VVlM8RBBjJGUyk62RQVD0Ipsu+kkD0bf1iDPk1TbNumUioVfOEp2EI3DJIopmSZeFP7jWarRe/khJpb4m7os9JqMjYkW1uXqTtlPv/ZX6d77TbIMT/0w9+L550ijoqExadcLtNoNLh5dx9Mixeef4Z6w4bM5+jwHrqQDIIAa+IQhyFr6yuUXRsmJi9efJGdnR1qzRrDyZg3b93AcRw+/OEP8/rrrzPxA+7evs/Z7S3OX3wZYhiPI1564SK3bz6kUT3L3fu3WV1boewohgc+w/6EeDJi99aEe7shlUYT08ool8usLHWIvDF6Scd13SK6AJma1nOzDC8MaDYUzVqdpU4HNIllWYRTeNnMUe3xjgxMd0FkUUSfPjcr9cyB1G9jh3ziF+RizXER8jQbQggqlQqDXg9N5qRRhJAKoVfIBNRKJaIonBdslWuzsrpKGkY0VlcYd48xfYlXjhnEGbbdxlkZEx0U4T4MJcI05mIFpmliW/Yp8sUy6TSqpHICIqRUNTEMk5s3ruNaGolMiW8NKbkVts+eJwwjauU2x/t9WvUN0jSlUq7xe7/zNaIoYqVxCZkp1lvbBKFH73BAtdKi/yBGS0wib8KVrSvcvP0mSmQ4ms7JvQFXPvQB6rUG58cjZJ7T84956ulnCMYpjUaDaHyM4zgFr1rlRHEOWYbIJEPPY0XAim4yOD7hyrueIvXHWIZJkngoinP8rId9Sh+ZYgt0jUyeQs8WX4fvMJIXnIJ0Z2Px/KgrSKeH9WoFFBovnO9wOPEpWSYkKWKaHVYrdVI/obbcQqtVSE5CfD/jA+96ir2Te2xffoaHBw+xGzUOdYswnqAbJdJpDdQPo0JB1jYZj0fUG1XatonIE5IwJ5QhoTei60eoNMcaB6iJB6ZDpbTMyYMTolgyGvnolkGS5lhmnSjoF0XnRGCgI2TKye4DXMumZijwQ7585zavvfIqRD5UqiAlG+sbfOTPfhcvnz3P0voyqdSplx26vSOaS9ukYcbm5hr7D44wpCQROqVCfQGVxsSZz2/+/f+QZ//CX8UxNXwZYcSKvfv7bC3V8bMQleSYQpLnIcgUkT16LlRCgirosczNUkEhTwUevnMK49+sO/gH6UXmgI7ANBLcksX+7X0c10aRzSH5uaZhWSYnR0dkSqAcm2A0IUp8clkgtSWgmybBzm9xdPRrrCxfJolSojDEsmz8uAhjtUqZYTApBAmSmEa9jhzAzuE92p1V1l9+jopTJZz4HN/5PP/H3/kZbKdEpf4CunUOP9ZRhk6UQJ4kmJUGZzYucOfWZzGFSRom/Hv//s/glnRUkvJd72jx5z78MYTwsWwdqRRSE5wMJ9Q6dQxToFkmYRSTZjF5qFhb2STLMsquzc7eEe3Ni+RJShBMyLIEOdVbFzmoTGLrBmmWsbOzw/bqO4v+tBAFMnxhd5yNoqxjzcXtHx8zLx3Ud8wOeXp+ezyzmxdkxanDfalUolmzyJSkO4hYtxX1Zpmj4zGWZVGqVdENDRUHhOOAtXMXefnZd3BwfB8NiySJ0S0Tg4J89ZWvfIUPfXAdwy4VUtFZPnU8SDg4OCDBwrDNuRGmBlx+5lnMWKFsjZV6mUSzuPiR7+e9H/puTFHh6PC4KAOZLdySzfpKDceFXneISi20P/txcqlIswJgXCqDbqRosoJINYRmIzUN3TbwyRHaCNsxsV2TiR/juBaWbVBfWQEgDEPiyMcsFYq3aZaSkyJlRpIVwvy+76MpRRQE6E7h/NDv92k0qoRRRD4tvS0axs/qjFJm853QmHKyi/la9Dp/6wX7VuOJXpACQZ5niMfUzh6xChFTeQ8dcgEvXt7muJfi2hbrtSpf2t8nnIRkApZch37vBMcSjA7uc/YdL9DrHZDHERgVcsPA1Q3KU+m/vfu3MT4k55hA1y0XDq+5CbagYlnkQmPpzBkQiq3NM4wmA2I9oHtyyHK9g1VzkHlKrdTC1GDjhXU0pWObFkmUE44Vo5OQWqWD4aRYtoFuCJQw8P2MzNfw/aKQrhkZaArP98lDyID6UgMpFGmW02lWOdjb4+H+AZuXL+KPQ7xxRDzco1yqIZRJHoZMxiOEinHTIuyubWyiTAMlCqs+mUnyKbVVGDoyEchMTRedKuqKIp8bDUiZokRCFBfI9kJAoECa50rCW1Yr33o80WUfOL0bgT8wXAOgikV7ZqONP/Y4t72OWWvScApI/tLSEsPhcO6cmkrJhc0t7t94k8DQKDcbVCRUbAcxRRZ1lpvYjoGURWibTCZzeH8cx3NjIykLs6Q0TVlaWmJtbY2NtTMFJ0bLccslBqMRu0cnfPbz14kjGIwCJmHGwPfINIMwTzkajEmkhlOuc9Qfk+gKu9WgHyVk1DgeRQyiEMMSmDaUaxaVSgVN0/A8jxs3bmBZFi+++CKB7yOAwPcLioFmIpNgahmSkGYRSitkT2Se4Xne/DPN8AKL4/EI9fiYdWT+OH1seMJ3SMXMO+80bC/ujovkpSiKSKWkZusMJh5rW20ODo8wLG1uLGTZVkFqsm3sTovX3rjOOI3ZqFRo1Ovs7+1Sci1yp+gFZTIhjAI0wyX2U4QwSNIUtJxGo0Gv18OwXXw/Lghm/SG6KfD8EUmcoVSOMAVhmmKVXMq1CqVaiXsnA5Bg6CZRlKBpkmapRn8Us3d4m+1zW2hGiYMHh0ThLif9Xfx6mWq9zHA8pLa2wdjzKJfqxHFMuVZFCUGpVGI8HtPa3GA8GeGNRuRxSp5mZLmBRUh/3CMMA1xbcNy/B5yKLhiGwXA4pFQqEYYhtr2CNxk9Yqo5h5dN+fFzQMX0iAGnqiJzSee3YeD+hO+QYirTfErkgre2nLMdkzyVaGnGx9+5yTBMSJXgYFD4xGh6QVxXUUx3MODf/smfQkUBJceiVWnTKTVI4uIQbkzbXtXGKnfuvUE2CUjSiFwGOHqCQGI4BnbVwTA10iQjS3KcskEQejiOS5InpKoouZRKJYRp4iUxhm0jHAO3VibKQnQbYuWxe3CXUjmlvZLjB/scHd0mzPp0+9d59l3rrC+X6ff3aS21IGFelgAAIABJREFUCHOBW2tSrTbJNMEkHKO0mLPbmxwdHZHniorbRMmY8WgX0y2RDSaEfoKMI1xMbCZ4YQCALmwcx2F/9w55FoNMKZdc0jimZNmFps90M4jzQiBg5vSqadMjE+Y8887zAoiiawamYb2tss8TviBPQ/ZiA3/xPLn4falUQimFoysqasJyw8XSoVwuz5HmZr3G5qULfOPLv4dTrWHV23MedKfTIRM6juUAIPOEO3dvI7RiR46iiMlkQpZlBEGAUmru2DUajajVanPWnmEUjMI4CQkiD90UdJba6LpOrVZDmDm5mRETMhg9RBgevdE9Xr/xBcbhPs0lE036RJrkt37zt7izdxdMi2GY02q1qNfrhQiWYTCZTOj3+9y/f58LFy4QRRFxHOP7PqVSiVwKdF0DTZLEI+JwwL17N07VP4xiVxuPx/T7/fl1tW17LvK1yJ1ZnI/ZHC0KC8x+/lGVum9xvr+dRfKnNh77MIW33qN/8uLdN1scQuRsLbtsrrTQtZyDg4OCCCZzvNGID77nvTy8fY1ae5lUK9QiZkX3ROikSfE7a40ymq6IYv8RYc6ZPneSJPMLbts2/X4f3/cRQtDpdAiCwkHLcU0ODndJs2gu5KSEoNFsU67UaK1tkVtVhoFkEgnu7XW5cXeP+2GEMFzc1lmOA4feWPLU+atYljXHhM6IWGma8uBBYRqqaRpRFM1v5ixRCE3RGxwhZUgQDNG0jFazU1w4UTiU9Xq9OUdcysIe7w9ifT7+3AzZM8u+Z/P1dnZHeNIXJKfqZ7quzyH1M7dRIQSZJsin7o6u65JlWcEW1HQsEfGhl1+k5NQ4OdkrxDezmK+89nX2dx5SLTm0Wk00TDJZMAxLKIbhGAA/yrBcm9de/zITb0SQSjQtwzQkaegTeD5pHGBoipJTgHPDIGY88kjCHCU1dAMe7u3jlMp0+wOCJCBOMwyjhJQ6llXB0Gzq9QaVZguZm6xsneeNa3eIRhGlcovtzStsb57jhefewWg4YeAnSN1AKsXycoNKxeLsmQ2evnqFzITROGU8GiDyFJHFCBOO+gfE/hCVRsTREf3egOHgBIDh5IS6qxektTDAdiDDJFMS9BwlM5SSWKaGoxdaRLM5mf2bMUFn84RQWLYJ4u1RGJ74BbkoqzwLH7OwMLt7F5Md0zRxXRfD1Gg3bZZaBs2lJrXOEqkm+KEf/RFkFPPMU0+xvL7GmdW1ecF3BtSYhfCq47K63GI8PMTIfH79F74XTbf433/+e0CT/OrPfxQoeum+789tiH3fZzKZoJTCDzwaVRd/3KfdqJCkIe2lxtzVwfd9kjjFscpYpsuFy8+j9DrlxhoXt58lCQSNeotWqzWf+DyLUGlCu1ll585NktDj+utfJ88TXNNBExEyDVBoWKU6qYzIkjF53CUMhkyGfXI0wlk5JjpNPmaU4iAIMAzjm9iEi9d7NgeLteHZonwrnchvZTzxC3I2ZtD4xxHLi+M06RHkqU4yCTCzmKVOAz/JuHT5Mnd2dugeH3Pti19ACoFBodYwHo+L4vd09wXQ0OkdHXL3d/82n/nt3+Rj/8E/Yjgqds/+oAuA53nzM9s8RE9VHwaDATqCkm1iahCFHn7g8eabN8lkEWYLj+olklhSr7bYWt1gfbnDxz/8EQI/4rnnn6VcszBNkyAIyLKMZrWMoeW8/vWvMOgeUrJ13v2O5wm9IUkY0+seUHFNcgEnA4+xNyZPPcjGPLh9DcPUWVpZRU6z4opd4v79+2iaNi9teZ73yLWeNShm13jGg198blGcaraw3w70rLjmT/BQAtKFu2zeP50K2ORSgVSFPa5uze/QXElKIuLByOPcagetpEiPu4z6B+zs7qHCCPfsJVZbK5TdegH+zQrIlJln6FOBgPHxAaVSiWc/8h9hWtBwS+RqAoA9dWhwTYVGTiYVg94IoXSOD7v0+l0s08bzPIb9Po5RwtB04klAq1bh+GAH08hQQuJ7Q7IkwjYsTNOmXqlgOAbnr57Hti2qTpVOu8HqUhvH0Ni5s0OeZrzzxXdy3Dvhwe4+mRRsXzhHrlLapRLHJz2SYELJzDHDE5R3yBc//RlcBFazSbPZoV1eBqBaq3D/7g7NWp1MJtixpFKpkMU+upToKkVTGZZhoGkWlmWg6wIhFDpZYT4qpgKyb6G79KcppfJvdBTIpdPC+CLVcpFiOUswZnezrhmYlkHFsfHClCVHsH3pPNsXL7LUbJGnGbbrEscxzWbztE5pWcS5JJ2yQO48uM84DAizlNXlOqaek/pFMXk8GQCwf7CLboJpa9iuSU7GytrSPDmoVKrUmyVW1ptkmSQjw7R1ts9uMuqfoJOx3Gmii5x2s4atQ55EIGPKVYdSpejHj0Yjut0uvV6PZrvG0ck+hye7vPDMUwiZcO3Vr3Ljxg3CMCxamYZBLkPCsIc/OORg7xqbzTUmQcLW+hmufeM68TQcV6fX4tatW9QNi71hn7JlzwHOi4JfM8GrxfC9WJtcPFuapvlIDfNbGU/0goQ/OLOeZXWaps1hYbMwkYsCLFCyLZSuUTd1huNxwYnx/aK/O6XVep43xzcaRtE+G0+KXbDWboEQLC0vI7QYladsb57hfT/6C+hxzAd/4m9iuwZHxwccnxyQyZhcpeSqWNyO43D79m0Gwz6ePyIOQpxcMjo6pF5x8L0hQkiGgxPqtRKTcZ88z3AsjbXlDr4/IYoDdEPMeeaGYXBwuIttW5RKDl/90hf50R/6JKE3mXtiD4dDLKGhkzEeHiJ9Hz82yGp1JihCmaM0DWUUZ8iDh7vzCkWrXEEvuQhZXONw6pn9OFJ89tzj8zKbk9mCNE3zbYXtJ7pTIwBD01BTtMisPLNY+RdTmqYSOVIpUorODmaOrXTu33vAC89e4jM3e1TdMkdHR6xvX+LeyREkkjAMEKlHmsX4ccDW0jbfOHwFgP3P/i/sL/w93/h/Zt99/x/6d//5/+LTLLUqjMdjltqrDPq7eIMuy0tr2K5OLg2uv/EqrVYFR0sZ+z2Og2Nay+fpjfqkqoYwTEq2QafT5ubNm4gMUBovvXieL786JolDjo991lY7fO73P8Ov/J2f+Zav62f+1+LryVeLr346plVdRpoJhqNDprh753Uun92gVavhjfvE03N1mqaY5FjTTs2i6eYsmkkpMfVCEto2TKT5naIxvoB7VKi5xPDjECjgm0oPQghcx8V2SzSbS1y5uE1/MMCtVRn6Hm6lPDdHmpWKRp5HY7WB67q03v1TbKwuEYy7nNs+y8ndG7znQ38JzBKVRuHUMB6POdy7h2YaCMMk1xxa7Q0Ms8Jk3KdcKmFoGkI1SaIe9WaZhw8fcmbrLJOdEwbDLkdHR1RLBmM/Zu3sJWQ3QciccOIx8gKG3YiTwwlnVqokSuNXfv3/ZqVTwbYFSqW8+trXePCwyU/93IAcgyCzibwxwXDI8fEdVGSDK/jG177Asx/6BLqtobwAyi5arnN+vc2btwKSNKferuB5AZe2t7h75yabK525Dd0s87YsC7WQ5CiVf1PB/PE5sdS3bi33ZIfs6Yd+qy1fKYXKF88mp4VZmRTELjEt+E58n0vnzmKYOvVpaD5//jxpFHPhwjamWZhruq5LGPns7e2xvrnJcDRAFzqO4/Daa68BMB4OGfYnkOuUnCqbq6uoPMEUKSr16J48ZDw4xhsN6HUPSZOI7e1t3vf+9/DlL32eesUmjTyyNKTVblCplIgjjY3V89y/d4ck8RkOety6dR0hBKWyTalkcHK0Ry6TogNk6tQrJQ4ePqDWqGDaOq5jMhz28Ud99nbv4U2OKFt1Gs0SQmhsX32W3mhMvd0i9H2kUlRKFr3uMeSCnJQ8S1lqN1lZ6rC+scbrt+5Sb7SI4xA0Ddd1C5qrUsjp4ltUQpvPxHS+ZqF7lpF/K+OJXpACNRWDP61HSilRZEV5QTOKVFydNvvnCq9Jhqnp1Ko2r79+jTNbW1TKVQzbYjQaceWZF1BZxr3bt4qWomlSrVbxA49gMKTU6TAYdRkMxhi6iYpCojyZAw+gKMSblSbl6hLdgYeZp5QNifK6eP4JUeyDBrdvXONXfvlT1MpVbt58k+OTI9rtNpcvXyYMQ6yyTbc7wDZzAm/C/sEuZ7e32Ht4ROInGLkkVjkSSb1mY5o6D3d32T5/nrXVdeJJgCn0wrS+f4ROjpZDkmWEOZiOS2ftDIbM6e3u4zbq6EJwdmuTNM8YBylbZ1ZpVutopuR+v8dkNGB1a5vff+0WS+02jltBCYFhFJWPLM+ZTDs6s1IPeU6eZQil0DQdwzDRdQNT+9YD8R9XQbfx/3L35lGWZVd55+8Md35TvBgyIjMrp6qsrHlCEpIQNmiAEhLGTBLLZpKR3ahBIDDGaoQRpk0ztGlsGpbXorFFgzEYZJqWAUk0EsgMVkmlqlLNlVWVlVk5Z4xvvPM5/cd998aLREMWWksrrbNWrJhevHjv3n3O3vvb3/62EOL9QoinhRBPCSFeJYToCyH+PyHEs7PPC7PHCiHEL4lKY/xRIcR9n+/5r4ZTa5dwdc/Gnv6O2a4EmE6nKKVYXV3lypUrnDxzmm7Uon/4Bu65+26gikt93ycMQ6SUTNKUXqdDYQyTnQHd/auUaUp79SCBYymFpL+wTFlAPM2wpWRxYZl9K/tJjGB7/TLKTPCIkcWE9Uun6S60efWrX83dX3YLpcm4dPk8Jo/54Af+Cy1PAgX71pbI8hhhM3xtOPXsY3iu4eTTjxBPt4mTba5cPs1ofIXtwQaHj95AXiZcuHCBO+64oxogP91mZ+sijioQysNKlySrrk+702H1xqNcPHsO7TjEM4LupcvnWd7XbwD9i5eucHl9GyMcpqMhW6OYB5+8iDMT5K89Vh0zSikb7HYeG5532zUL6FrWF3pC/lvgQ9baW4C7qbTG3w18xFp7HPjI7HuANwLHZx//BPh31/IPap7dPAQ+D4zP60bOQw01RJHnOavLK0ynU/wwwPM8ugs9zp8/j1KCneEQYwy+X6mdbe1sM55OkVLS7y6wuG+Vhx96hNX9h+i2fNqtLkIqer1FHMdHKQ9rBIEfokSA1+pxcWuH6WhKmY2BCWfOPM+jjz7KyZMnecPrX8uX3XcPp154nhtvvJGTzz7DQw9/kkk64tOPPszW8CLolHG8xfb2ZQajTRaW2tx0w37Wum0iV3Px4gUuXjrH9s4Wr/vqr8YYwwunTnPm9FkCz8NRCu26WOnQ6S6wOZpQGIN0FPfcfSftXpfFxUVOn3qetbU1tHIZ7QwYTyZsbY+waK5sD7k4nHLHsYO8sL6JRdMKQxzt7hnNMi9pM0+uAJos+4tikEKILvB3mMntWWsza+0Oe7XEr9YY/w1brY9TCZuufb7/U2OPhSmxSpJbs+eklI02aqWE5rouyLJJbFzXxQs0Mp2SxBmDJOPEkZvIJwmiTDl9+XwlEFVYgiBi38oSx++9D5VmtNoLxHHJaJzw9u/9Hg4eWK04jEWJG7TRbhsZBLR7i0RBh1a3g++HKBSlyUmmU7LRhOHWBlvrm7S9BS6fv8Af/JffZXlxgY3NdU7celPFWk82cB2NUiXbG5dw0Zy78Cz9xYi//quP8dgjD7ExuMzK6j7Onj/NcLiNMJaHH/wUnfYCg8EExw3Rvk9uJHlp0GEXIxX9/gpTk5Jsr1MgEFmMGm6jJjHnz10i8DySSQJ+RJFbpuMhw7ig5wgee/ok9915G0+e3STQPr5fEYJrUVPf92m324Rh2PxMzMX+WmvcwPvsN/iq9YWckEeBdeB9ohoL8mtCiAjYZ629OHvMJWDf7OtGY3y25vXHmzWvMT6dTnYpUrM3erVqxfxHXV6cJ5wWRdVxePDwYQ4dPtrQqOrSXr/fx1pLr9ermpWEwGu3OPfCadKyJJCKwXDIbScOs7i0wDhL6XQ6jT6iH3bQfoAXtuktrWCEpLWwRIolxbI9GjX4YZqm9Ho93vzmN5MXGUWZ8uhjD3NgdYk0HdHvt+hEDlcunWY0uEwyuszZU08w2jrP008+TFlOeezTn8TXDusXLlJmGQu9Jf7wAx9ESZcwDCkLKFON8TpIP0AqgQx8XO2w2O7gCUMyHDLZ2eSxhx9kbWWRdFz15Th+QGbB1w6Li4sMx2Pa7TZPP/005y9scHo7BmGb6RA11W5+jMi83PY8Rnyt6wsxSA3cB/w7a+29wIRd9wyArSznJRHi7JzGeBBGWCFASkxRVuJHZXVCZtaQU9GqKn0fjbBVP0eZg1CKwhpcP0AWA1hYxmQFh244wv79+7l04SzTvCRQmqDTZjKZ0O90ufHICdwwJJmOOH7jDfRXVvmyV9zLchSwb3WZduCTFQVpnhO2W/hewDQu8VsL+G5Er79K1F4C6ZJlJTs7O+RFpYN+/vx5Tp06xaceehhh4fL5C9x56210ojZJmvPgX/8lTz32CMIWTMZb3HhsmbNnnkJJQ9ALcEzBxsYGd91ygjtuu4319U0+9cAncByHVq+HUBql2nSX99MKe7jKkpgSx1UIJTnWd3n84x9lePkCkJGZFF3EnDt/mWGcEkURvhfiOookGbIxiRknY244fIgTN9/MQ0+fpN9tEwQRSlUiXK7rNmFSY1RSVphwWVLOGvBeilH9bdc54Jy19oHZ9++nMsjLQog1a+3FmUu+Mvt9ozE+W/P6459xCebYJJ+l9fXqJYUCJbF5FUNOxjsYHaCcFqHvEQQtoigiuOEGTp65CEI14vbj8Rg/KCmmE244epBnnzvJ3UtH+aavv592xyWfgJIOg8mYVtjF8wIKykozJ05wXQ9H+4RLbRxXMtjZZDIeM57ECFFVNgY7W9x00xEsJQsLfR5//Am2t7c5eOAAYRAgkNxx+51sb28z2tnBc32W+vvQnmE0mdJfWOKpp5/gwoULrKysYBB4rsd4GtPqBoThIq1omdTEbAyGGN/FnY44urjKXftcnlhp8fAjn2RltU8Utsikx+qBFaZpSZYkRK0Az5V0wqCK00vLgw8+SLvT4/jBA1waTFgIffr9PsPhsFEvHo/HjXRzrY5Rx5ovZX0hGuOXgLNCiBOzH70OeJK9WuJXa4x/5yzbfiUwmHPtn+1/NJ/rEtTVVKZ5MLZ21XVSk6aVulhr8RAiHdJfXEBrzWQy4fkXXsRKF+VWfSg1iLu2usT5Jx/H8RS9hUUOH9rP7TcdIHB9DiyHoBOWlpZwXZednZ2GkFvNdNF4ToiwGqkiugurLC7egDE+ynMxCuKs5KMf+gh/9Ht/wJ//0Qdx85KldofL587jK83g8jbFOOPko0/z4pnzLC+uItBcOH+Zhx78NLecuJ3JMKMVLDAd5Wg3pEQjtU8QrpAbydSkTIucpd4CgRXsO9Djxn1d+oeW+I5v+nraPY8Xn36cIzfezKHDR0hKSY5lod2h5UkGO5dwhCSeJmxsbLC6usqJG4+Q5znPnRujHIPUJZ1egO9Xk7+CIGgy65omOJ99X+v6Qis17wR+S1Tj404Bb6My8t8VQnwPcAZ4y+yxfwx8HfAcMJ099nMuIaohlNicXLukeU5+1Zub79mG3Qn3vu8T53bGrA7Q4x0WAkXuB2xsbjGOpyRFgpAaVwrGO1sUuUF5gnbbo9Vd4uKlTdqeT6vlUxhNSwpuPNzm7AUHYw2u7+BFLpNxDEISBm2UO8tyA4fhcEhvaY2w1SJJhgR+Cy1g69JlIr9gvD3g8YceI04GoCQ/+AM/wH/69d/m0rlzbK+vE3WX2Ly4yQuD09x8582MBxf48Ic/jKcF0yInavWw1tDq9sAJcf0+rjC4rmZntMOCUhzbv8xtKx6vuO8EShQsBJJv/ntv5f/54AcwjqIYxfi+z/blAV7ksXHqJFYodCunv9ChzHN2RtuUWUpaFHQcn8F0maXQZ2Nrp4ntsywjL0um02kFEdV4cFmSmi/SAHdr7SPAyz7Dr173GR5rge97ic/fqLiWZYlyNEjxOd1ADdTuDIcYWWV3wmToMsaTIZMkRaA4cvgYZy9dRiqPjUsXWen6uK6HBnI0+SyhijwXJcDRVcD+VV9+C7/5/ofIiyphmE4SoiiqSo+DQXVyDod0uh0EFQxlTRtX7efKlfMYUxJ2F5jkGSsHDhGPxiglybOYX/mFX8JzQz710KMgJfnWDvv376fb6XD50jrdbreCwdKMKOgAGifw8VoLROECAoVWHmVuCENNv9fl3puPct+tS/QXPcgsQ9/yyld/FR996BGOHNzPsxuXWGm1Ud2A8Znn2NjaodXtsRy1QAg2RwPCMGQyTQhbEf3eAuvbE3quQ+CHmDJtJK1r8nTtbRrB0vxLpeuw5jfO6RDOM0525YP3grU18bXT6RBEEYPNCxTTAXoOlqil/FzXbbQf+/0+6TSh1d/HmWeeYKETcXBtmcCVGFOSFpZIGe68ZQkjJYHjYkvJdJwirKbT6TQU/o0r2xSZRSqPsNNFaIfOwjJWu7SX9hEuLJFLB7/bpxAeQXuZbn8/7e4iQatNu9Ol0+k0jVxRFDWMH2MsRVHiOh5ah2BdShy0csnSgrKw7OvtZ+PSeV5x1z5W93dwHYHvuvS6EWv7F7j7ttspshg7HTHcvsIn//wPeeLTD7Bx5Qqu45BmGZcvXWLf4hJ5nDRlw+3tbYbTCWYGwdXvt05cauinHl9nraW0165ccV0bZE2oqPUh69gQdjmRORpjVSUU4GhKKvm3GpaZjsdEFGi9gMgSorZPb3mFrY0Nep0OW4MdvEWfK5tbKCURsqDrFbRdyy1HjtPWisj3EKbA0wJXCb78vn0MtzcJogiRF7ScAJlJ8qysTkXt0Vvsg5K022163QWiziIHDt/E4uJ+gs4+3KjH8tIK+5cXOXLTMYJeG6cdUvgSP/Lw2xHtwCNqBejIY7HXouW7JKMJwtV0l1awYQfrtIi6CyilSLVPP2ixsLCAlJL3/C/fyepSF09LAkcThoa257PWD/i617+BMyfP4E8KTn76I5SD06SFi5sZnn3maSbZiMwKyHJGM81Ha3NW1pYQOkQVBZHvNPBa3aVYZ9zNPEU+c9vyZ1vXtUFevepg+XMFyTUe6XleVSd2XeK8QLuCXqTotUNGo1HDUBkMBky3hxw4uJ8in5BMx1y+eJ5+p83NJ24DMsRcj4gQgkh6/Ni7Xs1knBB2FkkpyHTciCvV1Yp2u02WZWxvb1dJF5J2Z4HllTUO3HQ7qr+K6K9CexHZ6uO2F5Ful15vFUc4FK4LjovrB0zyAhVUI5X7vRXGqUG3+hy84QiuG7HQX6GtFDIMcNwF3nj/PRxoe6ho133WuKDvKPavtEiunCKdbjI8f5re0iquyDh05BjjrREvnrzAeDTBi0L8uYmydXm2VhOu1zz/sU5A5yevXeu6rg1yvvcX9s47nJcZvrrpqHbbWZaRJAlO1CJJJ/QCi0kGtFotur0+QRCwtrZGS3msHdyPlhmOtGyuX+SF555Ghy4riwFm9j9rVrqRsKzgn37PMcpyRDv06Ybt5jVDNQ0ijuMmnhqPxwzHY0aTFOUEOG6PIzfdjb98iJVjd7B89A6C1WMsHLsLtbhK9+BBRKeH7vSQ0kVHHRIrmVrJptUs7j9K1++BdAnbPaT2aHUC3KjHm772Ju69cRFPOvhz7bv1tQldy/5+yHve9Q7Wh9tQWgwuLiMW1zq88r47oCiI04xBmnB0eV81jHPW9VlLydRwWX3t6834hRjldc2HtNZWMntSYkyxhwx6dTdbbbzzbkIpRVpa4qEh8gp2hinj6QBfLkAQsLk9wVOStdtv5vlPP0DkGrqLh/DKkvODKZFQBNLgOQGUFYSkKMBCKiU2yfm6Vx3mg391EcdzaPkhpjR0gja52Z2ro4ULujrhl3qL1Sg216ewBi+vyoxO5BIt3MDm5RdZ7u4jy3NKvd5UPTyvqk3LQOF5+5pGMs9xUFhC7RDnBVl+luMHjxEoM2tBFbjWUFiBEIqyzMiNpBW43Hr3nSTjHdrLNyIdw/Zwh/Ek54lH/4L20q24yuDjsbzUYXimIDMpppDkky1GYUlowc4x+qXnNoyrRuYGsOm13/Pr2iCBufFmu2oJV0M9n20ZY2j5PkpapmXJJHMpKdm6chbl7yNJU8iHnH38cf7sD3+XoN/n+3/kxzj1qU/yD9/1o4QtD+0KECVBEDCZVHLO9VQBrTX33epy5PhN/McPrCNtwXiYUBYQBhFxHCOFot1pNe5+Y2MDYwxhGBDPmEVe6DUbbXmxzfb583QXl1lYXqgAZyHQCAoLjnCQ1qPbqU54W5R0OprJdk6SXOI9P/gGVjot8jTFmBxr8r8hz+g4DhjDQifkK7/yK3nyuTNMzz2G9DtEOiEdbdHurpMmy7iOJNCCCQ4OCisEohiTJ4ZCtfG1bHpohOs0iWWNQ77UdV27bGtt0xc834s9b4jzmj/1zizLsnEZ29vbXNzMOLWeMti6QpHHtHvLWOUiTMnNxw+zefoJ1lYW6C/3MfGYl735TZw4fiuOqylNVkn9GUOr1QJ2pw4IIRAqxSsK7r1pV/HCcSWeG5ImBVmaN8NCa1jIcRw2L1+BokDb6iYMBoOZZIkgbC8QhB3G05JObx9SRxgR4gZ9vHBG5Ai7lHnlJrOJ5uLGc/z4D/49ep4myyaUNqMwGYZdkdH5/umiKIhCzf3330/3wAkuDcaEHZ+Tn/4Y7cBBMSKIpzz20INsjXbYHl7mxrVVQp2gyhhP0cylAZpkph4P/SWZ1Ai5O8ewrsTMdxzCLjCOrZg/pqgIu2lSoB1Fu+WzugD3HF3j4ErAaDAlKTWTYUrLn/DEx/+UeHiJfk+w3F3iox/6EMdvu5Nev8tSIBDCB3TDXBFCEGgHUZSYNAPj0Qo0r7qtx9vfeoAiV5hpTp6k9BaWUaHHYDBoQox0GjNJE9pRRJGkWJMg0xyVZJTDMSYZs9Dv4kjN4uI+igLCsEO7v0hvYZFOu4vutklAMZzAAAAgAElEQVSkpN/roaXPxa1T/Mt3fz0dv0BLhSwEMi+wuUXh7+0cZNYRqEFqza03HeXuEyd47RvfwmT9CnkypbQp6+eep9PNGV5+gocff5ojKyuYYoCNN3AxJEnejJ+r42RPKhwEnlQoUVWubPnSYsjr2iDntX2uTm5q1g7sigjUEEQdS9ZGsLV5hT/6wz/g5DPPNCJQvgunHv0kvk0oy5Tnnj/D4ZVVJqNN0vGEbjeqSA2ewpG7rRL+TKqvVsmoX6bjSHwn5e3fdojc1aTpiLYOyHLLvpVVtja3SeLdYKosS3q9HltbW4xGI5IkqZIC5WIKgef6CKtxVPVZKwdrJJ32AqHTIptOuTgdszM4y8+9+030fblH56dW+gAaJY56zScaeZ6ztn8f97zs5XjtDsIaZGlwheTSC0+TxZd54fG/YP30ExTjTWyR7JHi+0yrfv7PxJH8fOu6jyFr1zg/tb5OWOrf1+2XJjWNux6Px3z6k59gfX2daZLQWliltbhCGl9iJdhHEm+Tb13gyWcvsL5xgW53hReeeIJSDVnqLWLzlFa/ReQ5OMI0J3GeVxe5vslZVqK1wlrQ1qMVlbzjWw/w8//3kPVyzHLYYjJOcJ0AayAKPSJHsb2+wXg8bhCCXq+SV4laIXlmKLIUL4gIA0UcxwRBwM72iFYg6LkeV4qS+44Z3vQVr8EvCpSSJGVGEidoIPB1A2YbdtUlpFRYWzYKbb1ej9tvbyEc+M3/6/8glAKhNLmxOAiysiBLrnD++cfYPPsU93/NG5qWj3oDhDPFYdgNrRRVDw7sHZD6+db/EAZprcWZtcBWzB9BmpX4QTVcPLMlhUiRjuQ3//PvcPnSBbavXKwuuuvS7S+wELUYppL+oX0VIXbnDH7ksbOdE3oek+E2F63HseNHGE6m7O+FCJOSmy6BVEgswhoc7YDcHZcWuIq6CTK2BqWBqOSH33k7P/fLT1H0QkIRcbkcsrLURzjVDXK1j7WWxYXlRi7Q2oprmCYFjnYJPZ9JmhB02hT5pJrWGsdsDXOOHcr55q+5B2VzyiQlSwo8JZCzBMPMps9qrZHMt3vsNvVjBL4D+3qKaVkJA/SikIIYpSRxMsVzHBxHkk8ukQxL/vgPf5ev+bpvIAgrHqkSVStyagqMlUg103wXu/3ZiC8O/eyLsnbdA83pl6UW10JLKbQo+fVf/w88+OAn0MUuaCtENYFLSEWnv4K/vI+pCikLgxruYOItHFHFVqMkq6j5Iubks0/x+je/ldLkKOFXwlVaAraBnZSSuK6mLC1FvhsqOFKCMSipUAn80HffwK/8yrPErSVajsM0UbQcGA+Hu+gBNNJ3URRVp28nJM92p0cIKZFem6gA4eW8/Vtuo+OmlHlcYaSzjVpCk/G6s9k689cRqvBCYJFCImYDA5aXl7m4lcz0g8YUdlfSufZAeZ43hYT/+oHfoywsaZLz0z/18xSFQTuqacKr71k9qEleuz1e/wbZSAbPBAKMMShf8Mgjf82ffuiPyY3C9TRJPCJPDe12G6slvvAZDoccPnQEk5RcOHuB/ceXyaebpPkmp5/5VOWSsgzpuJTGQjpmUoB2VJUpe96sZ0Sj5S55AKAozOziq5n7E4gSkNUoX6Uti6rFO//Jnfz0L/81KweOYDNBMk2JwhZlacmypImFV1dX0VqT5SlSaKKwxXg0Y874PlpLbHGJd3zTfQRALiWyLCgxaKVwHQdXzqtH7J6K8yckMGPMK4SdMbzl7nCqNE3R3m5JsI7T6+cFyPMxtpT4nsfP/m/vZXs84j3v/QmW1440zyPYVT/7kjkhrbUIXWFfgat55JFHeOyxx3AQs2pMgTEZSlRN756jiGcj5Dw3JOgsUCrJ9miLxf5Brjz3KDoMCD2fwA2wZU7o+cRx0ezuyHc5dvxGQtfSCzWhI2aZn0AICQgMILVEaokpDFIK8qIaIKSEQAFTIRBAL9L81A98Bf/iF/6E/be8AhPnCOkTBDAeg+N4pHlOSSVdrT0fU0JS5CivBbIgHU+4/3Vr3Hr0LmxpcVWJNlAYELONKiVIZdGOmr3aueto5kgqtipvFgiMgAJFSEHHE+SlJfDdhnhS44h1AldXwGRRJXNCCIQDy0s9fvkX/zWmdDlw5CDv/OEfYjzMQDlYC8r9EhmcJARcOneGBx98kHQ8qpje2tkzLwWqOSv16VVftCRJiMuCbreLNJb19bNEYYfheIOFGw7Rbbc5c+aFCjdza2NTZEbNekbihr0jpZyNwKjkQRw0wkJRWCy7PT+mnOv3KS1KSpCW0pf8m/e8kV/+z5/mwqSFF05xbdTU3G08JoiCZqSGxMF1PcbjEWfPneUnv//VtH2LQJEUCdkM76wTk/p9S4pdVY+rsL/59tTqMVViGARBxfhOK3KEttkeSUKgkdWbV+2t0Yxq/F6M53n4Ts7OlXP81I//KJ4Mefd7f5YrOzGR+yWSZQ8HAz71iQcoi6LBuJI0JbemoZjVN6SexVeTK6yBfr8PxkJR4HiS4XiLoNPmhRefpZhWPSTGGIQ0TcyUF05zgxt8zVNIXZ1CZQn19bVWEGeKsvybwK+jZrLGQhAJyIF3fevdPDuB9/3e06RkDfXfcTRSCbSjZuymat73D3/XDbjlDVgBJsmJZYYnJGbO2KoMf7YRruEgaiAfUfW8dDodclNNlZBSYvJdOGc+zp030Pq0rTdEDfFMM4ssS9CQiCH//IfeTm4K/tUvvu+a7/l1bZAAGIMtS3A0w3iK7/u0Zh1881jYfLxjraU0Gd3QoyhyEinw4hLH1WSjMZgqCBeyGkweKB8rK1H7XIGjCsBFSoHWihtvvBnhhWhHMplM0MqdxXsJvnQ5f/4Cw+E6uJYiE2AENXSpACPBtZbSKTnW0bz7Lbfw3t/4BPv1Kr6nyEsfk+SUpUGjGU9S/tfvO8RkBLlhloGDLHVT269l8cDgCIG01eComqBcu+myLFHMaTRKUZX/RJVlJ1kC2kcHgM1Jkwyldyss9WavgfXaEGu4qiZS1Iq7jtZAtamElrgq4H//lz96zbf7ujfIPM+bRKJ2abXYfFEUe/ps6otlhUB6LqMkRhiLcgNMtksNK8uyeszMfUmhmEwmlT5kmuFKRT4ZzU7bGcDrFTiuSygdwOL7imwnx/E1t9xxhFe+5svxvGWubJzjqWcewcxe93Q6xZUR0wys0mwNRsSJ4ae/+whTtcK//a0HUOFRNBGOyjm8L+MtbzjAMAEtwAiD46oG6K60cpymz0hJSCcpYkYRqzNcNXdddjFIiZR2z7X1vIBxHPM77/9tQl8TT3flDusKT50xA41x1sTm2n2HYdiIdtWMoDqpkWZwzff7ujbI+Z1YB9pAcyHqhvW6OlErVbieRymq/lsv8InTApddxQvXdZvenDzPq07F2e9912Oh1caxu5xLay3jQYJSFQhcliVht8PS0VWKNCYMqnhwJ844cuwEb37Tt3PpzAvEcczTTz0EEqaDnD/+kz/j137ll3jdN34nX/em17PYmfAj33EnjnY58+KAu25b4fQLL5KXEiNylNJ4nsTzwBiHv/N33kQcx/hBJUG9uLjIdJyyb3GRD//x+9kafmaeaF1IuNog4zgm9KvX/hM/9m5WlzvN5p+vRFUbtaoy1dSzcu761X1M8wOtar12YwxGBdd8z69rg6xYMdXsmel0ihCCNE1JkqQ5DeaH9dQlszKOWV5bJY4r0mwgIXEsuiiRBkRhEbPyo7AWpK0a6lUVCjiOh/QkUhkcBSLUrLU7nL9ymXFcoJXi/MUXUUoRuR5DZ4c0TZFSsjHrwEuNQPqKu17+KuI45t5772Vna5ONrRf4j7/6s3zlK2/lB7/7h/iz//YRPvLJp3j+1Iv8h996lpNPPc/O5ZP89cf/iLtuu5eiKKrZMbLAdV1GoxF+aUlNzqVLLTrdFqN8m9/+/Q/wta//mjmiya4hijkRLjErqxpjiNptJAIlJK12hEZQCkVpdgdq1iFRnXXXJyTQIBO17s94PG66EAeDQXUd0pfAPeM6N8jaAGvqVk14bcpTSu1x6WVZ4vt+0/3m+z5FnoOxaNdB2eoilzbDGNDO7O3LSim2dud5nrPYajU7fH19nUBIZGmw0uAGQfNalFKNqNU8V1NpyXA4RCqYTMc8/OgnMHlBNt5m7cARvvcffSOu43Pb7Xfzste8kVd91ev4pu/8bnrLLf7BV93Hl99zH8YWpFmMkBZlYbSxyeLyMmk8ItkZEW8lKFuSpCXf9W1v4crWcA+jp17zG7eJJakYOoWpDLRi6UAyzquhmTMj9n2/GT7qui5xHO9RotBaNzNx6v9V48V5nuP7/ku659e1QQKN5PJ4PMbzvIa1rZQiSZLGhdTuumnechwENVUMHOTs1KgGjBcGKGdipXNjQYq8RNpKas/WF9WdPXdRUOY54xl7XGvNaDpBmOoGtrqdyiiLkiSPQRjG4ylR0GEyTPE9h3FShQzZKEaHgtWWx6c+8rs8/t//K52wwxNPPM7hmw+zMy6wlGzvbFbKFJ7P8uIip59/nmN33E1vOcVDoHzB5fUNjt10HMfVpMnn4SBaiVSCyTTF8XywBoukyHKK2RiQekPVm6yOE+sQqQ6jaiZWresuZnqRdXwZRRGj0ehLZ9ZhHbgXRSVAWncHVmKk1e4trSWIooqZPONPRkGAIxV5UrlRKx2m04TJNKUoBaWRYGZi+UVBWRiSOCUMIlw/ZHmxS5FlFHkJxvCyu+8koZJv8Wbuqd1uNxO5ol4X4TqMp1OG4zGZNSSTKaHj0ut0cDyJ1JbxZMBCf4Wg1cPzA9Is58rONijYt28Z5QkOHN5Pv7vASr/HoUOHuPfee7nnnnsIWy32ra3RXVrCZjGXL57h3OUXefbkcxw7fIRMlLzmK1+F0jXOKKoRwbLck9QgFXkBaV5gRXUNfvN3fhvfUZSq4nH6XrRnrJzjOA3Dal6l2FpLkVuwiiTJiKIIIUQTUk0mk6bada3rujbIuh5djwCuO9vSNG12Zr0rPc9rDLXuf6ljpRrEtUpSYJmkCQsLC5iiqruur69z/PhxrLW4rltBO7O/EULwjne8g16v18REeZ5XbPBZbTuO44YhPZ1OGQ6HlGWl6zMajZhMJo2Kxmg04vHHHwdH015aREfhHuZMbeij0Yj19XV2dnZ46qmnmE6nnD59mlarhdKSQ4cOkQ6HCGN44rHHmpDj/vvvbyZtXf0xb0y1HqZSijOnXiAZTyiS3R6Z+vrV7re+rnUyUz9PHQ602+2G1VOfoOUsdPqSOSGhenP1TquVa2v3XGtfQ1WtSZKEdrfb3IA6/qxP1SAIcDyPrChYH+yQmZIyzTh69Cib6+uVysJs8NH8OIv7778fgHg4QkpJp9UiS5IGfirznOFwSJ7ntFotRlvbDXSitWY806BM07SBRhypOHXyJHma0l9aIWp3cbyAF8+f48qVK2wNdtja3ubs2bPk0xhsyXBSDWk6f3GT7eGUG07czrG77mDpwH6yLGXjyhVWVlb2zrq2EsNeHaTa8wAkWcaff+yjrK2tVQUEJWl3WntOtdo4r27YqjbjBCEs4/G4ed557ciXonwG/wPEkHmeN+XAZlr9bBVFQafVarJrJwoJ2i2mO7MZz9aSxylCU5EeZsMku1FUVXWs5cKli9x4NEB7DoHrMBiPKMoU5Smk9CgEhNqh1+kwjVrVHJskxXdcgiAgKwuSaUzYbpGNUzaGVyAZM0zGAGjfR2mXcjSisBajNK1WCy00Rw4e4eDBg3zyoU+hHIcDBw7Qbre5fPky2nUpsgxlLCbL2Rhu4S+ukBfQ7lanW5xMGO5M8QMX16sY6G/7zu8iTlMCx8Ha2rUaLFSkD6g2hOeBAa1dLly+yNJCgJYaSc40Hu0Kxc5i8roaNC+LaIzB812yvNrE8yyrGg66lt6n+XVdn5B1paB+U3VWXScgWutqfNvMddTj3aSUTOKYrCgIOu1ml9YBdn0SDodDbr/9dsqyZGlpqTlR6wtZu3zHcRjtDKDTwneqaQS11rgwlnChx+BK1SEYhiGOdnBnpNUiSUinU9IkJstzHClJJhO2dtYZjrd58KEHyNMYm6cMNtcxaUbL8/EQ9AIHTxlKu4sBep5HPMnJEkOZiya2rt3xoUOHmtrzfNGg/v18taU2nnYU4UmF9jyQu5LY852cNSupFrifH45UG6vneU3PkOdE2FIhrPOSXPYXdEIKIX4IeDsVBv0YlYDUGvA7wCLwKeA7rLWZEMIDfgP4MmATeKu19vTn+x91HJcmGXleEoYhWkuyNCMIXMLQaSThlBuQ5ylxUeIGLabTKZNJSikEjlF4SpMlKbmANDPcfOQoJdWFnu4MqpuYW7LcIiMHayVJPCUMHNphyPrONkmWIKhcVBVvxgyGU5R0kcoyHk7w273qxjpBE2v5Ucjm5ibxdAJCkMw+e76P44ZkSc7USRhvXUHMGN6TGpyXEoSkiBOEBqmqClKaZlgbU5oqC9aey9LaKnLuus3u025sXZagFFIprMmQOiByFY4SDHY26HY6UGiSokRiYeaGx+MxrVZrz0yaGmPsdruNvk+d0AR+C8etPJqnvwhTGIQQB4AfAF5mrb2Dyht8G/BzwC9aa28CtoHvmf3J9wDbs5//4uxxn3PVsUie5xw4cAPHjx+fJQ8FYdhq4rEwDBG63tUKpZyGgVKWJXpW+23KX0mCLHJSa8jKgu5MYcKWJYHrNfXbwliUrMgbw9EIk1bUfc+AH4VsxRPCIKLTaqGUYjQazbA903TgTUcjytk0CYnF7bXoLvbp9BdYXFmm3e3QWeiysm8JN/BwXQehJcaWFVlCUL03aynjBJtmDbbZzO1BUhaVF1lZ6O/BGq9ecsbwKamua5qUlEXCzmAT3w8pSsv6xhalgZqtkaYp3W63MUTP85oYXinFzs5O83Wr1Wpcdj2abvj5oKj513fNj/zMSwOBEEIDIXAReC2VeCn8TY3xWnv8/cDrxOe6ctBk0gCLa6v4nTaHj9/E2toa7Xa7oU7t7OxQFAVJkjQZbe1igijCEZI8ThhmKcLRKAuHjx7AmgJhHZIkaVxNzR6qX1qdAZ9bv0JhDbo0aM9lPB4TuF4jlm9MNda4vmHdbrc6QWYhQp7nuI7Hcv8AN564j5vv+HLaCwcI2vtwgg65EaBcsswggzZudxGcCKSPxW2SNKC52XVsV2fNtihwi7KZITOfXddrOp0Cezd7t93GReAi0Mayb6GPLxXC7LLk6xi+BrzrE7cWwgKaU3O+Bl6N67t2g/pCBEvPA/8aeJHKEAdULnrHWltnHvM64o3G+Oz3Ayq3vmeJOY3xsihJ4pzRcMzy8jLrs0zYa7cIgoBosU+nvYAQkisXL1NmCcLkaGHQwqKFRdgcKwrSPGEwGDCJY4J2C6Ed4mkKWMJOG6EUWVGQq5LUWgrjUtqKFZPFGUVSopWLFYoS0EJSTGMKoLuwgHZdtCuIx2OE8Jo4l6IALI5UTEcx/X1HSQuNEh43Hj3B/tVDrC6tsf/wMUbrOywur1GUJZ6jwWS0WhH7lhZxoza9lWUKZZA4LPT6uK6DcgBZYjGkSU6ZFyjlIOsigNyrxZ5lOdaCKS25gY3tTUxeZdFpNiVOxiBKxpMBWrsIdvury7Js9MXn4bXa+KyRONrF9wKEUpUmktb4X4wWBlHNn/kG4CiwA/wecP/f9vnqZa39VeBXAXw/sFBlgufPn6fdbjMYDCqczUKBpe35hLXiF5Vq7qOPPsri8jJZlrKzs8PCwgLC0XhCUk6mtLo9ytLi+h5W0OCaSEGWV27GCkVF7oKitPziz/8UP/7e9yKlJEnNHkyvdlnxdMJiv8MoTijLSgjUb7XIixJvocvNtx2h226xsryPMPCYTicsLPXpdfuk4xFHbzjEc6eeIz9/mjQeglVM4wTPD5Ciqkx5noeY6efUcJZ0NcYWdJYWefDCBW6/4SBlRXlEWfbwJDudTvO1MYYHHniAwfYmiMq4avH/fr+PKcUeg4NKs2h2n5qKTP0z11EURd15aBtShutc+xSGLySpeT3wgrV2HUAI8fvAV1CN+9CzU3BeR7zWGD83c/FdquTms646gK57qTc2NrC24i1apQilamrKWZbhuxWI/vKXv7zB3XqdDk8/+ST7Dhxgbe0gQlW4nGJ3Fp/WmtFo1LhA13UQhSU1Ba6nyOKC73rbP+anfubnSOdqua1WqwkRwjBE06Uoxji+SzpN0LrSjMxyy+Gjt/Oa176R13/TWyrIZsaAj6KQ0IXhNObDv/97CL/FqedOYQRor9L53toZ4nm7MXCNafq+j8QnyYZoD5xohf/5XT/J+/7Nz3Lw0CK+EPhCksy1Elc44W6d+4EHHqgyZSpXXAPZaZqSxPmMLLE723Bej3MymTSY7Ty2WZYleVk2rcL2JfjhLySGfBF4pRAinMWCtcb4nwHfMnvM1Rrjtfb4twAftZ9XY8OiNJSmql+3/ABVGiQ5HddDS59SQFoWpEXB9mBAnKaMp1PyzMzUKwJuueMO+v1qxp8jJI6QjexzXRsPgoDpdEoySjAC4iJDotkZJAxjixQCJTXT0pClVSgxHsVNCdPzPIy2qFYXA7hRSJyXlMJFdRe5+e6X8aZv+GYCXeKQstwN6bc8VJmSpQUKyf1//1t557/4Gf7h276fdrBKYQVRq8PB1QME4QpGOKS2YppHQRcjEnIzxnU9iljznp/5P/mF972Pn/u1/8TmxGKki1AKV+U4siAtE1IDqREgNSifP//wH5Bn1YztmtFTn4aOK8nyasOXBVgjKxeeQ2kkySx7rrHiNJtSmoy8SHA0lEWCFCX5DJO9lvW3PiGttQ8IId4PPAQUwMNUrvaPgN8RQvyr2c/+/exP/j3wm0KI54Atqoz8c666mF+zSaIoYjIa4bhh8zOlNXEyRTtyDxFgOp1WamVKkY5nCl2exnqVG1Fz2FlNKq3jo7Lcu1Nd1+WRxx6rYCFrWVpaYjCowPed0YjFxcXKbXtyt6qBgxtoup0F3vrt/5hw6SBuV1WJg6gFmiRKSvLC4mlFWYKH5Jvf9u0YkfCnH/p/kcB0OMILFNZ6RLpFWowJPY0qQoRjcR0fLS2LvRa+LfinP/wDPPjISZY7DrfefIhu5OILRZ5Pq77x2aorXcZq/DBiMpnQ6XQYDCoILLMGoRWFFJRKYkSVFEljMblA+F5TslxfX2dlZaUpH9ZyiPUsm2tdX6jG+HuB917141PAKz7DYxPgW1/i8zOZTBpA3JmBvXkCKIN2JUWSoQGTZntaGJSqYqw0TZEK/DCiNAKb53TCcE9sFEVRM6i8Yg+BmvXtVP3OhvZin+3hAE/sak86jkMURUynU6IoIivihg0TuF3CIOLb/sF3ERw4wutf/1rcNCYIqgy+FGBMjqJEao0QgFakFCzpHt/3rh/h/q/9+/z3v/hLXjx1ir/8yz9BO4I8T2iHSwwmVwj9NkpVcspv/Po3stbvEnkOGZa77zsBheAvP/EoL7/vTvb31QzKAWMsFrMrJCB8RqNRI85VEytcpZs6fTxJKmH/MMTaEl87qMJiZgD58vJyQ8YAGrnseR2ma1nXfemw0+k0sEPY7TItcjyl0doDIyhtWvWIKIde2KoCbAMIg5ECIyvibW72NkTV5AnP8yrxgNlk2VyrmRFapKPQ2kXZAreMWOp0mU5TYkp0aHGUi0VijcSWCltYtKsh8vi7L38NR2++i9te81rWDu2DZEwYtXBmvdPM1B20kiCq1lohBNpoSlsRY4+fOMZNtx1Hug5x/NM88MADfPSjH+XBj32YPI/QrS6OUwHib/ufvpdOp11l9whKU+IEmte8+j6SZMIDnzrJHbfeSn1YGSHxQkXUVmTjDloarMjpdrvNZi2LgnCmZra8uNh4IKCBdqTdzbhrZKGGha5WrruWdd0bZE0KHY1Gu0JRTsXICYKgqa1OJhMkFY+xbs0Unkvg+ThCICyY2RFRTz6t+ZX1x2g0Imy30FpispnirJIII1C2ZKnX5rnNLcJwgda+G9i5dJlCW1wvwJQZvtvi8P7DfMOb38zCTce55cteTssJKwkWaZnZ3qyPZy5JkLKprhRFgZzFpcIKxklCPJ7geRH33X0Xr3rFy0n/+T+bTbF1ePyxR3nNfXchU5AOTQekFKClRWuBxuWOW08gTUE1waXaFPFUkmU5SZqhlGJ7sEUYhg1zyfcruZc0TRv+53xiU4/Lmw+VgD0IANCQYq5lXdcGOQ+ubm9vs3///qqVwdvl6EGVLUdRhJhdvJocWkjB9vZ2ZZSOg+vohl5WXzStNeN80ggvXdrZJkkyQrFXec3Rgj/90Afp9BY4csutuG6IYwxpoRlOJtx04wm+8c3fAq7D3W94PSv71/DKEgeDlhqjwPehyEBrQT5zn1or6jaX0licWXwpLZi8xFMVDljanE5U3eCudDDSYouMr3r5XRSZBQ2OFE27gislotqFKA3KGBwlyQ0oJbBG8OwzLzAZT8mSDEUVr4dh2IDudchS18Xn24zr9oY6s/Y8r/E+tQdKkqSBh651XdcGCbvof24MaVlWJaw02+1ALAqk6+BKWTF6ZsJUVimwBk9I2q7Hti3w7G4XY+1OxuMxfhQQj8aU05iWNKAtdXnBCoHBoqyoxq9ducyLz5yks7zGD37fO/nqN7yO//bxhzh24h5e/spXNDcqEhrhOORFhvRACUGalviqUkpDWIwAKQXkFVnBFgW+I1GqStCMEihjcZQiKXbZTkJKvFmrapEWTeuFscx0dCxa6sY9WzGTUwEEJUUhSEr4sR/7Z2hTIrVkkkyb8mftlue1h+anvGLVDHVwMDbfU62K45gwDPewtF7Kuq4Nsq4EKKVA6cZ9dKNWI/NRZ8Z2xuARQpBMpziehx+GGMdlWhYErkNeFshS7dEuDIKALEmrmNJzUWlOmqYEjkDZyjaLsjolXDiatEQAACAASURBVKdyZ+fOnuHjf/UXbO4MkUGft37HPyK1ElvmOEqBUihpMaYk8GblvaanpRKVUKqSXClLi+Mo8rycyfxJ0hnwrsRuru8IiRYSx6lOGyVmnAs0UlRTz5TazWbN7DVX/3T3mlZJRiU09cwzz9DzqkzfNW5Tn67jv3k3XBtl/dx1KdPzdVMkmCcG138TRVGTbF7Luq4Ncn7VeGEYhkyn0z3iSIF2mJgCR1SnqR+GxGmKmU5R1lIKcEpDZir4JwiCPVm2Kkp2hkOE5zbqaU7YQpQlpakEPJUG6XigHKTv4Y8SDh+8CVNasjyhpwXWzNXAKUEJHEciEOR5TWerDalaSgmK0uK6td4le2PLmVG5s89aC4qyRIoKG53xL6qTdm5VhlF9bWffZ2mKmIU6QTgjWeQTXGdX6rCGreoEpe5XqpGOqsmugsqUUg3Lp65z17TAunpTP9+1ruuaDymEoNVqIYSgHboU06oHum45rYa1S+IsxeZF01YAILSDLFNSx1aTZLVqGDhCiKoPxxgwlnGZV/VsazEyYOv8JtM4R4gCU8YIkcNM9MpayFKJ9luoEnwlaLkBNodASRxrcKxBCoVAYg3kZVkJgEkLwkClOo0V1WB67YiG2VMai9ICpQWuovmQCrQjMLb6vZAVdFMbnZi10JiixJa1usRMd6iUlAUgHNKsmsjgVjKXlNYSF1lDRqm5p/VmrfvQpZS0Wx0wGmNzPF9jKZoWk+b0nB0SsMvBfCni99e1QcJuI3qe52xubu4hChRFgcGSCugFYRNjTWYKaDUGprXe0+ZaP2Y8HjMYDJpTt+bzfexjH2seV1cu6q47YyyuhsBTaGnQEnwXPGd3aPnuCbPr7uql9a7rFgJct4opa6hOyupkc5xKS2j+/VZ/L2Ynkmx+JuVuvHd1y2sdHsCu1mMYap45eRFkLYtdPWet59iwk2aJTR0TVjpETtNXVLv2OgsPgqDJwOvfzasdX8u6rg2yvoC1QdQkhnk1C4wlUpqN0bDp2ZZSksYxBshmyrSdTqfBymr2ebfbbZrva+GpXq/Hk08+CewOZarr3fVStkTZEk8JNBZPgSvZVSFrjLJ6fP19bRjzHuyzhVdXC1jNcjYqCHOvRMrev9tt7v9sazRKee9P/gSOX23WuqmtjhnnIR3XdZsya01Xmydb1NdciN2++ZqnOt8gdq3rujZIKRVZbhHSpSgFru9h5gL30loIPOKyoNXpoESl6xN22gSug1Qerq0A7yIrEMgGAPe0SxKn+EGINJZkPMFkOXE8YbB9FompiLzG0PIDLLPhkmqXRFApjlmyvEQ7lZqvIw2+IxDKUJaVQpopLEKUKAVC2AqOmS0hAGMp8wJb2plUdIlSFiwoWX1Ux+jseyGrDldAKIMVBuXUDBz9N05hY+ZmQ1pDYkpOPvU0spi5Zd/bM/ls3rPUniJOCoRysHKXlFJ7qRo/VQLSJMNVrcYwi6KgKL9EDBJooIMoivD9qsQVhiGjNKFMU3RZnZZZkZOWJUWWEY+qDrh4dkrGRU6p9oov1XFODVPU/SD1YPZ6V8/v8Prvta77Sf7/9t4+9tbsqu/7rL3383bO+b3dO2NjO2kwiEDdKkoRDVFbRZXShgQ1laqoVVKlkLZKIBCpUUWioVFFFKsiwbh/VCIgKhAmQEOkFBoJ2mBB0iQKNmBDx4ADjI2NZzyemXvv7/7O2/O2X/rH3vt5nt+dF98Z2zM/Xe6Wju6553denuec9ey11nd913eptHvqB1oGuNbPkg14ybKJ75fdtkxuTevZ5RqTlWu55p5zpp7PZXmM1vrpOfmWjyGLVWU1iWVT1lLa8MH3XCoYZ9gsu2l0hcMgpmbbO6So0IW/BhOND05ueq3f+6Gf+RYsH2Ztn5zI9H2PUQpVlTTaoGxUgliv13iiaHwYYuyy2WxYNw0npqSwftoFcnyTaVM51oE53suPZd3vZXnM+4DWs7sdRzs1Q0VDnGO6pVE8uPLu5dwcK147f3/93wfvz+8zH1uOG4FrsWk2KOccVaWm88uowoOuNWf6y4s4x5dZsOv09BSlDdoUlFWNOTlHlQWH/dU1tbZKHpEsW4nipbt3Y1AtYLuey8tLnFaotickuEJZx/7eJZJ2S7SiLCq6MQLnXgI2OKqywAdHP3ST+MDZ2RmjjnS0wTvGELPboe/xYxpMLnrxYwdKI9jBoYiJc10YCjX3cYcQwKcuP51wzACFlpi0kPUjHWBRJrtei/KOUgQTiy+USmEAjaUyoIKlUGG6mUAEzxF0AboAj6fUTM/JxyQidINlf7XndOWpm4rgFd7NMyJzzHz9AgsUF2f4umYwhnpzgiorPvOZZ7l86QWQQFWXdHeex/ctFoXXEV4bjy3OPCKTvAJwcXY2KWplNsmSvey9x3of+5inCoNlN1yxMp5QCfQDFXJNMi7fttstTdNMMVHOFPOw9NxSmhMsrSOWuJzdPe9Is9se0i7t3Mwun84rzHijTpWbTHqNiUDgwTBh6T6X/8/38/EtL5z58+bz1Vrz0z/905ycnFwTjspuOsNsS+xQRGgE7n3mU7zt/IS7l3e588LzvP0PvJN3vusPcLjacudzL9A0NUVh0FpR+KhY5wuDDY9Ili0iHI9H7t2/H8m5WjOk+mjW5+6U4MsCpxXrk5NY7WjW6KOHas14GLBaEYxG9Nx2sBy31rdtJGcoxdj3nJycICGCvJG3KMlII9taKRbGmPue5/hRmOu9wKSJk8kVEC82XapYs/YQJKCDJ8gS6skxLNNn5Vu2l/z/yWAB/TJt5ziVldRf/b3f8z1RqnB0U4kvf9/5Is/HnXfK5+5ccfGud2OpMb7gySfehes9buw5O1nTVBVKCvrOcth3YKMSnUMw5uHVK260QQKYuqKoSsI4YrLyVj+gi4LjMGCUwiZ98d0h4ooSAr4wtLs9hTaUqXKgU4+JQSD42M+c5qucn55SFSW3Tk65f/c+lQFdFIjWuEDqvsu13YBzFqXyUPOUyIhndJ7Bz8PmczlTJPZ7hRAHDekApXRUeLb7+7H3xRiMJiLcEgX1tYnmJCFglGCUSqq+1+eHi0icTsH8o067qHg80LlA7wPvevJtbA97mno9seazKMLSVWeITSlFLZbCj8gQW2J9cAQs/dClll2H0QGjAyebmt5ZunZk3ZzQ6EeEfpbxRoBj12OCR8qC49BjypLOO85NTX84AsLKFHQI44LvOA4DdhjirpeqBtnd5pqsU0IYPU5ADwMnJ2cT2zzupi71jBisdVg7Tq4uu3PnktGOFutmLUVTGMzklhfDEfZ3+d1wm+eOjvv3HeHyJf7EWYW5fR7LidaTZZqttTRVOR2HTrqWeWeLzOyCXJDMnzMnVpIeC1xcXMRz6zT4MHmGSSO8iD3tuZ0hoxw6DIzdHiUFVs2Af04686xGiHjsYC3aVOiyjPDcQ64bv0NWVYXg8UZPjVt39jvwnkbHVgXnHJXWFKbElAW79njNNedyYdv36KKgH0favpsqMRIco7MRIspCpKZCq2L60bObzPFVzjZz3Ka14F2IWXC6kEIIHPctIYALMRufgOuL2/y97/8Rvv5tgT/7b9/i9/75L/ObbsPQDREAZ3bvy0pHUVzfQzJQDdcrQq+2PvnMM4jIRBcb03lUVQVBrlVjlj3YqirRpUGMLJTh1MQxENTk/vfHI2XdcPHkE4jRk4jDw6wbbZAisGtbRApWpqQxJYUyNKKoipKBQNmYqEAxOu5dbunbnrKZuXz1qplIANmIsh5NxsrWWkdSrg+Y9Qolnt2+pSwr2uNA39lkhNlNknavGTN0LhBEYSQyx8fRUZZ1bInoBvrBIsZgLYxjoB3hq2+d88lP/g4vIvyPf/Ub6O8f8UrTWfAI1roJ5IaIf8Zz8FN8uawiaaNIs50oSonTFBIIb22UhH7/+74XpxxuGLGMFFVFEE1VrhDRU8tqJADXE+QlY+RnGiV4N4L3qKAIGHzQWE8SBRB6ZzkcerphZHRxwMDDrhttkAFotKFzMXvOX35VlLTOIqkn+OzsjKKuUGWBEUVjiqkTcBm0V1U1MVGWpIC8K+aabQiBO3fuTJ8J13fI5a4YDXuZ3KhpZ85VjlzZCAG0aCRowjDw9Mfv83X/wXv5w1/2Fym//C/zNRea0Y0TgB7d5Ywf5s8Hpkw/fyc5M8/e0dpwrcadXf9nP/vZiRaWd7olPzTHksvMfZJsEZli1tVqNWGVGYmQUIA31OVmkoJ+PdQzuOkG6ZMyghuweO4dd0jf0/UDYzegHCinsDZqQJoqGpvdteiqZHc4oIwBo7EEOgdt12MqxehHXAgM1mLrCucC+9S9qHTgH/z4B6IkSVHgk1FamwkMgvcuVWQkGSTsu4ExBGywU6KhtcYUmr4bGXqPT66794q/8zf+Ak9/7B/wsV//AJ/8tR9itVqxKmrERlnp/B7R2CUZ4VwByiU7YyLpQoVMKAqoAGPMxuisx6EQVbBqKvwYhVWtD7jBooB+OGKMIuAnI7TWQhCCV3FSRYgjVDSKwfVQFgzGsD+21CepdJuM2DQ1KrWcXNOr/DzrRhukiOCCZ70+iYnJah1bFeqK/dCjm5pg/VzushZdFqgyauzUq9hYn8uNzaqiTJljVTZTVlkGzdE7ClF0fQsSePrppzFp9HDeMYpilhSJFZ48mDJNJLApSVoY0oOdd977OLVLKcrC0KhALZ5SYqkwpIpKaa67ufn12VCX1Ze4IwJonRlDaSflOnZZmkjbq6u5Hl8XEd5CwsTWAaZMu6lXKTxIjPWFpGGjNKuqxg1DvMCdnSRUcki0nKf9+daNN8gJejAxdtwOPYXWVGVJU1Wx/XQYJuH5+vSEg7dTmdBbS6UNtutxoUcXAW9j9rrb7eIVbS0rU7BJMVOGbHa7I94H1usqYaL91EcSa79xrFzeALJqWu53zvV0YOpPNibWvr3rWVV6utWFoi6EptEYIwyDu+Y+l7ATxF12yUAqitmVZ7edX5tVhHOveqaXxdcVU1ydZxnmz8vfwzAMKOMRH/82EIeirkxBGC07G/mOTgkh9XPnoQSvt43hRhtklufIW35ne1QQFIFCoOtbpC4oBJy31IXBOcvqZD19uScnJ1jvIxH12KGDoXMjh+2eumooTEnbDaggDKOjO44YVVGVNSFlji7Fg9lAlNKTaBOk2DJo7DDEOTB+1jXXWqOVwhjQOsehnrNVhXIDtQYVfGSnO0cgxs5xbk7813lLEKEbBgY7D9jMDJux76euRUjgfEHELoNMMd/3fd/3ce/OS+jSYIqGImi08vQuif6vG7wLk7yf0RVaF4n5W6JNrFIJOsJSo6cqFYWJLRWO1LaQJF+apmG/37+uNtgbbZDAxMrRWuOYBz6GENgfj+wTfuZ9BH/9MOC6qKSbtWqKqozUtdFz7Dqa1J6ZIZiqiiOCQwjcunUrtsX2McZUSlEm95MvjOwqM8gdaWZQFQV6wRJalhcRn1jeLsapEEkiQJHwzpzJ51JiCDOXckl0XRIpjJkTpmUbw7ImndlNH/nIRyjKuHN1XRd7w3WBl8B6fUK/FwpTI5HePp2z1pH97nyUFDRjnNE9VBWqbMAKLszzJpsUMmUR/0cmhoRZ7iP3UGdXkDGyaX5KXeNT7LQuygeA7birnK/WmFUTGUJ1hGQyHJTdVHb1dV1fE08qigfr0ddZMMsYEWZDii6Q6VjijZe9V04iomFlZjjT52f3m3/cvu9TAjHzMx9cGS+NrKV6upDiMcWdcLfds9pU2NFhObA/xLmES1HSHIrk8+2K2AXplWLbjzTrE3Q9Z937/Z5hGDg7O5vO7WHXja7UiDA18QetWa3PYoNS0uOpioLClIj3tH2bpIoL7h+O1NUcEzkPzscdrNvuYpOXHfDB0axqnPWTURa+wJlA8COiDEFF2T960KqcasvTTEAB6z2emdPovce7MbF9BOcDxgcKHXe9MM4ZeF4myamoQBKjhyFWODGq4Dg4tDaowkCYGdz5ewoBUIsRwj4OZPdSgFh+9emn2dSa/XGPShdNrx1V09DfP+IkzgJSUkxGXIpCnEcCVJtTrO2w0uNUQV2eUIpi6wZ2uyukLNhtt1zcvjVtANvtNsaffBFr2SLywyLyooj8+uKxWyLyQRH5nfTvRXpcROR/E5FnRORpEfnaxWu+OT3/d0Tkm1/ps17h0yf3XBvDcbvFJSGA7IpqpTn2UTd8yXEMIUzKCfnqPrRHTF3Fqzt9QsYLczDfDjtWJwXKOHwarpRXft9rLRQsscHrM6XzjrjcDV+J0j9jfpEdtKy0Rdwzvi7voA/yH1/ld5vuW2t573vfO+2QXdfFUMHHjsxQxir4OMzfhVIKXVdQRBw4tPc5rWpW5ozSB1aicW1HhXB264IKYZUGJy1bT1ar1esaL/cwLvtHeLkQ6VPAz4cQvgr4+fR/gD8DfFW6/RXg+9OXc4soSvX1RCGq78pG/ForG5WIMLYdTVFimKlVRVHw/N07FFpz1qxmmn5qUJpknZO8Su8cFlCJxZOJBMt67Mn6jELXHA89n/jEJ6b4dFk2zK64qlRUoUg9zMu/Zxf8YH9LbM6KO2A+x5lVE8XstY5EjAw5OecncHxpiDOHMcJA+bHsOjM8VNf1JFmdDWZ0DqcErRSNKanKVYof50kNx66jHUcwBiVrdp3jYIRi1dAHz0jAKcGPlt5HY88Xf/68/Bs87Pq8BhlC+BdE+bzlWuqFf4DrOuI/GuL6EFG89B3ANwAfDCHcCyFcAh/kIdR2RWJtOWv4YDS2KuKEgwDHYYhj3ILnsj0iIdBUFZUxWO8ZlACett8xDAMn6/WUTAQfZY3tGF31yclJFN+sLMOhpQgDP/ZjPzb1HVs716dzBSKjGbk6s2xbyIahlEKUR1SUZAxEJnxUmRCWZOpsWJmI4QSG4Bm8p1SKQoRSCVqYbkEsygSCzDvvnHTFXbcfPMpGnUY3HGLd3XvcMBKUog3QBctouylOzZn5umkIqdZtG0/RjTHTLwvUqoEE83TDQKFr8BpFMfFXRYT6Tciy3x5CeD7d/xzw9nR/0hFPK2uMv9rjr7lE5tZMjGa/32MPR4xS9M5SaY2xDjeOVHWN1BUv3I+M8rZtUak2nePDF154gRDCNOI4l7z2+/3U073f9uwPV5RmxS/90i9FldqJ0TO3eOaS4Vzfvv73vLNePx+mnSwnL3mHBKb3zFxH567P6amqMvEx1VRKvE7Mnd8T5hCiH454RoK4SWov1/Pz95xXLgU+2N5xZQcqF8fz5fPNIVLuWswCDrlsmy/g/f7hBUu/4Cw7xLN6eH7R51myEL23YyQ1dF3HIckmNzqWB01dE0aLqiuUMdhxRKyjiN32bFYrxr7HSZT0G8cxzjdMGGE29FwLzv3FdVMk7C3OMJw0JpWaxtstDU3r63JzcxusTDBIOq9IwAgzHSy3uuYLA2AYwsSbnCpJSaypKCK0oxRUVYG1fkqMYjkzTI/FcmI05m/+S38RUYF+OHI4HHAuziDMVaQc62aGfB4+ldUnjDHgYijUJ42hXLTI311m3Z+enrLf7yf8MfMEHna9UYN8Ibli0r8vpsezjnheWWP81R5/2Qoh/GAI4etCCF+niwg3lEpzsaoIo8WHOX4KIWBEcbh/FcmpKs59rusaRLNq1kjrqIp1JAOkNlg7uqmikvG6XH0Jg7DZGELoefuTZ5ydV1R1nGiaRec9IFrTj572kNjgySZzspMNb5l5o4QxRLlh5zJspTGiEB/PRRPJuShwg8IOiSQRRnwgkm09DIO9hk/mz8vsoMPRobREWehyzfayxdoaO2SCcbxQlFL0tif0ATVqvDaYZoWznrUucd0QGUDKxUFQpZ6Ix1rHWeG52pPj/aIoKHSNoqAu15NhP8x6owa51Av/Zq7riH9Tyrb/OHCVXPs/Bf6UiFykZOZPpcdecy1rwU5AikiUcINQhpKi3AAzCJxju9VqxW63A5gmS61Wq6lxPRNR84DxJYVfFYauA11USVU3luNyoL+c15Jdc05glklNJl5k9xtjM5cwyWVmPmOQy40khOzC1cKFZ5kTqOt5Wm3cHa8r1cbjgM997nN4RqrGEMROA6TycYsIm1WDWSn6wk7j9+q6jgmLUgzOTl4lt2OskgpxprVlofz9fn8N6bDWcnZ29tCG9TCwz/8B/CLw1SLyrIj898DfBf5TEfkd4jSGv5ue/rNESedngP8d+LZkWPeA9wK/nG5/Jz32miuEmTA7Epk3pqkp14b2eJ+jO0ZcMimgZRA9i5GKCBcXF9emSuXkY+mq8w4J0HvLaEtGH43tV3/1Y1MslPWEsiHCTJDNP/D8Q2RXfZ2alntyci92fm00chIvM+6wxqjpfTIUU9cmGeZs1G6hdLYE03e7kW/5lm9htD2jjdLWS4UKkypQ7f7I4DRjsZo+p+8jK39zdgqpZzsLT83IQ6x3Z9WPXMDI30n+Pl6Pto8sr6qbtsqqDu/8g+9ms9nQZ7JEwuN0XWGcp02To27dujVjYBL7YWAu4SmlOF5tpx0x9yNnI8s738n6gl5VdO2Od77jXXRW+Ikf/SGqMGOIdTMnBNYPGFXinUy7JIBLZT1RYN04GbBSgnOeplG0rcM4T1EaED/teB5FN3pqrRPkEzVU8s4rOlzbkeddMtCNITVzQVPDn/sv/2vadg/W0u727LvDZEj5nPf7PTa3K5iKogj4/RFTrRhC3AGHw3HiTno9f39NFVUq9vv99Nhms2FYuHKlFC999hMfCSF83ef7zW906VAphRW4OsZZ2Pv9/oGEQqPrimLV8NmXXrymipYD8yVMkweoZ0PM+FyOJ7PbyQPhf+/3fo9PfvKT10p7mXWutZqOMbrW662jczvrnJzE5+QEZ35e3lWX2CKAtbFkGcuDs1aQ1tcHsy9j1hwaeO/58Id/I6IHpqK3ARfUlEBlY8zexDQ1UhZTE9zm/AyXXK7Wmt47eu8o16tpusLxeJzcdo6VsyfKAzuzd3ro3/yNGsubsVyIhAmXjGqq2tSxLtt1HSbAeGypVMwSc3UmC2Xm4Du3NLzjHe+gqqpJ7SxPH8g7Tn7fCHxXU61baz2566h+MR9nNNhwzbiiS4tVlqWRjWOudS97sWccc06KQjLq3I5K2i1jQpMz4wd1IZfH9AM/8AMxnFElIgVeYgNX/k7yeY7ecew6umFgbFuCi/8PMg9IUmVBtV5FuK2quH//Puv1ejq3vOPevn17ktXOLvyRYfsohEaiSoWoSDFTOvYOKxcpZcE5ms0aKWcX7b2nby2Frmnq9TVsLfMZcy04dyPm16JiTNp3A1eXL7IqLOtNwziO16YKZPZ4VqjIWXY2lPh+AQG0igQLBNaVohDQFlYpYQkeghMUggSDDoqV1kjwKKAqDCGQdkumCzPeonSf957gQSvBW6Gzgc++9CLohmGI8xZH103xdsYQnXP0x5aL1TqOOTlbMfQjQ9sjuCnWbIqSQhSuHxh7z2HXEZzi2O2wvgflKJVibFvqlDSKREU0q76IlZq3crng2R4OOIlj3G6n0RSr1WpyzcFognUo59lut4gI5+fnbDaba2XEvLP2fT8Nb8/x5RKeye5MRCbNoPx4jteWQHIG2mP2vpTeu95qkF28c6RKScQVM6H2wfr1g/Xx/JFK5bh4TmLie80CVSEEmsZMyUcu4eVkJV9cORGrqorjOLAqSkitwTkpzBdx5oJmYfyc/Dz55JPTEIGcgGaDz7/VgwWC11o32iBFUs+0iWLsuXf4eDxOyq6DjWOJq5Qx5/Eeu91uch252pBrzt57Tk5OrtHN8vOyIQLXpInhulEuH8tVj3EM13auTIxYrqXxPUikdi4a6RJMnytD1yVY8r95RQJGYBxJYUWYhjrlmC5T9YwxbDabKSzoxth+oCUKDWRYLF+816l0kcVz+3Yc5LvdbtlsNhNdLxti13XXkIiHXTfaIBVCYwqasqIsKrQyuOQqczmqTNOlvImBt5UooVzWmn48cvuJC0pR1NpMu2WuNIzjGAe9l7FdVJcrDlYzDF2shduRQgk/98F/zaCEIYUDyxsslXqvq93GjNmjC0HrgA7R0IyJtLXRR0QAMjaZ7+uFYaeYFDvpQMb3nm/xGAI2eGwAr4SnP/JR7LBlVRoII7134DpGAlZg2x7xWjESjVKNlqvjgcMQlTZyu8Pp6WmExLzGOwhOza6+76fwIXucfO6np6dTgpOHhj7cb36DV8bLcla33W4n6CEzgTJkk/Gw7XY70Z1OTk64d+9e5FOmTDlnhdmVFUWBkXUc5Lno2wamTPx973vf5I7q+uVBen6+tWEy0mxIUZwq6/Fkds5c057PNaRy4Yxb5mPIO1nOzmeJ5uslxpxxA3z3d3/3dBzLHXdIsjM5w86JHIUhqDjpIZNFIBKBq6rC0TP2ge3uKp1DjLXz7pfZPRnb3e1213p5HnbdaIPMLib3Tp+cnExuIzPIrbWRlZLA2fv370/NWxn4ret6in+yO57E75sGG9pYFdInPPHEExPbJYPtl5eXU4ade6bzLgvXYZ3lWrru/Lz5b8vnZDJESEnL3PX3oIEvl7xCgh3Ba5nq99mT5Fh3SZw4OTkBoGoaigCVKGzwKQZt5mJB33Nysma92mDdMPFBcxUsN3Nlr5HRg9z7/Ui1MOTd7WhH0CpSx7qW3g74PrYyDMNAsA4T4Hy9oU5femb05F0UmEijh67lOA50ziLFOd2oES3cvXvJarXBmJLgobPC7fM1RdUwBo/TfqqmAJPhx7o402Nk96Wj4k4egBTPKTJ14i2plmmZDDpCRTPQLhIz59g3bXE+jinxwROI5T87BGxQFFXDL/zzf40uPAShWZXYoaPbb1HlGrGOxhRUKe7N4DV1FQFvYxgJ9N4hWtO10TtdHSyX27s0ppiSRaUUxmtWpsF3brqARQRKYT8c2PV7NtUXl6D7lq184tZa1qsVINzi0QAAFdRJREFUHjg4S7nesDIlfcoil7XkXD/NO6BzbuJUZqwsP56z7MEdKBsY/WEi9g7DgJbYFju647UqTAgkVzzHkEsGed5dIx45n0/e4TIZImOLESNloqQBqeY9C6XGCk+YkqqMb847eY7rRt7//vfPJdfUF5Ndd86ah2GYuJ7Zlc99PYkEjObs9JxCN9T1Cf3QUacwZ1bvmMfMhRCmCRjL7/mRAcaR2FDfNA21C1QIbhiwHlqEk/pkcj/rTJ9Xwv3799nv95N2eC5piQheAt3Yo4xh1WwYehv7jYOJMwNhnp+93kCIMdV3fdd3xc/ymeYV47JXagCD63FgDjlFZkLulJAEmSo6SmXYJsE5YZZU9mF2hfn1cUVQ3wbwLoYSt85Pp3DG6JJj11FUFUpM3PmVUBY1q7pme//+RLbIbna1WkWEInT0Q0e7d7R371GWil7i83L4lBvvcvzaDh3d2E8ZelmWVKtHJKkRQFykOm27lsFamrJiCBbBcxwO05X40r27qKpEGUOXkqAMAWUQuCijVqSEgA+O9tjHJqpSQDmC2ElV1hhDN/YMzjJaxdNPP83QW4KfRU9z3GTtUvIkHfsDkMxcDQo4P+B8JEh4B1pK7BgTmwjbxNdVtcEzokyIx8dcIoxyfcReGK+wwGgd/egQepp6A0HT9wPa1FgXqW/tOOKcIogwdj1vu/0EfapGxT7vEjsECl3jrUaZwOD23Ln7AnW5RouaiLg5hpzKh42hbEpkgTZYa9kn5tXDrBttkD4EWgVByQQd5JPPriUTS2HOyvMVno0iu6yAoVqdIqZmsKDrFcV6TXccCU4hwUwxVXbDebf03nP7donWpPeeS39Lt5k/U2uFMS9XbchxWzbeOQOe7y93yXxesdauWApRZb3IjEuWZck3fdM3TShC13UTEJ5d9mh7tDaYQs3KZim5y7N84vFHLR8/auqm5G1f9mVTdv6giNdySmz+Toqi4Pz8nKZpWKXk6WHWjTZIJYKuSo67PbvjIbKVq3KCgqYpqN5TaoO3FkkA7+XlJd57nrx9O01dVbFHBdi2PXV9iusDYw+j84BQFjHOPB6Pk6Gfn59TFyXj2POpT92lP0bCqrNcU5GIwLibqhqZIhbj1JlPmQH6mTrmksalT6BySK9jqo+XZY4Br6PscdpXqoqki+bi9AxE4QFTltR1TdM0lMYw9C3r5hYu9Azd3HaRDaxrY2vwer0GSZrqquAzv/sM9y7vRhEEH5WHkfg9I4GinCVkjokPKSHQJnb6IzNaznuP6iOY3Uui+rc9vu2iTIidqzAiQmVS+yZJMk/F3ppuGBgJlAj+0FJJge2OiPTURaCqThiDIDWAp6qKVKKzHHZX4EYUA3/52/4qZWVoR8e+61G6vLYj5oRjmdTEHzuej1JRqaI0BtGKIFCvK9ana1wImKpMTJ4Ud/qk6ePH6TMgNqdpBeOQySfQ9Y5f/NAvE1yPJQpe9ePIPu2SCjjbNBxth9ENIUSFMgqDC4F1c0pdNWgj7LZHXBhwzjOMLeV6zemqRivPOBwpJBDGHju2WDsAHlNEokqd5m3jPH60hGHEvw5FvhttkCGEKabbBKHdH9j5mb2cGd/OObzAcRxo+z5CRMBhu41gb8oqtrtLylphKlhtapp1QTfs8fqAp2e/7adem6qqqOt64lk2Rclnn30Wq2Tqr4nyznZRR553y8z2ySzwzAuc/g6oEkYP1rOIR30qQZKyalkoaMT3XDZnWRsmnPb9738/XddNYHTmJnoPojxD7ybvkkOS3DuT4bUcsjRNw2q14s4LL0zTc+M5mil7zuwkYGIQ5ee1bTuhGoX0D/2b32iDhEgj6/seXwqlKtic1nQuwjJ9ipWcc4xdj3KeWhtUApHvpCqNswE3Qr0659Ba2mOHdYHga5xomvI07kJqnJq6MqDc9j1tqvWe1xWihd2x4/L+Nv7QyX2Lm4caxZJhgnE8QMArzRA8VanRtea57Z6PPvMsuyIRJgQqU0ykDJNn16QWugxniUSlXGsjs6fvHd4LVbNmvarY7vYwhImKt9vtOD8/xUvAaUtNNP7bt0/RusL1ntPNhqZZcWwPaDRV7REfdYiaJNylqpJD17I7HmjtiBU49h2jHeiHjqFvOV5t8eOIgomuZ4zBD4+IpPPSBfphIJQKsQ7xAfGziECe0Zd1fDIkUVVRD1JJ/HJ8gLpqONmc4l2g7XuCFy63L1HqWOmp65qLi4sp5quqittPPsn9rqNzHWoFg1sIAASJxiNMMd68gyWp5xAYbSAEw6Dgr/8vf58/9MSGr/nKd/Ir90Z6yTqOc99MCLwM4omYXyCEODfRWRCjUUZx9+7dCX/NyEL2IM899xxtP2AdtN2RoAsu726nxDCENPP77IJ+EIryBKVXPPvbv4XScXffXl2hjIkDTYeBrm3Ri1IhKZlZ1Q1umNtCvPeM/hGJIQNMwLi24Po9/W4WnMq7RtM0PPnkk1PGmFs967rmpZdemgw1l9LKFOyjR4IXVtUpIQgn61scDgcOh8Pkcg6HAy+++CKNrjGN4hf/5a9PDJqYWQtdFyZoZwmWW+vQStK0LCGMsN8G/ufv/DbGMXAyKp79Z/8vh10enj6LXuWeGZ/goVxCzcY+jn5RGYLv+I7vuEZsWNaaA57gDJoGrU84djY2zEmcuW17JqKJDTtQnn48UN46nd5TJTZ9TtrKqiK3k5RlyXoTG+6OqUksH69tWyr1iBB0A4Hm9AQKA5sV9XpDsWkmFso4jozeMnpLVRpU8PhxQNk4ok0HT3c84ryl63rEeVZ1wdi1CIaqqmNGiEEkj8iI4HHTrOn7kb4fubi4Td+N9Luev/U3/wbD6Bl8YLSWfvRIIRNrJ+/omS84DC66XA+Dd1RK+GNf/Sd56qnv5Rv/3LfzNf/+f8Km0Yh103tkKluu2kSDXExZCBqPos/ogAGjmDiiGbA+Ho+xDr2+iOepPLvuQN2oCJQHRdA+uvMhIhTiYWwVz/32b0EQtA9ICJydnWHT5pAzZ+ccddWwWZ9wPLSM3nH+ticZ+x5vLX3bYqqKPjwq6mcB2vtX1Eohx46xMOiqYrfdzWPfCo0XuHfvHuv1mvPNmrt377JKyrrGaLQRmvo0UqrSrmH7Hl2lUW7BoZTGuXloeQ7em6bh8vIyuh830h72GFPhfeT96aKM/THh5WM5lsTf+H/F5VXHhz/08/zmiwP91Zav/DLQblEzZA5V8i6Z0JaZLZS6DH1SR/vZn/2n4Gdt8CmuTucxDtE7aCPUTYWzI8W6xmHBa6wdpwkOPpRAT3FywsXZGd3hyOl6w65rOTk9pa5r7t27x2azmbzJ1b17mNSXc//551FlxIXb3RYkGv/DMiJv9A6JEkJZMGrFmOKsTIfKdehcMaiqirbv2e73UTE30cgyJe14PHJx6xb9OMTBQylDbNsWYwy73Y7NZoO1dio3Zsb1PAVBTfXgTM+PdLDMCr8evOdsG6K9aQLNRoOBd79N8Uf+8BOc+hHtZ2bSNX3wlKnnGDLWs12SKLSpWQ0+8IEPTBluWZYTU9sk0fmsCQlMlLth7PAu7oZaKkR5AhZtTnn+M79Nszmj3bfXetzbtuX+/fu4ceTq6gqbwPEmEXSttZDieoDm5JTVyQmueFRctvPUolgpzeADnXUoU0yiUnYYsD4go6epVwmw9pydnqNV3Bm0Nhyvtqzrht1xj7UDYwdDOzJ0gabeEIKjLA3HY9T4mXfIQFUV1HVJs96gioqqGWIzfFMjiagAs1zexPLWHmUCygRERzEoEkBea895KZTSY7SGwiPYpJMey4RiovIEqRcHPN6BeMMoUWFCypq6juKi+/0eXVXcvbrCidD3IyEIbdujTJIkDDqB6JbxaAge6mpNO2wpihLjCsb2DkiB71oGN3Bvt0XKYkGxi4L2hMAqNXlN/FGgrGuqzZrRWUYCx77D795EbZ8v5VJKcWhb+nFkVddoiYMyrVa03jGmKkXulclZ5lJxdtnQrrWmMqcoHaiaWTDA+zgFFZik+XKMdDgcrr231pqnnnpqMsTcEZgJuLnf5UGyBczPUUpRKM26rlAhtwwYotLFXI7MO2wukcdORSAo8NFd/8RP/F8TBW63201M7fxY/g5EonrHxcUFwSmadUnQlrYdWJWnjL1nNw587rnPTN2EOTnJHZu5P0Zrzcnp6STQtb1zJ2Kb/QCjpdvtkRApd5Hw+4jAPgGgMAzB4/sB7QOMFtvG9tcCYb2OOFl25bnGmuO33Ffz6U9/mtKscH7gcNxjRzeRfDebDavVirOzs0lgM8uF5B/Wpt6dsiz5+Mc/PvEso8HHkW8za3tWJMvGdQ3C8j7K6QWotMJIppsx9VTD3FOT3xdSLInmeLC4EX7mZ36Gq6uryU1PqrWJ4ZR7Y0SEe/fuce/uJUoKBjcwWI1UQhf2oNPIFS2TSFSuuYsIQ1KMG9JUicPhQEjfCQSGtsX1A9g4XiWMluHYxkGnr2PdaIMUoAieksCohCBRGmVV13hrGfue0Hfo0lBqhRZhTH01OeOsizJVHQyH3ecQoFlfMDqH95bVqqbvRy4vr3AuZseHw4G6ridhgrIsKQwoB3qo+Ip/68tRI2jbU/pAGJlID3nlC0YjiYQbEW4dPKWKrjgosGGuT3sPZRV3E60M88hjIQRhdDAqGIXYuD923Lt3j6A1vcDh0NL3I3W9mggoMSsecW4kD0ZqqpMIepdnmFIouY2Yhs9++t9MM2VyxSZ7CrWEnA4HSmMwSeALE9H9oITBO/qhn0jLXXfE+0eEMR7CjHPl2Xvee8q6xoUQhe6B4/HItmu5urqanpMb4jORIbvu3Df9xBNPTC4pu/OlmMB2u520FMdxpGyEshF6u+e4ezHSyERNA9/hOuVsCY7n9oZMjs2Ei5xYWxtLhrmnZmYQLRR2UybfHkeciwoR3/qt30pRFHECWNrZ8y6Zz2mJCWqtaeoNLvR4H5JqbkVRVeiwo6zWEym6KIpYm05EZ4jHdX77NiolMDYJ7682GxhH1snTNJsNmNgsp6sa9CPispXSUyN/dkHjOHIcB4pVw2HoGaxls1rRnJ1OMU7btpNhAhM38sUXX5xqvMfjkf1+P5F782rblu12O+0Q5+fnEVOkJHhBgsbokR/6kR/mql1MlJV5N8vakNmoYO4qzMYxjh7nuPZjex8oy9lVL8FxO0Lfegjxx62qimeffTaWSO/cmcag5N6jXO9v23aqaDnnsK7HuZHKrOnHHfv2Hp098qmPfxQop/PO5NqlLPU4jty/vJwuLJPQjuPxSH16OlXMvPdYgfLsLGLI8vBm9kZF798nIv9GorD9T4nI+eJv3ylR9P63ROQbFo//6fTYMyLy1IOf82qrd44ueBSB0/WKYBQmQK0NZ6s1pqxiBr4/4hR4CWzKWfU/A7lxsKZF6cjEdt7GudjlCmMURaEpCg14xrFHJHByckbXDShlGPuWvreYZkNre37yR38SU1wnoi5xyCyVgofaKMRFsnGEjMCODmej2sSMNUYjjYIDIGEgBIcUJfuxxyqhD547l1dcdQNPPnHKdrudICpTVRHWScMCuq7j4uICR4c2iuAVWsU53rv9HcI48OQTX0ElJVI0DKGb+uC9VpgEIZVlCaNFOY/ygTCMUdNSaxSwqmu63Y7R2SgMdtijlWfoDwQ/TKoiD7PeqOj9B4F/N4TwR4DfBr4TQETeA/x54N9Jr/n7IqIlTuL5PqIo/nuAv5Ce+5orVzxEhDF4tmNPn7QKt9vthAnmAT1t207Dxw+Hw5R4ZFm4i4tzdod7iHboIrJ/ur6dds08jjfjjJeXlyiluLq6oixLLm6fMoYddbnBVIHzs9tTN9/LibhzouJ9/jdn5rP0s0jsgT4cjikhSz+MAiUGpQzOBuwYIaGQtH7quubq6mrCZLuumzDVzLE0xnB5eUltznEWTBE9TdM0VHWBrhTd8Yrf/fi/inBUQhHGcWRoW47JU7RJbVdEFt2XnjFl80opiroGiR2ITbPGHXroHUW5ov5iGmR4BdH7EMLPhRBypPohoiIuRNH7fxhC6EMIv0vUifxj6fZMCOGTIYQB+Ifpua+5RJgklE9NifaBdYg9M1lCOCcdwzBMDJd8VS8buSIc5HnphfvgI1Ar2uN8dDO58pDO7xorPWfZfWtZV7fpW8uhv0eRGr2WQ5qWxw4zA8jaeQhmFgrNdfrYxrtKWXucpx2zacXYe9wYIGju3bnC2eiuf+EXfmGakpXPNxvL2dnZhBtWVcXl7vnoqi1TiNGsTuMs8N09COV0jjmhE2MoUwhUpNZhYFKJ01rTJPWL3MqAcwxtS9seMFogWPr7d2mv7n6+n3paX4zS4X8H/GS6/y6igea1FLd/UPT+61/pzUTkrxBHigDs7z776bvAnQfVTbd3nueNrmc++i/e8GuX613nrwppPAHc+aJ8yJu0huPwBMerOwCHbXps8fe8/++OVy97rX2FuqBdVlFjfveHHuY4viCDFJG/RZTM/vEv5H2WK4Twg8APLj7jV8JDCF3epPX4mN/4esMGKSJ/CfjPgD8Z5na71xK3fyjR+8fr9/d6Q7CPiPxp4G8C/3kIYSnc8k+APy8ilYi8mzjR65eIuuJfJSLvFpGSmPj8ky/s0B+vR3F93h1Souj9fww8ISLPEkfEfSdQAR9MONqHQgjfGkL4DRH5R8BvEl35t4cQyXAi8teIkxc08MMhhN94yGP8wc//lBu3Hh/zG1w3WvT+8fr9t250pebx+v23Hhvk43Wj1o01yDdaavxSLxH5gyLyz0TkN0XkN0Tkf0iP/20ReU5Efi3dvnHxmlcsp74Fx/4pEflYOr5fSY+97tnnX9KViaA36UZMfD4BfAVQAv8f8J63+rjSsb0D+Np0/4RYOn0P8LeB73iF578nHX8FvDudl36Ljv1TwBMPPPY9wFPp/lPA30v3vxH4v4kswD8OfPjNOMabukO+oVLjm7FCCM+HED6a7u+Aj/Pao5ZfrZx6U9brnX3+JV031SDf0HztN3uJyJcD/x7w4fTQX0vu7Yez6+NmnUsAfk5EPpJKtPD6Z59/SddNNcgbv0RkA/xj4K+HELbA9wNfCfxR4Hng/W/h4b3a+o9CCF9LZF19u4j8ieUfQ/TVbykOeFMN8qHna78VS0QKojH+eAjh/wQIIbwQQnAhBE+chJvd8o05lxDCc+nfF4GfIh7j6519/iVdN9Ugb2ypUWJp6oeAj4cQ/tfF48v46r8AMqH51cqpb+oSkbWInOT7xJnlv87rn33+JV03UrkihGC/gFLjl3r9h8B/A3xMRH4tPfY/EUnHf5To8j4FfAtAeI1y6pu83g78VCr1GuAnQgj/j4j8MvCPJM5B/zTwX6Xn/ywx034GOAL/7ZtxkI9Lh4/XjVo31WU/Xr9P12ODfLxu1HpskI/XjVqPDfLxulHrsUE+XjdqPTbIx+tGrccG+XjdqPX/A+J5O4IuhNeLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pylab inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "imgplot = plt.imshow(image)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.imwrite('outo_test.png', image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_name(image, th):\n",
    "    boxes = get_boxes(image)\n",
    "    #print(len(boxes))\n",
    "\n",
    "    faces = get_faces(image)\n",
    "\n",
    "    #print('Extracting faces')\n",
    "\n",
    "    encodings = get_embedding_list(faces)\n",
    "\n",
    "    #print('Extracting embeddings')\n",
    "\n",
    "    names = compare_faces(encodings, known_encodings, known_names, th)\n",
    "    name = names[0]\n",
    "    return name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.0, 42.64448, 91.747856, 24.35742, 68.2162, 38.548744, 50.103745, 36.864037, 47.552788, 32.711155, 37.21572, 47.38531, 73.22591, 32.203094, 46.001022, 81.258316, 74.37799, 21.316494, 73.55766, 63.473328]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[42.64448, 0.0, 153.89978, 27.883942, 72.62494, 44.72957, 47.756775, 40.548706, 63.13288, 47.94918, 52.913536, 49.63614, 54.39572, 41.61507, 58.845222, 118.30663, 89.94557, 30.666779, 80.02926, 67.055466]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[91.747856, 153.89978, 0.0, 105.49012, 168.88867, 108.60579, 167.72151, 149.79678, 98.00781, 114.764565, 88.47489, 141.07274, 167.9399, 107.75188, 151.80458, 147.82655, 82.50104, 106.115616, 132.98294, 101.41052]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[24.35742, 27.883942, 105.49012, 0.0, 62.693592, 23.6914, 33.580677, 27.347118, 43.640408, 22.390121, 30.523212, 45.83937, 54.053726, 28.620888, 52.883373, 77.61598, 73.533485, 22.296812, 58.75332, 41.166378]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[68.2162, 72.62494, 168.88867, 62.693592, 0.0, 105.82692, 76.860245, 61.516552, 103.33757, 71.04495, 78.28386, 73.69235, 57.720882, 87.49724, 111.078026, 106.38124, 144.90329, 62.660988, 129.1125, 90.326614]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[38.548744, 44.72957, 108.60579, 23.6914, 105.82692, 0.0, 53.360416, 52.470078, 55.706524, 34.244076, 39.38929, 62.965477, 79.61401, 42.200165, 46.768085, 122.80112, 68.49513, 36.444912, 68.8907, 69.30522]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[50.103745, 47.756775, 167.72151, 33.580677, 76.860245, 53.360416, 0.0, 47.0525, 72.23918, 37.8516, 54.5878, 71.832565, 70.405426, 53.585724, 57.73945, 85.71736, 104.34398, 53.66739, 84.05401, 57.0301]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[36.864037, 40.548706, 149.79678, 27.347118, 61.516552, 52.470078, 47.0525, 0.0, 59.110676, 37.871006, 49.377655, 51.982597, 58.01862, 36.991302, 75.6382, 93.53555, 105.237076, 28.079098, 86.496445, 71.3193]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[47.552788, 63.13288, 98.00781, 43.640408, 103.33757, 55.706524, 72.23918, 59.110676, 0.0, 45.975033, 49.001534, 67.65173, 78.0271, 37.655483, 73.81285, 108.88807, 64.95367, 48.56853, 60.83485, 72.2856]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[32.711155, 47.94918, 114.764565, 22.390121, 71.04495, 34.244076, 37.8516, 37.871006, 45.975033, 0.0, 33.464222, 65.89663, 58.320766, 32.80147, 48.575294, 84.48852, 71.12386, 37.183033, 58.7089, 58.28137]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[37.21572, 52.913536, 88.47489, 30.523212, 78.28386, 39.38929, 54.5878, 49.377655, 49.001534, 33.464222, 0.0, 63.26366, 63.463318, 44.370728, 54.53331, 89.19687, 75.57437, 41.13236, 63.656105, 53.583084]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[47.38531, 49.63614, 141.07274, 45.83937, 73.69235, 62.965477, 71.832565, 51.982597, 67.65173, 65.89663, 63.26366, 0.0, 77.96343, 61.602493, 79.91288, 113.57044, 104.03504, 45.02531, 86.45787, 85.72353]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[73.22591, 54.39572, 167.9399, 54.053726, 57.720882, 79.61401, 70.405426, 58.01862, 78.0271, 58.320766, 63.463318, 77.96343, 0.0, 68.21866, 78.15111, 127.16002, 122.75672, 49.038666, 88.042755, 78.58154]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[32.203094, 41.61507, 107.75188, 28.620888, 87.49724, 42.200165, 53.585724, 36.991302, 37.655483, 32.80147, 44.370728, 61.602493, 68.21866, 0.0, 64.02202, 101.33763, 65.87581, 29.116747, 51.076263, 65.09231]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[46.001022, 58.845222, 151.80458, 52.883373, 111.078026, 46.768085, 57.73945, 75.6382, 73.81285, 48.575294, 54.53331, 79.91288, 78.15111, 64.02202, 0.0, 139.81665, 90.80514, 53.271664, 85.95958, 75.67171]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[81.258316, 118.30663, 147.82655, 77.61598, 106.38124, 122.80112, 85.71736, 93.53555, 108.88807, 84.48852, 89.19687, 113.57044, 127.16002, 101.33763, 139.81665, 0.0, 160.66592, 108.838394, 119.64119, 114.47189]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[74.37799, 89.94557, 82.50104, 73.533485, 144.90329, 68.49513, 104.34398, 105.237076, 64.95367, 71.12386, 75.57437, 104.03504, 122.75672, 65.87581, 90.80514, 160.66592, 0.0, 82.59948, 78.10484, 81.824776]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[21.316494, 30.666779, 106.115616, 22.296812, 62.660988, 36.444912, 53.66739, 28.079098, 48.56853, 37.183033, 41.13236, 45.02531, 49.038666, 29.116747, 53.271664, 108.838394, 82.59948, 0.0, 78.434296, 59.9854]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[73.55766, 80.02926, 132.98294, 58.75332, 129.1125, 68.8907, 84.05401, 86.496445, 60.83485, 58.7089, 63.656105, 86.45787, 88.042755, 51.076263, 85.95958, 119.64119, 78.10484, 78.434296, 0.0, 89.32538]\n",
      "Min dist: 0.0\n",
      "+\n",
      "[63.473328, 67.055466, 101.41052, 41.166378, 90.326614, 69.30522, 57.0301, 71.3193, 72.2856, 58.28137, 53.583084, 85.72353, 78.58154, 65.09231, 75.67171, 114.47189, 81.824776, 59.9854, 89.32538, 0.0]\n",
      "Min dist: 0.0\n",
      "+\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "imgs = os.listdir('celebs/names')\n",
    "for di in imgs:\n",
    "    image = cv2.imread('celebs/names/' + di)\n",
    "    name = get_name(image)\n",
    "    if name == di.split('.')[0]:\n",
    "        print('+')\n",
    "    else:\n",
    "        print(di)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[64.56137, 77.69498, 89.62222, 52.065506, 112.784485, 64.957855, 95.44194, 80.861275, 50.452957, 46.79676, 63.718315, 87.985535, 89.66864, 48.03396, 92.90694, 124.48149, 53.891857, 60.66617, 62.17592, 69.33133]\n",
      "Min dist: 46.79676\n",
      "ERROR: PRINTED Unknown EXPECTED fox\n",
      "fox2.jpeg\n",
      "[73.90845, 125.36218, 61.34195, 72.60632, 113.6265, 97.13342, 107.30062, 107.31186, 76.09285, 63.881958, 60.376083, 121.66503, 110.936035, 79.77812, 123.519165, 85.59741, 98.41397, 83.97516, 104.0744, 82.11991]\n",
      "Min dist: 60.376083\n",
      "ERROR: PRINTED Unknown EXPECTED fox\n",
      "fox6.jpg\n",
      "[121.268616, 156.65488, 151.4829, 131.168, 141.75792, 139.03233, 141.05287, 149.307, 122.89184, 109.82716, 102.19522, 140.60367, 120.96835, 122.063835, 170.77995, 142.84154, 134.79843, 126.49661, 105.42801, 164.03378]\n",
      "Min dist: 102.19522\n",
      "ERROR: PRINTED Unknown EXPECTED fox\n",
      "foxX.jpeg\n",
      "[45.336884, 61.741714, 74.5258, 38.57105, 90.255325, 49.572235, 72.82648, 57.952263, 54.62397, 42.29647, 45.985497, 73.73132, 80.43308, 44.294193, 65.514984, 118.7645, 61.09324, 44.59543, 82.65314, 47.910553]\n",
      "Min dist: 38.57105\n",
      "ERROR: PRINTED hanks EXPECTED fox\n",
      "fox9.jpg\n",
      "[45.121956, 66.97259, 72.259796, 37.407784, 95.39261, 51.838203, 90.399994, 70.20801, 58.49724, 54.491554, 53.24528, 78.19159, 82.64774, 44.84909, 76.85234, 114.10042, 60.27716, 45.890823, 70.24565, 49.78286]\n",
      "Min dist: 37.407784\n",
      "ERROR: PRINTED hanks EXPECTED fox\n",
      "fox1.jpg\n",
      "[78.30423, 116.07356, 53.118244, 75.91582, 133.98521, 85.198105, 111.77043, 111.41268, 63.438377, 67.08895, 68.07861, 122.035355, 104.870316, 62.932785, 111.16488, 114.33293, 68.31082, 83.017944, 66.44959, 73.868164]\n",
      "Min dist: 53.118244\n",
      "ERROR: PRINTED Unknown EXPECTED fox\n",
      "fox3.png\n",
      "[54.175636, 72.94946, 83.04819, 52.580204, 112.59196, 56.038986, 78.4047, 75.56477, 42.574375, 53.015907, 54.637047, 72.95576, 92.78628, 35.511314, 89.82962, 113.63747, 38.80224, 60.24398, 46.572563, 88.11481]\n",
      "Min dist: 35.511314\n",
      "ERROR: PRINTED cumberbatch EXPECTED fox\n",
      "fox7.jpg\n",
      "[62.581944, 116.089005, 51.573326, 68.68091, 121.95871, 75.20416, 95.51108, 103.535675, 74.079575, 55.713245, 67.41241, 100.793205, 125.03865, 66.37029, 106.915375, 100.91293, 46.618454, 81.16131, 77.92576, 72.64313]\n",
      "Min dist: 46.618454\n",
      "ERROR: PRINTED Unknown EXPECTED fox\n",
      "fox5.jpg\n",
      "[54.451794, 78.80977, 68.05678, 53.508305, 124.30753, 59.40574, 84.86949, 92.67395, 49.611115, 54.26165, 48.89335, 91.817245, 105.09642, 58.747345, 69.708725, 116.67547, 33.55257, 66.32119, 74.76854, 67.37923]\n",
      "Min dist: 33.55257\n",
      "[116.080795, 130.1908, 112.19797, 105.25377, 158.25677, 105.92045, 138.98648, 144.71315, 84.233315, 110.093025, 85.52223, 98.03615, 114.48767, 102.684006, 142.6064, 139.70248, 101.96336, 115.62441, 72.35906, 124.56961]\n",
      "Min dist: 72.35906\n",
      "ERROR: PRINTED Unknown EXPECTED fox\n",
      "fox4.jpg\n",
      "[44.701923, 60.23296, 126.64383, 51.263176, 111.152756, 55.787876, 66.946106, 55.716183, 50.8321, 49.63008, 51.005764, 73.36408, 75.14493, 37.954865, 55.002, 128.19675, 73.716064, 45.10977, 69.39226, 86.401535]\n",
      "Min dist: 37.954865\n",
      "[86.63284, 69.86192, 166.36418, 70.29587, 78.13123, 93.616066, 84.59323, 76.26952, 85.72804, 74.596344, 76.02913, 88.89769, 25.681778, 80.43008, 101.05472, 141.96751, 109.2666, 62.170547, 93.75879, 93.670235]\n",
      "Min dist: 25.681778\n",
      "ERROR: PRINTED johansson EXPECTED cumberbatch\n",
      "cumberbatch5.jpeg\n",
      "[40.519295, 40.05147, 109.05509, 31.806309, 109.2406, 43.32872, 63.77176, 58.22297, 56.27465, 47.42598, 60.71475, 59.847366, 88.940605, 42.53233, 61.06167, 129.44882, 58.66873, 33.863453, 88.836044, 51.696125]\n",
      "Min dist: 31.806309\n",
      "ERROR: PRINTED hanks EXPECTED cumberbatch\n",
      "cumberbatch4.jpeg\n",
      "[46.143494, 87.08577, 91.1295, 52.46653, 92.860344, 89.19563, 88.58273, 71.122856, 64.74035, 62.676437, 76.20462, 78.80194, 98.91962, 55.35591, 97.495056, 102.43589, 82.7751, 57.896828, 90.91783, 54.920677]\n",
      "Min dist: 46.143494\n",
      "ERROR: PRINTED Unknown EXPECTED cumberbatch\n",
      "cumberbatch8.jpg\n",
      "[35.696453, 52.311394, 101.4669, 27.2352, 83.52519, 43.642876, 38.4842, 44.94442, 55.824512, 33.372555, 48.345856, 62.887875, 71.34509, 31.987667, 64.908775, 78.43408, 75.616806, 38.56427, 68.57647, 44.051422]\n",
      "Min dist: 27.2352\n",
      "ERROR: PRINTED hanks EXPECTED cumberbatch\n",
      "cumberbatch1.jpeg\n",
      "[40.80645, 47.571526, 154.34961, 36.058228, 79.87577, 65.920204, 40.514305, 35.14823, 63.429565, 45.824425, 73.86876, 60.131943, 68.0254, 45.047306, 77.2065, 96.78424, 101.2576, 42.05338, 92.42525, 56.42517]\n",
      "Min dist: 35.14823\n",
      "ERROR: PRINTED chan EXPECTED cumberbatch\n",
      "cumberbatch7.jpg\n",
      "[62.838737, 77.41359, 118.3599, 45.28926, 95.240845, 68.11281, 57.222576, 67.77084, 52.588142, 50.568096, 62.211147, 73.02317, 88.643, 63.61918, 92.68707, 95.83864, 86.1779, 68.02284, 87.84322, 61.316753]\n",
      "Min dist: 45.28926\n",
      "ERROR: PRINTED Unknown EXPECTED cumberbatch\n",
      "cumberbatch2.jpg\n",
      "[89.115585, 99.181335, 141.76779, 81.67305, 157.18466, 79.3787, 96.75397, 126.68074, 88.66542, 67.12962, 85.49884, 123.8342, 128.09639, 79.48357, 107.31202, 143.24576, 92.75726, 95.0339, 79.473564, 119.26254]\n",
      "Min dist: 67.12962\n",
      "ERROR: PRINTED Unknown EXPECTED cumberbatch\n",
      "cumberbatchX.jpg\n",
      "[21.455124, 46.340637, 108.254654, 24.282803, 67.81813, 48.5641, 47.223152, 40.561523, 39.02101, 42.048172, 39.933613, 55.22267, 73.43561, 22.973557, 58.195625, 82.65427, 83.18143, 30.168547, 57.636784, 61.02558]\n",
      "Min dist: 21.455124\n",
      "ERROR: PRINTED fassbender EXPECTED cumberbatch\n",
      "cumberbatch9.jpg\n",
      "[63.202423, 45.092735, 181.99597, 45.163376, 87.74071, 74.55817, 85.831085, 50.382786, 86.54154, 82.42502, 80.13248, 69.64487, 76.25029, 67.91118, 87.0961, 156.46252, 124.76063, 45.29999, 129.94574, 92.00679]\n",
      "Min dist: 45.092735\n",
      "ERROR: PRINTED Unknown EXPECTED cumberbatch\n",
      "cumberbatch3.jpg\n",
      "[81.98041, 98.15507, 59.547707, 80.40826, 117.95646, 94.05581, 126.90277, 109.93506, 79.22839, 80.96179, 61.43112, 110.814186, 95.664795, 77.45418, 104.06989, 136.61351, 67.49275, 81.647354, 84.45801, 71.20978]\n",
      "Min dist: 59.547707\n",
      "ERROR: PRINTED Unknown EXPECTED alba\n",
      "alba6.jpg\n",
      "[39.071426, 33.352108, 129.0293, 30.497889, 87.59394, 40.867336, 65.74853, 46.81238, 43.997364, 45.175217, 46.87647, 54.06703, 47.22766, 27.03456, 50.933426, 129.24184, 74.28229, 29.405567, 51.8833, 66.38316]\n",
      "Min dist: 27.03456\n",
      "ERROR: PRINTED cumberbatch EXPECTED alba\n",
      "albaX.jpeg\n",
      "[66.42683, 76.70827, 122.99988, 36.272182, 111.76194, 58.82934, 64.84651, 71.832954, 59.50871, 52.389267, 70.08191, 82.80928, 87.65003, 61.9191, 83.263245, 106.7132, 80.10268, 64.534935, 73.83524, 52.296173]\n",
      "Min dist: 36.272182\n",
      "ERROR: PRINTED hanks EXPECTED alba\n",
      "alba1.jpg\n",
      "[49.531197, 70.27867, 92.633995, 41.137276, 112.47566, 50.1979, 63.23486, 66.68558, 44.993874, 39.728638, 52.96669, 77.74436, 91.75923, 41.114853, 75.72424, 104.367386, 55.72876, 50.052074, 57.466393, 75.66206]\n",
      "Min dist: 39.728638\n",
      "ERROR: PRINTED cruise EXPECTED alba\n",
      "alba7.jpg\n",
      "[70.51688, 95.55463, 115.41148, 59.458702, 113.78645, 80.76663, 71.41966, 91.96033, 73.124176, 65.85436, 61.17687, 89.1187, 94.268074, 50.7251, 93.85344, 83.27631, 102.63846, 82.9335, 47.58625, 89.94115]\n",
      "Min dist: 47.58625\n",
      "ERROR: PRINTED Unknown EXPECTED alba\n",
      "alba5.jpeg\n",
      "[56.826157, 75.05473, 74.22624, 55.374474, 110.85691, 74.99254, 96.445244, 83.12319, 51.28673, 68.42856, 61.822838, 75.15523, 101.7002, 64.494415, 100.84712, 94.080734, 60.267757, 59.24245, 66.48391, 70.55728]\n",
      "Min dist: 51.28673\n",
      "ERROR: PRINTED Unknown EXPECTED alba\n",
      "alba3.jpg\n",
      "[55.008545, 75.7812, 59.49717, 57.50528, 121.15492, 64.24614, 99.445755, 89.27634, 53.473053, 61.045925, 55.614647, 76.419655, 97.12071, 59.645817, 86.04547, 102.23085, 62.26986, 62.574768, 71.2903, 73.04411]\n",
      "Min dist: 53.473053\n",
      "ERROR: PRINTED Unknown EXPECTED alba\n",
      "alba2.jpg\n",
      "[55.68973, 101.521484, 76.54404, 58.41578, 96.85141, 85.59439, 85.36835, 87.10083, 66.560905, 70.14174, 57.088196, 98.962585, 86.48825, 67.06633, 92.08562, 89.43963, 83.60828, 68.44781, 72.92008, 56.20433]\n",
      "Min dist: 55.68973\n",
      "ERROR: PRINTED Unknown EXPECTED alba\n",
      "alba9.jpg\n",
      "[55.511692, 97.8669, 73.02202, 50.14748, 112.48865, 66.63426, 96.12862, 86.07974, 69.12608, 59.54046, 47.937553, 86.41308, 109.21976, 67.449814, 95.64618, 114.47854, 75.8103, 67.544, 79.75484, 72.73489]\n",
      "Min dist: 47.937553\n",
      "ERROR: PRINTED Unknown EXPECTED alba\n",
      "alba8.jpeg\n",
      "[62.02001, 92.9628, 114.57459, 56.122025, 116.728516, 50.386803, 65.625, 77.43811, 66.352325, 45.017418, 57.273598, 93.82979, 93.908676, 43.22612, 90.85176, 94.75607, 87.669556, 73.284615, 63.838596, 89.280205]\n",
      "Min dist: 43.22612\n",
      "ERROR: PRINTED Unknown EXPECTED alba\n",
      "alba4.jpeg\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[28.140749, 28.311333, 92.16779, 18.758072, 84.412025, 27.555653, 51.847805, 38.375816, 39.879585, 34.812725, 32.94399, 56.91534, 66.58133, 32.94673, 55.484528, 109.347336, 69.4385, 22.476267, 70.86809, 53.374466]\n",
      "Min dist: 18.758072\n",
      "ERROR: PRINTED hanks EXPECTED pitt\n",
      "pitt3.jpeg\n",
      "[17.161463, 57.427048, 78.993225, 25.605385, 70.709045, 46.45565, 58.548416, 44.89, 43.401604, 31.645374, 38.793976, 65.52225, 74.58595, 35.263294, 60.56113, 87.23118, 83.9976, 23.355518, 76.13141, 60.337852]\n",
      "Min dist: 17.161463\n",
      "ERROR: PRINTED fassbender EXPECTED pitt\n",
      "pitt1.jpg\n",
      "[47.078117, 62.416, 85.434906, 37.226135, 101.718124, 48.20677, 72.61272, 71.02357, 52.85023, 43.006737, 36.439865, 74.182915, 85.860016, 48.988472, 63.359913, 125.99901, 67.47074, 44.204597, 63.032166, 44.378666]\n",
      "Min dist: 36.439865\n",
      "ERROR: PRINTED beyonce EXPECTED pitt\n",
      "pitt5.jpeg\n",
      "[20.691269, 42.344086, 96.69913, 16.50962, 71.78694, 27.469353, 44.753323, 30.764854, 46.326263, 28.429981, 35.009865, 45.924973, 65.82584, 33.365307, 57.25038, 84.31109, 78.35632, 19.923084, 74.88401, 61.701538]\n",
      "Min dist: 16.50962\n",
      "ERROR: PRINTED hanks EXPECTED pitt\n",
      "pitt2.jpg\n",
      "[23.368858, 45.78795, 88.34548, 20.662815, 76.78908, 32.672485, 55.805664, 43.499733, 49.74939, 33.237194, 41.000507, 52.434837, 74.86096, 37.810738, 65.254776, 102.41104, 58.661926, 27.718616, 72.33086, 53.150433]\n",
      "Min dist: 20.662815\n",
      "ERROR: PRINTED hanks EXPECTED pitt\n",
      "pitt4.jpeg\n",
      "[34.736557, 53.09838, 108.37207, 27.597464, 68.707, 54.604248, 53.48035, 41.820488, 53.353294, 42.369526, 39.39128, 64.882645, 54.46756, 31.99007, 86.25214, 75.061295, 92.967, 35.469734, 61.064682, 65.78499]\n",
      "Min dist: 27.597464\n",
      "ERROR: PRINTED hanks EXPECTED pitt\n",
      "pitt6.jpg\n",
      "[79.015686, 137.61584, 81.80828, 99.30676, 152.34601, 117.73007, 156.12695, 115.78073, 102.544395, 99.275375, 97.255424, 129.0223, 160.8829, 89.78293, 138.39401, 154.17715, 108.00598, 99.21144, 130.65402, 114.61833]\n",
      "Min dist: 79.015686\n",
      "ERROR: PRINTED Unknown EXPECTED pitt\n",
      "pittX.jpg\n",
      "[36.232433, 50.546986, 139.17142, 25.79901, 63.161575, 58.80478, 31.330273, 32.36854, 53.515137, 27.514427, 43.844284, 59.367844, 65.13088, 34.301662, 71.903435, 54.776337, 106.45166, 46.08658, 74.05394, 60.48103]\n",
      "Min dist: 25.79901\n",
      "ERROR: PRINTED hanks EXPECTED pitt\n",
      "pitt7.jpg\n",
      "[38.483734, 42.43268, 108.2072, 19.286133, 87.199844, 32.24256, 68.27996, 36.612183, 42.755276, 30.972965, 37.771667, 56.2604, 68.99451, 39.638428, 68.46099, 109.141846, 71.50447, 32.7836, 67.64801, 56.527927]\n",
      "Min dist: 19.286133\n",
      "ERROR: PRINTED hanks EXPECTED pitt\n",
      "pitt9.jpg\n",
      "[37.24207, 76.665985, 94.96966, 40.19409, 77.570404, 69.977394, 55.05765, 59.872593, 55.17153, 48.452927, 58.19841, 67.78763, 91.53792, 61.73841, 90.73552, 50.37671, 104.74808, 52.322018, 91.7002, 72.279495]\n",
      "Min dist: 37.24207\n",
      "ERROR: PRINTED fassbender EXPECTED pitt\n",
      "pitt8.jpeg\n",
      "[57.341614, 64.661934, 90.50462, 60.64726, 80.91523, 79.48321, 98.33057, 74.13544, 68.7426, 71.70468, 68.57274, 70.491646, 64.20941, 62.87549, 100.75745, 137.94061, 76.39568, 40.363216, 96.653496, 78.58134]\n",
      "Min dist: 40.363216\n",
      "ERROR: PRINTED Unknown EXPECTED watson\n",
      "watson7.jpeg\n",
      "[43.439125, 25.454262, 137.63611, 32.13191, 89.10983, 33.361217, 68.22072, 49.918884, 63.63318, 52.183605, 50.727654, 55.421402, 52.186134, 47.866898, 49.362038, 158.8649, 85.60854, 26.909737, 76.75418, 71.0461]\n",
      "Min dist: 25.454262\n",
      "ERROR: PRINTED lawrence EXPECTED watson\n",
      "watson5.jpg\n",
      "[58.43519, 73.48624, 103.51375, 48.13073, 82.92073, 72.28132, 72.37936, 58.573895, 64.33728, 43.551704, 55.781044, 81.31232, 59.520683, 43.674854, 98.157394, 99.00791, 85.804924, 47.644447, 72.85005, 72.974205]\n",
      "Min dist: 43.551704\n",
      "ERROR: PRINTED Unknown EXPECTED watson\n",
      "watsonX.jpg\n",
      "[28.64067, 61.816105, 102.236595, 36.02045, 89.44303, 34.46115, 63.90284, 66.83539, 53.46707, 38.049034, 41.910545, 63.1897, 94.16766, 54.440216, 49.70173, 112.458176, 77.76518, 42.695366, 81.18858, 81.08667]\n",
      "Min dist: 28.64067\n",
      "ERROR: PRINTED fassbender EXPECTED watson\n",
      "watson3.jpeg\n",
      "[50.93495, 100.593376, 118.70655, 50.886093, 85.63672, 90.1173, 90.13399, 63.732407, 86.949005, 61.529793, 72.84473, 82.54848, 104.5832, 68.22305, 109.00481, 80.94983, 136.44551, 64.36708, 122.12104, 82.18479]\n",
      "Min dist: 50.886093\n",
      "ERROR: PRINTED Unknown EXPECTED watson\n",
      "watson9.jpg\n",
      "[81.397934, 55.608517, 229.96727, 57.402283, 112.057365, 65.13513, 51.329628, 67.17155, 110.45178, 77.45055, 92.39496, 79.27631, 96.648796, 79.54123, 63.14332, 161.02983, 133.74469, 73.02535, 123.62292, 90.10431]\n",
      "Min dist: 51.329628\n",
      "ERROR: PRINTED Unknown EXPECTED watson\n",
      "watson8.jpg\n",
      "[39.043373, 60.386406, 118.7799, 36.77189, 83.09606, 43.408333, 48.46189, 54.91112, 66.68463, 35.637936, 44.41393, 71.29854, 80.95596, 45.476536, 70.82665, 85.65637, 74.81441, 54.459633, 53.0076, 81.267105]\n",
      "Min dist: 35.637936\n",
      "ERROR: PRINTED cruise EXPECTED watson\n",
      "watson6.jpeg\n",
      "[47.356117, 66.70081, 90.47803, 51.41239, 104.058655, 54.37951, 88.77623, 72.781265, 61.793888, 48.692608, 50.74904, 74.979614, 81.132034, 44.334873, 71.02894, 135.57452, 58.014233, 43.139233, 65.86659, 75.54465]\n",
      "Min dist: 43.139233\n",
      "ERROR: PRINTED Unknown EXPECTED watson\n",
      "watson4.jpg\n",
      "[45.428932, 44.316467, 121.1882, 25.756992, 86.81389, 42.00992, 47.393562, 48.03251, 37.32278, 24.685143, 49.692974, 67.715324, 64.801895, 37.883217, 60.377544, 95.53909, 60.765015, 48.185287, 49.64498, 65.015305]\n",
      "Min dist: 24.685143\n",
      "ERROR: PRINTED cruise EXPECTED watson\n",
      "watson1.jpg\n",
      "[30.881119, 47.114647, 83.3949, 33.405624, 78.340256, 54.693848, 63.266518, 45.67033, 43.25996, 38.658226, 48.875572, 51.22214, 74.03576, 33.60579, 72.8573, 83.30269, 58.64509, 33.92247, 71.75936, 60.90248]\n",
      "Min dist: 30.881119\n",
      "ERROR: PRINTED fassbender EXPECTED watson\n",
      "watson2.jpg\n",
      "[51.625607, 36.743168, 142.69583, 37.20814, 70.45469, 45.89642, 52.25777, 46.878895, 56.622192, 39.20021, 47.023148, 53.012863, 32.72599, 47.128334, 59.73184, 104.52157, 89.42641, 39.848022, 70.10624, 75.63616]\n",
      "Min dist: 32.72599\n",
      "ERROR: PRINTED johansson EXPECTED swift\n",
      "swift2.jpg\n",
      "[168.12091, 176.54993, 123.21669, 153.51521, 196.0969, 173.22968, 205.27313, 178.77008, 150.65948, 171.84537, 159.57362, 161.55087, 159.42902, 157.51863, 197.77882, 245.54773, 121.42816, 140.53838, 189.65659, 104.05185]\n",
      "Min dist: 104.05185\n",
      "ERROR: PRINTED Unknown EXPECTED swift\n",
      "swift7.jpg\n",
      "[42.036484, 57.48859, 102.3303, 30.663418, 89.93259, 37.614197, 65.8194, 52.02008, 50.573914, 45.450523, 42.819107, 48.05516, 72.39767, 34.9468, 67.91362, 87.61142, 88.03314, 43.70877, 60.20159, 72.04837]\n",
      "Min dist: 30.663418\n",
      "ERROR: PRINTED hanks EXPECTED swift\n",
      "swiftX.jpg\n",
      "[61.638664, 92.234695, 68.18445, 60.375206, 100.556496, 76.87742, 106.75618, 92.432495, 78.030014, 80.399666, 69.654755, 79.528, 88.37871, 69.32741, 100.50757, 127.86267, 83.388115, 56.218704, 102.76276, 61.528095]\n",
      "Min dist: 56.218704\n",
      "ERROR: PRINTED Unknown EXPECTED swift\n",
      "swift6.jpg\n",
      "[147.27925, 88.27075, 294.16315, 92.478165, 173.13353, 112.02998, 98.20442, 113.08827, 161.43863, 119.76143, 147.67606, 124.39126, 137.54022, 129.42688, 117.84374, 201.01086, 193.10748, 130.98785, 164.74905, 117.17592]\n",
      "Min dist: 88.27075\n",
      "ERROR: PRINTED Unknown EXPECTED swift\n",
      "swift5.jpg\n",
      "[47.128002, 107.27518, 92.8482, 59.036682, 105.12416, 77.59703, 79.754265, 86.79359, 69.07403, 65.811966, 55.274235, 96.56632, 112.11583, 66.067825, 87.23744, 75.79535, 107.5346, 77.68851, 77.69787, 90.71938]\n",
      "Min dist: 47.128002\n",
      "ERROR: PRINTED Unknown EXPECTED swift\n",
      "swift1.jpg\n",
      "[48.3485, 56.49215, 135.30013, 33.249367, 97.83402, 41.660896, 39.002094, 50.12097, 55.55938, 40.98695, 45.341194, 75.40139, 80.33258, 33.786606, 61.046444, 93.14584, 91.16022, 55.62684, 72.71815, 68.56214]\n",
      "Min dist: 33.249367\n",
      "ERROR: PRINTED hanks EXPECTED swift\n",
      "swift8.jpg\n",
      "[51.835186, 46.87347, 128.49802, 38.19387, 78.60866, 47.348934, 70.7661, 48.929375, 66.9436, 56.815567, 59.421906, 47.884735, 56.772606, 44.363144, 73.61641, 118.18653, 90.89386, 42.394012, 73.529236, 65.30082]\n",
      "Min dist: 38.19387\n",
      "ERROR: PRINTED hanks EXPECTED swift\n",
      "swift3.jpg\n",
      "[28.756258, 30.5473, 119.769424, 17.538622, 66.13219, 31.731834, 39.437653, 34.172165, 43.972107, 30.852272, 34.02394, 40.897034, 55.176006, 32.46441, 48.509056, 83.83048, 82.36052, 26.966427, 57.210243, 60.636303]\n",
      "Min dist: 17.538622\n",
      "ERROR: PRINTED hanks EXPECTED swift\n",
      "swift9.jpeg\n",
      "[42.334408, 55.673218, 95.767334, 33.04476, 98.73657, 49.043182, 72.09652, 61.140007, 56.142204, 50.108147, 47.11334, 62.569527, 68.2414, 49.811768, 68.57579, 104.38132, 70.92892, 41.693527, 71.30677, 65.398094]\n",
      "Min dist: 33.04476\n",
      "ERROR: PRINTED hanks EXPECTED swift\n",
      "swift4.jpg\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[37.611774, 68.375725, 102.495224, 35.69295, 75.80386, 68.238846, 57.727238, 55.935932, 65.105515, 54.381172, 53.444645, 67.09585, 84.9665, 48.653275, 84.77309, 96.31558, 95.71661, 44.077812, 90.560905, 47.39521]\n",
      "Min dist: 35.69295\n",
      "ERROR: PRINTED hanks EXPECTED shiski\n",
      "shiskin.jpg\n",
      "[92.176704, 66.54077, 173.04138, 61.151623, 132.06732, 83.456825, 112.08863, 73.52177, 74.40373, 78.777916, 101.257034, 81.374466, 101.35938, 79.60149, 106.96777, 184.72298, 102.40485, 69.030304, 126.55406, 94.785446]\n",
      "Min dist: 61.151623\n",
      "ERROR: PRINTED Unknown EXPECTED solomatnikov\n",
      "solomatnikova.jpg\n",
      "[33.8451, 61.522873, 74.66524, 22.70248, 78.04929, 47.123333, 65.85338, 46.954315, 42.8827, 32.257767, 35.93196, 70.52768, 76.70245, 27.936869, 84.11084, 79.73974, 76.553986, 36.471, 60.601368, 53.79853]\n",
      "Min dist: 22.70248\n",
      "ERROR: PRINTED hanks EXPECTED schwar\n",
      "schwarz.jpeg\n",
      "[39.90165, 41.93479, 111.08356, 31.048801, 94.32547, 35.055717, 64.356445, 55.101635, 65.492035, 43.207954, 43.582054, 62.925323, 63.54315, 42.50629, 55.270157, 126.53223, 63.358814, 32.217514, 74.15419, 51.205956]\n",
      "Min dist: 31.048801\n",
      "ERROR: PRINTED hanks EXPECTED smirno\n",
      "smirnov.jpg\n",
      "[50.76564, 50.646866, 140.56335, 37.792553, 54.952934, 72.88708, 66.338875, 42.246613, 77.219925, 59.985786, 61.134094, 53.389557, 54.563103, 75.093506, 92.38123, 93.96068, 129.11041, 41.103268, 117.183716, 67.16142]\n",
      "Min dist: 37.792553\n",
      "ERROR: PRINTED hanks EXPECTED kuznetso\n",
      "kuznetsov.jpg\n",
      "[57.788887, 35.26471, 161.94458, 36.78934, 97.944, 58.26163, 68.19006, 43.445732, 61.472393, 59.97883, 73.02086, 53.458572, 74.65346, 50.86058, 73.08574, 121.18449, 97.0024, 42.14694, 96.87273, 77.02223]\n",
      "Min dist: 35.26471\n",
      "ERROR: PRINTED lawrence EXPECTED makro\n",
      "makron.jpg\n",
      "[65.25204, 81.312096, 130.95676, 58.484657, 125.030495, 66.60069, 63.82931, 89.831215, 98.45636, 67.47037, 66.91434, 104.54433, 129.03543, 62.41089, 101.81605, 107.905014, 97.94559, 86.38515, 91.050476, 92.06885]\n",
      "Min dist: 58.484657\n",
      "ERROR: PRINTED Unknown EXPECTED einstei\n",
      "einstein.jpg\n",
      "[27.288628, 59.285267, 95.858246, 36.34428, 71.74567, 39.125206, 50.50585, 43.562325, 56.154144, 45.39505, 33.743202, 65.46513, 80.453606, 51.04287, 66.92947, 76.19205, 92.88158, 39.486717, 86.817345, 77.03851]\n",
      "Min dist: 27.288628\n",
      "ERROR: PRINTED fassbender EXPECTED kondra\n",
      "kondrat.jpg\n",
      "[25.582378, 77.41449, 100.06021, 41.7956, 79.578026, 67.398605, 78.178925, 57.04881, 73.72126, 53.00969, 68.79191, 67.99587, 109.774414, 65.31926, 86.907104, 81.946144, 104.92821, 47.479103, 111.96873, 85.037186]\n",
      "Min dist: 25.582378\n",
      "ERROR: PRINTED fassbender EXPECTED ponfi\n",
      "ponfil.jpg\n",
      "[41.90339, 67.24656, 134.938, 30.50772, 70.24578, 73.85366, 53.78547, 51.29001, 59.98069, 47.6189, 59.26111, 65.34349, 86.8699, 62.680492, 92.74628, 62.49749, 124.63031, 50.87011, 93.53247, 73.97492]\n",
      "Min dist: 30.50772\n",
      "ERROR: PRINTED hanks EXPECTED trum\n",
      "trump.jpeg\n",
      "[58.339237, 70.14825, 150.04391, 48.416573, 55.54985, 77.196, 59.317265, 51.62693, 70.21102, 53.971394, 58.305817, 90.5526, 45.633194, 56.397095, 99.56239, 102.74971, 114.6133, 52.717354, 80.42334, 70.04944]\n",
      "Min dist: 45.633194\n",
      "ERROR: PRINTED Unknown EXPECTED merke\n",
      "merkel.jpeg\n",
      "[39.25253, 56.23411, 82.934494, 30.765118, 79.75987, 53.979347, 75.46567, 47.58603, 58.76222, 45.044224, 47.470886, 53.449547, 75.62779, 58.48413, 75.145294, 97.95787, 80.43089, 36.403606, 98.43692, 47.962524]\n",
      "Min dist: 30.765118\n",
      "ERROR: PRINTED hanks EXPECTED lekhtere\n",
      "lekhterev.jpg\n",
      "[72.8376, 100.01088, 79.236725, 71.74805, 122.56938, 82.65024, 84.53679, 92.87002, 70.34413, 64.3365, 73.74959, 101.18062, 115.512825, 59.964558, 120.247986, 101.23956, 60.243923, 78.924805, 83.35904, 85.39652]\n",
      "Min dist: 59.964558\n",
      "ERROR: PRINTED Unknown EXPECTED reeve\n",
      "reeves.jpg\n",
      "[39.792404, 40.392124, 124.49227, 20.909252, 75.55825, 41.085293, 53.760155, 37.469765, 34.576015, 26.523556, 36.854477, 44.774437, 56.126263, 34.12288, 58.959198, 92.15564, 72.926895, 33.416023, 51.573982, 58.72751]\n",
      "Min dist: 20.909252\n",
      "ERROR: PRINTED hanks EXPECTED stallon\n",
      "stallone.jpg\n",
      "[124.83481, 86.85078, 262.46332, 100.54345, 123.48419, 118.749466, 80.56444, 91.841385, 121.57431, 114.32957, 107.0244, 118.432014, 88.53236, 104.56006, 109.229095, 179.53462, 163.79932, 105.87593, 136.0711, 131.51724]\n",
      "Min dist: 80.56444\n",
      "ERROR: PRINTED Unknown EXPECTED landa\n",
      "landau.jpg\n",
      "[105.437256, 59.579075, 261.72998, 78.06407, 120.38476, 104.49658, 98.3143, 74.77573, 111.92956, 106.24833, 113.049515, 78.96116, 75.76612, 98.96565, 111.30587, 183.30338, 172.15384, 77.38667, 139.4317, 136.52234]\n",
      "Min dist: 59.579075\n",
      "ERROR: PRINTED Unknown EXPECTED oppenheime\n",
      "oppenheimer.jpg\n",
      "[21.758575, 34.972248, 114.13815, 14.88753, 66.16341, 34.279785, 43.631092, 29.933502, 41.792072, 26.414633, 36.939465, 55.38505, 59.358604, 38.18138, 51.60761, 84.37074, 90.06706, 23.078192, 78.37332, 53.709404]\n",
      "Min dist: 14.88753\n",
      "ERROR: PRINTED hanks EXPECTED zinovan\n",
      "zinovand.jpg\n",
      "[44.149178, 47.084312, 147.55884, 39.514126, 44.496193, 73.765274, 70.391785, 47.75569, 69.752495, 66.09707, 65.746475, 53.558853, 51.896233, 64.67133, 88.03322, 112.375046, 119.0014, 33.16186, 107.6862, 72.92223]\n",
      "Min dist: 33.16186\n",
      "ERROR: PRINTED pitt EXPECTED soku\n",
      "sokur.jpg\n",
      "[54.99588, 51.86449, 116.52478, 26.332314, 85.659294, 50.01065, 61.18441, 50.976974, 50.302788, 45.227776, 53.816444, 68.653564, 75.41264, 60.42351, 82.366005, 103.87019, 95.752846, 43.735428, 87.291855, 61.15419]\n",
      "Min dist: 26.332314\n",
      "ERROR: PRINTED hanks EXPECTED obam\n",
      "obama.jpg\n",
      "[65.53059, 30.48468, 208.17584, 42.388527, 81.947975, 69.93805, 42.137924, 59.22934, 90.70665, 61.535194, 77.7466, 65.44086, 58.536945, 58.314903, 81.5382, 121.15093, 110.08823, 54.54971, 79.62928, 81.9587]\n",
      "Min dist: 30.48468\n",
      "ERROR: PRINTED lawrence EXPECTED bori\n",
      "boris.jpeg\n",
      "[65.64282, 91.851524, 71.14081, 71.69127, 95.56351, 85.97841, 97.63058, 85.89954, 82.733055, 76.165955, 59.426983, 89.99494, 79.97299, 70.09328, 110.26958, 95.47324, 91.153946, 60.154083, 106.10778, 76.41933]\n",
      "Min dist: 59.426983\n",
      "ERROR: PRINTED Unknown EXPECTED rihanna\n",
      "rihannaX.jpeg\n",
      "[37.31972, 73.17623, 42.430836, 40.740322, 96.8934, 47.645615, 74.6893, 70.58501, 50.962196, 44.477898, 38.224133, 76.097725, 87.97737, 47.40364, 83.45341, 85.514725, 53.455826, 49.221786, 75.272415, 47.672997]\n",
      "Min dist: 37.31972\n",
      "ERROR: PRINTED fassbender EXPECTED rihanna\n",
      "rihanna5.jpg\n",
      "[51.30965, 87.37859, 50.49922, 43.20066, 109.682144, 55.536865, 86.036896, 81.184425, 49.758476, 42.776478, 39.751896, 93.60927, 90.933044, 53.16556, 83.457596, 94.257065, 57.643578, 60.47795, 56.381374, 62.147236]\n",
      "Min dist: 39.751896\n",
      "ERROR: PRINTED beyonce EXPECTED rihanna\n",
      "rihanna4.jpeg\n",
      "[72.00365, 107.80145, 51.069054, 72.51915, 117.8341, 92.87075, 119.53871, 105.084015, 70.53482, 68.01602, 59.27195, 100.58418, 101.647675, 70.91226, 120.28491, 99.56575, 75.41714, 73.2718, 80.76753, 79.156555]\n",
      "Min dist: 51.069054\n",
      "ERROR: PRINTED Unknown EXPECTED rihanna\n",
      "rihanna3.png\n",
      "[35.29036, 64.85739, 97.28526, 39.07521, 58.26017, 59.686646, 57.75519, 49.07363, 46.898193, 44.831573, 44.35819, 65.8129, 51.146263, 49.587135, 69.61442, 91.181335, 82.25, 35.69287, 77.69748, 47.02218]\n",
      "Min dist: 35.29036\n",
      "ERROR: PRINTED fassbender EXPECTED rihanna\n",
      "rihanna7.jpg\n",
      "[77.619064, 112.00838, 68.93657, 77.70238, 91.994736, 106.30379, 123.77237, 92.90723, 91.0742, 86.37695, 67.64206, 114.43446, 95.76965, 98.57369, 138.27399, 93.026474, 132.13512, 74.45603, 135.03223, 91.51293]\n",
      "Min dist: 67.64206\n",
      "ERROR: PRINTED Unknown EXPECTED rihanna\n",
      "rihanna1.png\n",
      "[46.654037, 58.290524, 123.50052, 41.7752, 50.823746, 70.734024, 51.8412, 53.753532, 72.25752, 46.656456, 45.02591, 86.395294, 41.953175, 61.03998, 83.86604, 75.64141, 122.81836, 45.343285, 96.78136, 63.597313]\n",
      "Min dist: 41.7752\n",
      "ERROR: PRINTED Unknown EXPECTED rihanna\n",
      "rihanna8.jpg\n",
      "[107.062836, 140.78113, 161.22365, 119.127144, 146.68008, 128.86078, 102.51634, 141.2608, 115.25294, 96.02352, 105.868454, 151.86111, 135.84955, 107.72418, 153.98663, 114.13336, 128.5826, 129.71805, 98.93213, 150.764]\n",
      "Min dist: 96.02352\n",
      "ERROR: PRINTED Unknown EXPECTED rihanna\n",
      "rihanna6.jpg\n",
      "[86.90225, 127.38334, 54.40361, 85.87818, 143.25758, 106.08322, 120.78447, 118.229164, 87.742645, 95.139145, 81.47795, 119.60958, 139.64322, 82.53794, 138.18805, 120.03143, 70.913025, 101.405304, 108.10397, 69.37565]\n",
      "Min dist: 54.40361\n",
      "ERROR: PRINTED Unknown EXPECTED rihanna\n",
      "rihanna9.jpg\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[96.39547, 68.26417, 178.93071, 79.83493, 79.507965, 112.99615, 92.360275, 89.42264, 113.38428, 84.328896, 98.5768, 94.82304, 63.42369, 116.48479, 104.748985, 138.39613, 132.06825, 76.28859, 124.24422, 95.09013]\n",
      "Min dist: 63.42369\n",
      "ERROR: PRINTED Unknown EXPECTED rihanna\n",
      "rihanna2.jpg\n",
      "[64.72397, 54.47902, 189.99567, 48.246807, 79.233116, 85.545105, 67.4268, 61.448868, 98.42818, 75.74732, 73.80454, 66.292244, 84.5372, 89.19591, 100.88133, 84.39447, 166.60158, 60.60244, 126.018265, 106.289276]\n",
      "Min dist: 48.246807\n",
      "ERROR: PRINTED Unknown EXPECTED hanks\n",
      "hanks9.jpg\n",
      "[32.038464, 54.554737, 74.458786, 27.29484, 74.90927, 54.787384, 59.873856, 49.265766, 45.335308, 40.506973, 44.308952, 58.8111, 74.08236, 35.29138, 81.20099, 68.22756, 75.20047, 35.519535, 70.6575, 45.406075]\n",
      "Min dist: 27.29484\n",
      "[61.5265, 67.4151, 132.26439, 41.864708, 132.49706, 40.837776, 87.38321, 68.96394, 68.06688, 57.066135, 61.546482, 95.77795, 101.56119, 40.55233, 80.835594, 161.38654, 78.74531, 55.887863, 70.09926, 105.991936]\n",
      "Min dist: 40.55233\n",
      "ERROR: PRINTED Unknown EXPECTED hanks\n",
      "hanks7.jpeg\n",
      "[57.385918, 89.122574, 65.48415, 59.61104, 77.42882, 93.80937, 91.23138, 82.295685, 71.57439, 73.19048, 59.556667, 86.721054, 92.51701, 75.25747, 115.43961, 85.5407, 105.87181, 61.94088, 110.57164, 51.534355]\n",
      "Min dist: 51.534355\n",
      "ERROR: PRINTED Unknown EXPECTED hanks\n",
      "hanksX.jpg\n",
      "[40.193516, 35.05269, 117.376816, 26.174778, 70.89772, 55.824333, 51.79939, 44.746216, 51.489517, 40.602077, 50.691956, 52.524803, 63.591705, 46.763824, 70.102974, 69.554, 93.28737, 41.50499, 78.19234, 45.076843]\n",
      "Min dist: 26.174778\n",
      "[28.775, 74.14645, 72.24991, 32.495544, 79.44768, 48.254642, 63.261402, 57.891693, 54.50985, 39.7004, 34.892143, 81.19197, 81.25829, 35.183838, 69.72829, 93.60169, 76.411705, 35.743896, 66.48675, 63.85502]\n",
      "Min dist: 28.775\n",
      "ERROR: PRINTED fassbender EXPECTED hanks\n",
      "hanks6.jpg\n",
      "[53.173615, 30.31174, 174.7868, 32.035374, 73.875305, 63.406734, 30.63046, 46.858585, 78.28848, 50.44276, 58.090614, 66.92531, 62.30213, 62.286774, 67.01932, 102.89267, 106.73248, 48.60308, 88.37158, 56.58886]\n",
      "Min dist: 30.31174\n",
      "ERROR: PRINTED lawrence EXPECTED hanks\n",
      "hanks8.jpg\n",
      "[64.00825, 50.946754, 196.02509, 43.259987, 77.315796, 71.92999, 45.410736, 47.703957, 78.322205, 59.616585, 67.65317, 74.80106, 64.85636, 57.164513, 87.418, 103.264114, 139.0299, 50.651024, 97.97221, 103.50469]\n",
      "Min dist: 43.259987\n",
      "ERROR: PRINTED Unknown EXPECTED hanks\n",
      "hanks3.jpg\n",
      "[72.8995, 66.32332, 132.25487, 71.28442, 118.91826, 81.186264, 70.1044, 90.561646, 85.162674, 76.0859, 72.987816, 93.8488, 100.36154, 72.8018, 86.07653, 114.60265, 93.71747, 73.894714, 94.81941, 70.22458]\n",
      "Min dist: 66.32332\n",
      "ERROR: PRINTED Unknown EXPECTED hanks\n",
      "hanks5.jpg\n",
      "[55.6551, 42.538605, 117.148186, 33.25161, 70.817795, 60.646935, 71.84961, 51.152393, 62.1184, 46.8522, 51.096973, 69.88309, 43.941635, 63.07158, 84.120766, 102.195145, 96.72774, 40.219135, 90.40848, 50.08744]\n",
      "Min dist: 33.25161\n",
      "[51.75109, 43.775734, 143.21606, 29.985125, 102.97628, 42.391296, 58.866753, 50.92511, 61.803207, 41.51677, 51.154594, 63.20952, 78.59156, 52.023064, 55.023335, 119.78728, 78.536125, 50.99167, 82.48308, 72.62747]\n",
      "Min dist: 29.985125\n",
      "ERROR: PRINTED hanks EXPECTED johansson\n",
      "johansson4.jpg\n",
      "[76.31029, 64.758224, 176.58057, 57.35997, 63.652267, 82.06035, 69.61614, 57.162933, 85.12728, 63.708855, 66.191605, 82.54034, 44.278027, 76.908356, 84.71687, 149.34615, 138.15244, 52.630478, 120.62367, 76.39621]\n",
      "Min dist: 44.278027\n",
      "ERROR: PRINTED Unknown EXPECTED johansson\n",
      "johansson1.jpeg\n",
      "[47.625015, 64.08079, 103.712265, 49.393433, 108.0855, 64.73489, 64.48645, 70.63492, 35.000458, 49.029972, 49.700043, 67.40494, 93.0571, 41.755917, 77.042404, 96.07605, 54.304935, 63.141228, 51.880917, 72.27022]\n",
      "Min dist: 35.000458\n",
      "ERROR: PRINTED dicaprio EXPECTED johansson\n",
      "johansson9.jpg\n",
      "[40.394997, 27.740643, 154.74434, 27.211084, 78.042206, 38.00083, 52.241325, 38.781548, 55.434525, 45.48432, 56.340656, 44.80919, 62.864975, 39.342186, 61.57915, 105.980515, 104.460495, 29.902863, 81.74092, 80.8608]\n",
      "Min dist: 27.211084\n",
      "ERROR: PRINTED hanks EXPECTED johansson\n",
      "johansson5.jpeg\n",
      "[42.425674, 32.810257, 136.41156, 25.178268, 91.78375, 45.257816, 50.701828, 44.86328, 55.74009, 44.218746, 58.324585, 47.729576, 70.01038, 41.747837, 55.85149, 105.84686, 82.17241, 39.04168, 71.09653, 49.573425]\n",
      "Min dist: 25.178268\n",
      "ERROR: PRINTED hanks EXPECTED johansson\n",
      "johansson3.jpeg\n",
      "[62.040657, 51.50811, 121.32708, 42.425564, 103.04523, 56.753063, 87.59334, 62.92015, 59.378124, 48.921215, 73.28567, 67.0684, 70.46146, 43.992783, 66.04871, 145.1127, 71.042656, 46.134026, 63.756042, 60.3676]\n",
      "Min dist: 42.425564\n",
      "ERROR: PRINTED Unknown EXPECTED johansson\n",
      "johansson6.jpeg\n",
      "[48.771618, 63.392082, 111.726234, 41.74183, 104.319, 66.09378, 102.347534, 70.18265, 74.82586, 77.731476, 74.014404, 46.726078, 104.1691, 63.82026, 93.30227, 123.80719, 96.74083, 50.151493, 82.87015, 79.26415]\n",
      "Min dist: 41.74183\n",
      "ERROR: PRINTED Unknown EXPECTED johansson\n",
      "johanssonX.jpeg\n",
      "[61.69456, 31.117218, 145.48538, 43.20717, 97.40137, 54.501972, 80.645195, 53.04518, 77.29327, 67.242584, 64.93902, 63.795204, 72.029785, 66.52697, 74.70915, 141.4281, 110.56478, 41.670002, 116.93069, 64.93965]\n",
      "Min dist: 31.117218\n",
      "ERROR: PRINTED lawrence EXPECTED johansson\n",
      "johansson2.jpg\n",
      "[72.8441, 68.28412, 142.67773, 56.284744, 130.13142, 70.75922, 87.61688, 69.25064, 66.47363, 61.38806, 79.1576, 78.25161, 101.12371, 68.85915, 84.09414, 152.12643, 87.69881, 64.27798, 86.366806, 70.21318]\n",
      "Min dist: 56.284744\n",
      "ERROR: PRINTED Unknown EXPECTED johansson\n",
      "johansson8.jpeg\n",
      "[52.051308, 33.56463, 176.65378, 40.868816, 98.362144, 53.453995, 68.71994, 46.81303, 68.68849, 60.63548, 57.466393, 56.322502, 63.525, 47.918404, 50.857727, 152.39484, 99.28359, 35.632942, 79.11037, 84.32704]\n",
      "Min dist: 33.56463\n",
      "ERROR: PRINTED lawrence EXPECTED johansson\n",
      "johansson7.jpeg\n",
      "[40.425236, 38.65495, 162.48286, 27.798733, 69.61603, 50.95171, 36.479584, 33.632324, 57.91344, 39.3304, 49.6373, 59.05508, 65.740906, 35.105415, 66.51417, 84.13746, 98.58482, 45.846703, 64.37452, 79.244804]\n",
      "Min dist: 27.798733\n",
      "ERROR: PRINTED hanks EXPECTED lawrence\n",
      "lawrence9.jpg\n",
      "[46.678684, 99.1946, 89.03378, 61.56298, 118.399765, 70.90855, 112.14131, 87.17703, 88.80234, 77.40755, 63.904594, 90.60573, 127.16777, 84.44009, 94.81789, 93.51395, 104.036575, 73.1615, 103.37822, 97.22369]\n",
      "Min dist: 46.678684\n",
      "ERROR: PRINTED Unknown EXPECTED lawrence\n",
      "lawrence4.jpg\n",
      "[43.792854, 28.879723, 165.75339, 32.12768, 79.04831, 52.315968, 38.4243, 49.44187, 69.587906, 51.638603, 65.70845, 48.219307, 62.034397, 54.718758, 48.83934, 116.84995, 98.210815, 35.43546, 94.96576, 60.99318]\n",
      "Min dist: 28.879723\n",
      "[55.21879, 45.57908, 151.64842, 44.166016, 65.232574, 63.571068, 56.624214, 60.847282, 58.56015, 57.154167, 53.58116, 51.707314, 55.017395, 51.775673, 68.29929, 117.87907, 93.58789, 43.133057, 84.277466, 81.10913]\n",
      "Min dist: 43.133057\n",
      "ERROR: PRINTED Unknown EXPECTED lawrence\n",
      "lawrence2.jpeg\n",
      "[30.987228, 40.27638, 99.514626, 28.05692, 55.219566, 47.061394, 55.801918, 40.067184, 46.44944, 39.407436, 31.644114, 53.95088, 37.180035, 40.306316, 59.713917, 81.32921, 88.50906, 24.085888, 81.806404, 65.17175]\n",
      "Min dist: 24.085888\n",
      "ERROR: PRINTED pitt EXPECTED lawrence\n",
      "lawrence8.jpg\n",
      "[57.045017, 40.95401, 185.56332, 35.30761, 99.34976, 44.580246, 63.172867, 52.77809, 69.353836, 40.943176, 57.785248, 53.093605, 79.9997, 59.473515, 60.664574, 119.57751, 95.53586, 59.504066, 77.829, 91.0247]\n",
      "Min dist: 35.30761\n",
      "ERROR: PRINTED hanks EXPECTED lawrence\n",
      "lawrence7.jpg\n",
      "[152.29285, 199.46469, 71.43046, 158.00597, 191.62384, 175.37274, 227.97534, 191.72467, 150.99521, 173.35957, 153.95743, 186.03603, 174.4921, 153.5314, 217.4384, 216.00186, 122.25917, 146.64641, 186.37259, 127.3608]\n",
      "Min dist: 71.43046\n",
      "ERROR: PRINTED Unknown EXPECTED lawrence\n",
      "lawrence3.jpeg\n",
      "[28.671295, 34.61489, 114.74278, 24.193779, 67.18596, 56.73732, 46.63024, 37.879288, 50.157898, 41.46483, 40.60605, 43.769707, 62.186043, 37.737106, 70.856964, 64.32138, 83.64203, 35.77068, 76.52292, 52.58464]\n",
      "Min dist: 24.193779\n",
      "ERROR: PRINTED hanks EXPECTED lawrence\n",
      "lawrence1.jpg\n",
      "[36.334484, 42.25692, 108.41588, 17.577133, 76.83456, 41.294983, 48.040474, 42.50705, 32.366894, 35.37195, 39.956573, 54.604126, 64.717224, 31.68235, 68.88905, 95.369095, 67.18982, 35.45095, 55.71489, 56.31026]\n",
      "Min dist: 17.577133\n",
      "ERROR: PRINTED hanks EXPECTED lawrence\n",
      "lawrenceX.jpg\n",
      "[31.677814, 26.994701, 108.26407, 24.311352, 79.3726, 39.00467, 39.72659, 43.139282, 39.34565, 30.613026, 33.013832, 45.830803, 54.208538, 37.563347, 36.876312, 100.2578, 59.96115, 30.172028, 63.21308, 37.047565]\n",
      "Min dist: 24.311352\n",
      "ERROR: PRINTED hanks EXPECTED lawrence\n",
      "lawrence5.jpeg\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[37.297153, 36.672096, 134.8169, 30.461147, 88.0367, 41.100174, 52.791702, 47.637947, 52.72859, 32.548004, 34.92989, 64.39279, 55.343906, 38.2318, 42.37707, 109.169235, 80.58893, 33.857883, 71.33618, 63.38855]\n",
      "Min dist: 30.461147\n",
      "ERROR: PRINTED hanks EXPECTED beyonce\n",
      "beyonce4.png\n",
      "[84.06323, 124.87553, 91.477615, 94.66744, 98.57175, 126.806595, 124.66492, 113.246475, 102.45233, 92.42279, 76.75901, 102.4929, 100.54103, 94.109406, 136.71837, 100.58132, 126.12775, 92.36385, 100.47575, 105.85305]\n",
      "Min dist: 76.75901\n",
      "ERROR: PRINTED Unknown EXPECTED beyonce\n",
      "beyonce5.jpg\n",
      "[44.52924, 79.471466, 115.07727, 47.99734, 88.15991, 59.18773, 66.387024, 65.67545, 62.285664, 47.14913, 51.381348, 84.24125, 79.2352, 41.48908, 87.33708, 88.98537, 94.32578, 54.30143, 53.960068, 93.65245]\n",
      "Min dist: 41.48908\n",
      "ERROR: PRINTED Unknown EXPECTED beyonce\n",
      "beyonceX.jpeg\n",
      "[56.62754, 76.91386, 83.07474, 44.590332, 88.24419, 63.89782, 85.90724, 74.24946, 60.34292, 52.85162, 38.668396, 64.324295, 74.710266, 53.4705, 96.01076, 78.16942, 84.56171, 60.89924, 58.072514, 70.591934]\n",
      "Min dist: 38.668396\n",
      "[157.51717, 156.54465, 234.8558, 147.1813, 185.66554, 186.70084, 207.6329, 153.52785, 184.83658, 190.52249, 168.46265, 145.11765, 185.40193, 200.42346, 205.83812, 256.47452, 221.79858, 140.30794, 281.10754, 169.63272]\n",
      "Min dist: 140.30794\n",
      "ERROR: PRINTED Unknown EXPECTED beyonce\n",
      "beyonce8.jpg\n",
      "[50.43968, 39.22564, 133.54735, 49.68338, 77.65399, 66.22799, 68.87117, 69.98151, 85.818085, 60.991753, 61.11443, 65.99443, 69.93032, 65.145905, 74.53012, 109.42478, 97.72978, 50.625057, 92.65551, 73.047966]\n",
      "Min dist: 39.22564\n",
      "ERROR: PRINTED lawrence EXPECTED beyonce\n",
      "beyonce1.jpg\n",
      "[38.777435, 44.354767, 85.42964, 33.231224, 86.15933, 40.66207, 60.266617, 53.058006, 34.56716, 32.801216, 39.339203, 48.331238, 59.94953, 25.748375, 65.663826, 82.42974, 48.42427, 39.534847, 43.50393, 70.78346]\n",
      "Min dist: 25.748375\n",
      "ERROR: PRINTED cumberbatch EXPECTED beyonce\n",
      "beyonce2.jpeg\n",
      "[19.581062, 56.610886, 58.898766, 25.159935, 71.96343, 39.120636, 56.845936, 50.425716, 39.259354, 30.511333, 24.70351, 62.75992, 70.130554, 32.377594, 56.3639, 70.47391, 58.071533, 34.505676, 63.14707, 50.321484]\n",
      "Min dist: 19.581062\n",
      "ERROR: PRINTED fassbender EXPECTED beyonce\n",
      "beyonce3.jpg\n",
      "[52.603714, 57.004456, 108.179855, 36.17367, 99.37444, 44.40607, 56.467426, 63.5198, 46.23517, 39.648453, 52.944355, 77.58264, 71.24411, 38.260532, 53.47573, 115.98873, 72.43438, 42.74959, 60.749607, 47.959366]\n",
      "Min dist: 36.17367\n",
      "ERROR: PRINTED hanks EXPECTED beyonce\n",
      "beyonce6.jpg\n",
      "[40.389668, 73.94381, 50.07837, 36.200165, 97.79898, 40.86476, 76.52472, 69.24727, 47.05918, 44.34623, 44.137203, 69.553444, 84.93713, 46.336143, 78.87523, 83.04329, 53.489372, 46.33712, 66.44307, 55.742256]\n",
      "Min dist: 36.200165\n",
      "ERROR: PRINTED hanks EXPECTED beyonce\n",
      "beyonce7.jpg\n",
      "[92.69437, 111.494156, 173.28142, 84.86772, 101.93495, 124.29887, 81.55736, 90.05603, 96.57026, 72.71535, 95.93823, 126.19032, 87.15099, 65.42778, 126.382286, 87.84914, 125.35361, 97.652695, 93.47819, 104.07525]\n",
      "Min dist: 65.42778\n",
      "ERROR: PRINTED Unknown EXPECTED chan\n",
      "chan2.jpg\n",
      "[51.051712, 62.595192, 147.14302, 36.759476, 67.57269, 73.141846, 45.69767, 45.527763, 73.20307, 49.350456, 70.77982, 69.84389, 80.136826, 60.918808, 91.65273, 71.89696, 129.3459, 50.63111, 97.97268, 65.644455]\n",
      "Min dist: 36.759476\n",
      "ERROR: PRINTED hanks EXPECTED chan\n",
      "chan1.jpeg\n",
      "[67.71227, 79.399155, 167.01633, 59.219536, 84.70499, 91.54543, 75.03277, 49.671898, 81.457504, 60.890182, 57.21131, 77.979324, 81.0411, 77.56294, 107.2858, 75.35079, 137.90747, 66.278786, 112.69242, 99.660446]\n",
      "Min dist: 49.671898\n",
      "ERROR: PRINTED Unknown EXPECTED chan\n",
      "chanX.jpg\n",
      "[66.53753, 84.0258, 95.45077, 52.816917, 106.66038, 81.06149, 80.79959, 88.41413, 51.490646, 52.004566, 63.337883, 96.63333, 90.178856, 60.98719, 94.94328, 109.78049, 96.31224, 64.88175, 82.94337, 78.28797]\n",
      "Min dist: 51.490646\n",
      "ERROR: PRINTED Unknown EXPECTED chan\n",
      "chan8.jpg\n",
      "[45.07656, 61.961678, 109.39851, 27.220474, 85.10697, 47.360466, 61.81714, 51.174297, 49.38263, 39.79798, 41.08525, 68.58778, 78.037796, 43.872925, 84.803116, 91.61147, 86.94514, 44.74644, 74.03296, 73.88283]\n",
      "Min dist: 27.220474\n",
      "ERROR: PRINTED hanks EXPECTED chan\n",
      "chan4.jpg\n",
      "[38.85388, 68.6649, 72.90809, 30.152716, 77.59274, 63.48741, 60.358303, 58.12905, 42.04789, 42.30648, 42.627262, 64.328606, 74.331665, 50.83988, 81.97656, 70.856415, 82.259575, 44.393692, 84.4328, 40.771236]\n",
      "Min dist: 30.152716\n",
      "ERROR: PRINTED hanks EXPECTED chan\n",
      "chan5.jpeg\n",
      "[65.54395, 115.476006, 73.70642, 73.01642, 110.737335, 87.88312, 109.54266, 90.33666, 88.28031, 74.92651, 77.66278, 99.9169, 112.58865, 80.794754, 110.52423, 141.77759, 92.003716, 63.614235, 118.69479, 74.864685]\n",
      "Min dist: 63.614235\n",
      "ERROR: PRINTED Unknown EXPECTED chan\n",
      "chan3.jpg\n",
      "[111.17855, 111.063286, 148.9321, 86.10103, 121.24635, 117.466995, 133.08308, 106.43242, 121.612976, 118.20427, 101.88876, 102.32968, 110.29015, 120.38466, 129.44574, 177.75165, 139.21916, 83.31423, 157.03568, 120.29763]\n",
      "Min dist: 83.31423\n",
      "ERROR: PRINTED Unknown EXPECTED chan\n",
      "chan6.jpg\n",
      "[56.433212, 67.81084, 113.7242, 44.806637, 80.98133, 79.692154, 80.07754, 47.150326, 57.440563, 56.143517, 58.369053, 70.63706, 69.85871, 58.49894, 91.545525, 99.69381, 112.317055, 44.148193, 97.21637, 70.04539]\n",
      "Min dist: 44.148193\n",
      "ERROR: PRINTED Unknown EXPECTED chan\n",
      "chan7.jpg\n",
      "[81.95464, 89.667206, 183.8224, 72.01758, 101.360985, 116.351974, 92.6641, 83.452255, 94.51276, 88.59335, 110.88075, 91.69567, 104.2753, 106.707184, 121.3526, 89.30643, 156.29474, 80.88115, 140.8162, 97.595245]\n",
      "Min dist: 72.01758\n",
      "ERROR: PRINTED Unknown EXPECTED chan\n",
      "chan9.jpg\n",
      "[39.472256, 43.65798, 131.77591, 34.336052, 76.66559, 47.24474, 47.937195, 45.359932, 63.551617, 40.31874, 49.65226, 61.042477, 55.128662, 44.89577, 53.0073, 132.022, 82.64122, 22.384087, 83.21576, 63.861282]\n",
      "Min dist: 22.384087\n",
      "ERROR: PRINTED pitt EXPECTED smith\n",
      "smith4.jpg\n",
      "[33.013836, 61.605946, 134.10747, 35.70546, 76.99846, 64.55428, 48.449715, 45.061707, 65.00969, 43.511826, 54.71988, 61.493477, 80.547424, 40.10804, 67.247314, 58.60931, 103.98062, 45.354225, 78.08543, 79.302414]\n",
      "Min dist: 33.013836\n",
      "ERROR: PRINTED fassbender EXPECTED smith\n",
      "smithX.jpg\n",
      "[69.76309, 107.561646, 61.383835, 86.35042, 123.19614, 97.50195, 102.15054, 125.83054, 87.31941, 81.83237, 64.35957, 106.625984, 118.73132, 89.30136, 101.8522, 90.429276, 78.863884, 89.10091, 101.47365, 87.95228]\n",
      "Min dist: 61.383835\n",
      "ERROR: PRINTED Unknown EXPECTED smith\n",
      "smith2.jpg\n",
      "[88.34837, 145.03581, 97.668335, 86.642365, 124.95154, 123.238945, 123.22162, 114.800095, 85.98007, 99.24344, 89.773895, 121.28682, 149.06734, 106.76183, 169.27075, 66.437584, 156.19089, 107.664246, 129.04446, 106.83739]\n",
      "Min dist: 66.437584\n",
      "ERROR: PRINTED Unknown EXPECTED smith\n",
      "smith1.jpg\n",
      "[58.306602, 85.34387, 100.58496, 54.13971, 55.72483, 91.624756, 72.19312, 60.24043, 62.1744, 53.87565, 54.18982, 84.43484, 57.721497, 58.290573, 112.95888, 73.041176, 109.05588, 55.417244, 86.948074, 77.81778]\n",
      "Min dist: 53.87565\n",
      "ERROR: PRINTED Unknown EXPECTED smith\n",
      "smith3.jpeg\n",
      "[44.052887, 75.71658, 84.76185, 38.274445, 60.189075, 73.26654, 72.14618, 55.14377, 48.72256, 49.194637, 44.908646, 68.391785, 67.757645, 58.47049, 97.16872, 51.949795, 100.25702, 49.39598, 75.3518, 66.08272]\n",
      "Min dist: 38.274445\n",
      "ERROR: PRINTED hanks EXPECTED smith\n",
      "smith6.jpg\n",
      "[45.25589, 69.69236, 104.746635, 41.89888, 68.56485, 74.31868, 64.11073, 57.84021, 56.736084, 47.94021, 46.780743, 73.03645, 64.294655, 47.546112, 95.27997, 62.18477, 102.17056, 44.888786, 78.24308, 61.868805]\n",
      "Min dist: 41.89888\n",
      "ERROR: PRINTED Unknown EXPECTED smith\n",
      "smith7.jpg\n",
      "[31.661976, 46.679276, 114.38057, 37.19844, 62.57882, 61.01564, 57.11344, 57.320488, 59.653824, 54.38141, 52.957447, 48.508987, 69.30088, 62.056488, 64.12657, 100.33378, 93.75488, 36.391087, 91.84109, 60.08029]\n",
      "Min dist: 31.661976\n",
      "ERROR: PRINTED fassbender EXPECTED smith\n",
      "smith5.jpg\n",
      "[40.601807, 74.51903, 65.39693, 43.148632, 81.77109, 72.43838, 93.64455, 67.86922, 69.297775, 63.04825, 53.9047, 67.57932, 88.06047, 61.402084, 100.90718, 99.75428, 76.830246, 39.315056, 101.11478, 70.22223]\n",
      "Min dist: 39.315056\n",
      "ERROR: PRINTED pitt EXPECTED smith\n",
      "smith9.jpg\n",
      "[53.553757, 95.1744, 130.06549, 57.88369, 72.10846, 92.67403, 96.640656, 57.24279, 86.65527, 71.343994, 69.89118, 82.57062, 99.45399, 71.5686, 116.70795, 77.967186, 155.98975, 61.925972, 113.634865, 98.92737]\n",
      "Min dist: 53.553757\n",
      "ERROR: PRINTED Unknown EXPECTED smith\n",
      "smith8.jpg\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[32.225945, 40.781303, 104.935745, 17.308117, 57.486675, 40.49267, 48.143936, 34.2529, 49.35613, 31.450476, 35.33845, 42.77214, 46.214615, 34.87239, 66.844185, 76.08637, 81.21571, 24.595419, 59.018272, 55.946823]\n",
      "Min dist: 17.308117\n",
      "ERROR: PRINTED hanks EXPECTED aniston\n",
      "aniston6.jpeg\n",
      "[31.583284, 41.565285, 115.97229, 19.96437, 88.83619, 32.223953, 55.224197, 50.418194, 51.46312, 30.514172, 32.252697, 60.38902, 76.81888, 50.286728, 49.789757, 88.39841, 89.94031, 37.3757, 78.18616, 65.87936]\n",
      "Min dist: 19.96437\n",
      "ERROR: PRINTED hanks EXPECTED aniston\n",
      "aniston7.jpeg\n",
      "[50.68908, 73.404495, 127.91369, 49.073196, 76.34926, 77.9758, 55.68505, 63.752197, 86.06364, 47.92067, 54.372185, 80.93728, 84.31464, 59.904823, 100.470856, 72.10747, 112.83537, 61.93648, 90.0524, 85.83009]\n",
      "Min dist: 47.92067\n",
      "ERROR: PRINTED Unknown EXPECTED aniston\n",
      "aniston8.jpeg\n",
      "[39.833416, 67.63109, 108.18096, 33.603214, 82.64755, 50.443226, 60.91416, 64.77333, 58.132923, 36.407814, 38.527206, 79.21256, 78.73824, 58.39895, 54.662643, 96.05269, 96.65259, 52.58742, 78.35802, 61.752598]\n",
      "Min dist: 33.603214\n",
      "ERROR: PRINTED hanks EXPECTED aniston\n",
      "aniston1.jpg\n",
      "[55.786003, 43.73848, 148.82631, 37.13608, 103.43774, 40.540924, 57.9264, 58.165123, 59.352436, 41.00317, 60.914764, 66.16495, 69.800804, 41.58441, 64.70413, 119.5238, 85.19054, 44.339676, 56.718613, 75.49086]\n",
      "Min dist: 37.13608\n",
      "ERROR: PRINTED hanks EXPECTED aniston\n",
      "anistonX.jpg\n",
      "[59.830437, 64.011, 148.41116, 52.450752, 62.426132, 77.80147, 72.01929, 61.60672, 70.76744, 67.039795, 56.76077, 82.06346, 34.734303, 69.78505, 83.60875, 91.1859, 135.94046, 55.70397, 89.936035, 88.756676]\n",
      "Min dist: 34.734303\n",
      "ERROR: PRINTED johansson EXPECTED aniston\n",
      "aniston5.jpg\n",
      "[45.155174, 61.684376, 90.33075, 41.416138, 108.51417, 49.60948, 74.64632, 64.68002, 60.992752, 50.577812, 39.74624, 79.284805, 92.84576, 47.179466, 57.7446, 117.01764, 63.49346, 48.471695, 66.197716, 63.303234]\n",
      "Min dist: 39.74624\n",
      "ERROR: PRINTED beyonce EXPECTED aniston\n",
      "aniston4.jpeg\n",
      "[34.36497, 52.24757, 129.85724, 35.663887, 69.261185, 61.89018, 67.06658, 47.106205, 56.916992, 50.288895, 49.496613, 68.734726, 79.132744, 54.624855, 71.084526, 98.845764, 123.723625, 38.92817, 86.139786, 82.18521]\n",
      "Min dist: 34.36497\n",
      "ERROR: PRINTED fassbender EXPECTED aniston\n",
      "aniston2.jpeg\n",
      "[29.810297, 36.62319, 85.46527, 21.259018, 79.04605, 40.895134, 50.91954, 48.332687, 29.454382, 29.636517, 28.352745, 50.138767, 65.40367, 31.210047, 54.847828, 76.81123, 47.813446, 33.919838, 48.52912, 51.87903]\n",
      "Min dist: 21.259018\n",
      "ERROR: PRINTED hanks EXPECTED aniston\n",
      "aniston3.jpeg\n",
      "[42.51984, 51.055218, 128.30592, 29.721169, 99.57095, 42.23867, 43.14268, 49.86583, 66.41341, 37.01688, 42.162064, 79.60387, 91.639984, 36.958733, 71.64157, 89.046036, 88.45904, 49.316296, 76.67342, 76.41852]\n",
      "Min dist: 29.721169\n",
      "ERROR: PRINTED hanks EXPECTED aniston\n",
      "aniston9.jpg\n",
      "[50.103745, 47.756775, 167.72151, 33.580677, 76.860245, 53.360416, 0.0, 47.0525, 72.23918, 37.8516, 54.5878, 71.832565, 70.405426, 53.585724, 57.73945, 85.71736, 104.34398, 53.66739, 84.05401, 57.0301]\n",
      "Min dist: 0.0\n",
      "[87.62249, 98.50007, 153.96635, 76.90824, 120.1239, 66.14568, 104.25321, 97.73105, 115.29399, 60.90838, 87.923836, 98.12912, 112.14787, 94.43515, 105.14205, 159.45604, 96.554825, 85.744774, 111.49634, 105.01979]\n",
      "Min dist: 60.90838\n",
      "ERROR: PRINTED Unknown EXPECTED downey\n",
      "downey8.jpg\n",
      "[77.98599, 112.72759, 182.91461, 81.809265, 88.45895, 129.20886, 88.52931, 89.06599, 123.65027, 86.88556, 91.48489, 109.00244, 122.02534, 115.87922, 137.58383, 69.41511, 203.85895, 94.08313, 155.623, 118.51047]\n",
      "Min dist: 69.41511\n",
      "ERROR: PRINTED Unknown EXPECTED downey\n",
      "downey9.jpg\n",
      "[48.677002, 83.90811, 92.009926, 51.257328, 82.46962, 84.06079, 79.69532, 67.26514, 71.344185, 57.206413, 59.409092, 94.05733, 91.57988, 50.987392, 106.05577, 71.67934, 109.651306, 59.256393, 100.68548, 77.614685]\n",
      "Min dist: 48.677002\n",
      "ERROR: PRINTED Unknown EXPECTED downey\n",
      "downey1.jpg\n",
      "[49.850613, 50.49122, 100.58498, 48.951073, 69.564926, 68.51181, 74.78723, 62.51486, 58.914536, 52.869507, 52.1762, 72.905594, 50.020737, 56.940567, 77.43497, 116.634705, 77.79384, 34.87085, 87.72182, 55.325356]\n",
      "Min dist: 34.87085\n",
      "ERROR: PRINTED pitt EXPECTED downey\n",
      "downey3.jpg\n",
      "[39.82019, 33.410976, 127.02513, 27.151093, 99.079155, 24.763678, 60.00782, 46.559383, 59.701912, 37.379707, 54.52162, 59.60708, 69.799484, 37.755203, 61.395363, 130.5296, 69.36217, 32.571243, 70.31626, 67.450226]\n",
      "Min dist: 24.763678\n",
      "ERROR: PRINTED jolie EXPECTED downey\n",
      "downey5.jpg\n",
      "[157.35364, 247.5187, 83.743484, 163.49078, 194.96146, 204.37732, 224.86867, 209.98141, 178.68808, 169.58998, 156.66214, 210.87851, 232.93658, 196.06863, 251.95949, 156.09416, 195.40872, 179.19754, 224.82916, 144.86462]\n",
      "Min dist: 83.743484\n",
      "ERROR: PRINTED Unknown EXPECTED downey\n",
      "downey6.jpg\n",
      "[62.95827, 75.33545, 161.96875, 56.51026, 64.9602, 75.305756, 54.29902, 55.414555, 54.676178, 51.41923, 64.72115, 74.65247, 70.44519, 67.42056, 75.31149, 96.33353, 118.852425, 66.807175, 98.657776, 95.80335]\n",
      "Min dist: 51.41923\n",
      "ERROR: PRINTED Unknown EXPECTED downey\n",
      "downey7.png\n",
      "[62.37184, 81.04677, 165.36154, 67.33977, 90.0723, 80.59029, 75.4249, 75.38559, 93.73921, 56.24163, 68.085846, 91.11909, 74.6501, 82.314255, 69.435165, 121.37971, 125.27377, 52.99945, 98.80324, 104.403076]\n",
      "Min dist: 52.99945\n",
      "ERROR: PRINTED Unknown EXPECTED downey\n",
      "downey2.jpg\n",
      "[42.29973, 55.40406, 137.14468, 47.148945, 83.71594, 77.163666, 59.63085, 55.0465, 56.4999, 54.447792, 57.303318, 64.616486, 78.8317, 49.891136, 88.070694, 66.24292, 107.21411, 53.930637, 91.7447, 82.21065]\n",
      "Min dist: 42.29973\n",
      "ERROR: PRINTED Unknown EXPECTED downey\n",
      "downeyX.jpg\n",
      "[71.48432, 95.9384, 104.20924, 65.0221, 112.33302, 85.033165, 81.90961, 90.40566, 69.726456, 69.63362, 58.598644, 98.165535, 93.88394, 56.810318, 104.72252, 99.14694, 95.51729, 76.30134, 64.67763, 64.39227]\n",
      "Min dist: 56.810318\n",
      "ERROR: PRINTED Unknown EXPECTED jolie\n",
      "jolie1.jpg\n",
      "[43.7921, 67.69278, 116.72978, 38.007534, 97.01309, 43.883312, 51.68187, 56.277267, 48.405205, 42.26003, 45.348488, 76.65611, 92.09897, 41.67749, 61.919586, 94.34564, 83.20051, 49.746376, 57.387386, 80.54527]\n",
      "Min dist: 38.007534\n",
      "ERROR: PRINTED hanks EXPECTED jolie\n",
      "jolie6.jpg\n",
      "[53.07506, 81.52782, 116.12608, 46.68572, 94.04245, 65.99247, 42.564507, 69.05594, 62.908844, 45.274864, 57.889282, 78.51882, 90.87144, 58.93657, 74.50667, 75.225975, 105.97911, 63.45461, 95.87724, 68.4438]\n",
      "Min dist: 42.564507\n",
      "ERROR: PRINTED Unknown EXPECTED jolie\n",
      "jolieX.jpeg\n",
      "[51.03622, 43.171593, 133.01904, 38.7613, 104.00867, 41.32959, 79.59141, 52.193573, 67.01424, 59.67287, 57.320274, 74.660446, 69.63266, 43.207848, 67.04236, 167.40009, 72.80983, 31.564852, 86.21559, 68.14039]\n",
      "Min dist: 31.564852\n",
      "ERROR: PRINTED pitt EXPECTED jolie\n",
      "jolie7.jpeg\n",
      "[82.2539, 68.422424, 158.7667, 62.7371, 91.82431, 86.05119, 81.8096, 79.059265, 87.96701, 78.160355, 79.00998, 89.31897, 35.041946, 76.06186, 96.01821, 143.93315, 116.261116, 60.88282, 103.79974, 74.2734]\n",
      "Min dist: 35.041946\n",
      "ERROR: PRINTED johansson EXPECTED jolie\n",
      "jolie3.jpg\n",
      "[59.89183, 32.859703, 174.61037, 40.054382, 54.217155, 64.60399, 53.812225, 42.336586, 83.790436, 52.066425, 61.667267, 70.5061, 34.323223, 60.98255, 72.87018, 115.803055, 124.051636, 36.590256, 96.99096, 68.36416]\n",
      "Min dist: 32.859703\n",
      "ERROR: PRINTED lawrence EXPECTED jolie\n",
      "jolie4.jpg\n",
      "[32.489464, 39.500954, 84.19874, 25.003422, 83.31569, 36.270576, 60.676346, 50.734512, 54.991913, 36.48294, 36.72919, 60.878998, 71.63611, 40.07973, 62.16697, 84.41023, 56.474785, 37.54792, 68.39205, 53.931965]\n",
      "Min dist: 25.003422\n",
      "ERROR: PRINTED hanks EXPECTED jolie\n",
      "jolie9.jpeg\n",
      "[45.113968, 35.295536, 134.80493, 22.18074, 82.66302, 36.284332, 59.725285, 43.793545, 50.48893, 35.748627, 48.960606, 44.766613, 63.164032, 46.692764, 54.600006, 123.07033, 68.40006, 38.197536, 71.44656, 59.165237]\n",
      "Min dist: 22.18074\n",
      "ERROR: PRINTED hanks EXPECTED jolie\n",
      "jolie2.jpg\n",
      "[48.434906, 66.958496, 112.69556, 45.629597, 98.79058, 46.95002, 63.278038, 64.337654, 54.70332, 32.460556, 38.23365, 87.93666, 67.74989, 45.08939, 52.378567, 110.60964, 65.796196, 51.517, 63.10829, 70.20808]\n",
      "Min dist: 32.460556\n",
      "ERROR: PRINTED cruise EXPECTED jolie\n",
      "jolie5.jpeg\n",
      "[186.73526, 220.19711, 106.23975, 200.72061, 259.30634, 203.5781, 268.82025, 239.75826, 184.90242, 216.46559, 189.93596, 183.61143, 245.19847, 212.47208, 243.66339, 235.30054, 159.63852, 178.86386, 237.16315, 179.5506]\n",
      "Min dist: 106.23975\n",
      "ERROR: PRINTED Unknown EXPECTED jolie\n",
      "jolie8.jpg\n",
      "[30.700066, 41.97492, 123.63245, 36.94791, 75.86012, 61.176865, 57.621716, 40.020126, 42.625656, 42.44885, 52.362186, 43.274834, 67.73485, 31.578878, 72.55724, 88.34958, 83.037575, 32.475082, 68.795364, 63.904964]\n",
      "Min dist: 30.700066\n",
      "ERROR: PRINTED fassbender EXPECTED dicaprio\n",
      "dicaprio6.jpeg\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[75.76241, 84.95871, 88.55531, 68.08034, 113.87721, 79.84292, 100.78897, 90.74229, 64.00049, 80.313095, 68.89316, 78.60624, 98.20493, 66.89317, 113.108185, 136.28436, 84.12568, 67.98062, 98.459274, 71.55925]\n",
      "Min dist: 64.00049\n",
      "ERROR: PRINTED Unknown EXPECTED dicaprio\n",
      "dicaprio8.jpg\n",
      "[44.90165, 26.002943, 167.10767, 34.119442, 93.96087, 54.562004, 61.948944, 53.18845, 49.359226, 52.264812, 60.642784, 47.500023, 73.50125, 50.535236, 67.417336, 115.28148, 96.77176, 44.868637, 76.863846, 84.64371]\n",
      "Min dist: 26.002943\n",
      "ERROR: PRINTED lawrence EXPECTED dicaprio\n",
      "dicaprio3.png\n",
      "[51.789543, 61.633636, 86.84685, 51.227364, 98.87495, 61.821133, 79.78842, 79.66584, 46.991364, 51.15606, 58.00625, 69.370895, 72.782524, 50.532906, 86.530716, 110.53274, 66.63629, 50.738274, 80.699295, 63.40783]\n",
      "Min dist: 46.991364\n",
      "ERROR: PRINTED Unknown EXPECTED dicaprio\n",
      "dicaprio4.jpg\n",
      "[52.331696, 94.65111, 111.90029, 62.708298, 70.51389, 89.79301, 86.64264, 58.822227, 68.29463, 57.4894, 61.768265, 86.06035, 70.44182, 55.028885, 117.673294, 95.27344, 110.48714, 57.76043, 87.31453, 96.38939]\n",
      "Min dist: 52.331696\n",
      "ERROR: PRINTED Unknown EXPECTED dicaprio\n",
      "dicaprio5.jpeg\n",
      "[47.28544, 49.49936, 90.57451, 32.9951, 73.18505, 57.205, 76.153305, 61.025707, 55.606384, 50.52553, 44.4084, 59.25712, 72.380714, 48.332104, 89.36609, 100.61983, 83.783875, 41.725594, 79.431786, 51.00788]\n",
      "Min dist: 32.9951\n",
      "ERROR: PRINTED hanks EXPECTED dicaprio\n",
      "dicaprio1.jpg\n",
      "[31.663364, 51.556602, 94.07648, 21.283026, 73.84505, 48.35029, 53.161186, 39.64203, 50.483063, 30.697742, 34.447487, 60.083, 65.2469, 37.961365, 69.34754, 74.53636, 85.97587, 31.35312, 72.49326, 49.51035]\n",
      "Min dist: 21.283026\n",
      "ERROR: PRINTED hanks EXPECTED dicaprio\n",
      "dicaprio7.jpg\n",
      "[46.563644, 55.33541, 77.0759, 37.832497, 104.57077, 45.754772, 79.464, 72.17323, 40.902817, 40.162216, 47.89227, 74.78436, 79.67024, 41.705986, 76.32086, 107.67687, 48.223793, 43.747536, 64.103134, 56.191837]\n",
      "Min dist: 37.832497\n",
      "ERROR: PRINTED hanks EXPECTED dicaprio\n",
      "dicaprio2.jpg\n",
      "[29.675459, 28.715015, 114.53648, 20.103142, 68.09848, 42.99311, 35.442123, 44.69465, 39.5568, 31.226519, 38.21888, 44.642185, 61.041336, 36.761765, 55.717453, 74.63341, 78.44063, 30.723293, 59.886208, 48.553776]\n",
      "Min dist: 20.103142\n",
      "ERROR: PRINTED hanks EXPECTED dicaprio\n",
      "dicaprioX.jpg\n",
      "[31.101973, 59.01243, 97.0709, 36.435966, 81.13888, 57.476944, 68.430244, 42.208958, 35.661728, 37.996693, 48.665127, 51.401085, 76.71008, 24.119421, 77.99169, 96.00668, 69.94389, 39.28183, 56.899174, 61.04516]\n",
      "Min dist: 24.119421\n",
      "ERROR: PRINTED cumberbatch EXPECTED dicaprio\n",
      "dicaprio9.jpg\n",
      "[49.643578, 55.76164, 104.046234, 34.164795, 100.48595, 48.760593, 55.316994, 69.84176, 50.6175, 37.699585, 46.22889, 84.51806, 83.789406, 57.307236, 60.652855, 97.94788, 76.243164, 49.752808, 72.428085, 64.77728]\n",
      "Min dist: 34.164795\n",
      "ERROR: PRINTED hanks EXPECTED clooney\n",
      "clooney3.jpg\n",
      "[46.12987, 85.36777, 68.633286, 40.13513, 79.89605, 75.07919, 84.284546, 68.00994, 68.37753, 50.59539, 53.2809, 79.63422, 90.452255, 69.60837, 105.11937, 66.47554, 102.23358, 51.426807, 102.25213, 65.79953]\n",
      "Min dist: 40.13513\n",
      "ERROR: PRINTED Unknown EXPECTED clooney\n",
      "clooney7.jpg\n",
      "[43.78139, 80.30323, 107.5794, 45.452, 115.14369, 65.04446, 93.76822, 68.982285, 73.636215, 63.201958, 63.171425, 74.332214, 113.199036, 74.120735, 85.76622, 103.770454, 114.6138, 57.149773, 94.92948, 71.34544]\n",
      "Min dist: 43.78139\n",
      "ERROR: PRINTED Unknown EXPECTED clooney\n",
      "clooney2.jpeg\n",
      "[42.13, 39.37459, 144.64484, 24.181023, 66.101685, 50.703945, 61.037964, 30.023746, 60.73883, 45.267487, 53.091408, 52.9283, 55.695984, 46.251644, 79.16976, 104.34916, 105.50406, 33.782127, 88.19918, 58.95692]\n",
      "Min dist: 24.181023\n",
      "ERROR: PRINTED hanks EXPECTED clooney\n",
      "clooney8.jpg\n",
      "[49.039757, 45.745926, 129.27853, 40.072002, 78.922905, 58.673615, 61.043747, 65.21422, 68.890854, 52.498135, 41.1317, 64.40503, 52.66521, 49.680412, 71.69497, 102.07373, 91.76994, 45.80479, 67.74754, 80.23514]\n",
      "Min dist: 40.072002\n",
      "ERROR: PRINTED Unknown EXPECTED clooney\n",
      "clooneyX.jpeg\n",
      "[42.09538, 37.840614, 141.59813, 27.233402, 84.606125, 48.533737, 49.23815, 42.517563, 57.01619, 42.961018, 62.754913, 57.972275, 59.72069, 38.425926, 60.5221, 130.10483, 71.487625, 35.74948, 74.95798, 47.867046]\n",
      "Min dist: 27.233402\n",
      "ERROR: PRINTED hanks EXPECTED clooney\n",
      "clooney5.jpeg\n",
      "[46.310146, 48.78022, 150.36398, 39.961395, 95.252335, 57.05226, 49.92154, 62.816505, 47.62314, 49.902924, 55.6345, 72.39183, 71.932, 52.903736, 48.55267, 112.53043, 106.012146, 49.786335, 78.26572, 72.74811]\n",
      "Min dist: 39.961395\n",
      "ERROR: PRINTED hanks EXPECTED clooney\n",
      "clooney1.jpeg\n",
      "[36.605236, 39.80893, 125.580345, 33.20676, 71.41097, 45.387962, 46.111572, 46.39987, 56.415554, 36.75369, 33.256493, 68.212685, 47.230713, 39.532356, 48.536964, 112.63748, 80.63814, 34.019802, 63.519444, 57.952896]\n",
      "Min dist: 33.20676\n",
      "ERROR: PRINTED hanks EXPECTED clooney\n",
      "clooney9.jpeg\n",
      "[94.97754, 86.304016, 193.2629, 79.076836, 64.086235, 125.69738, 100.07765, 74.70682, 111.78906, 105.39877, 86.58647, 87.10697, 53.16839, 96.689026, 136.59244, 121.33374, 176.23813, 84.08533, 127.97571, 112.51505]\n",
      "Min dist: 53.16839\n",
      "ERROR: PRINTED Unknown EXPECTED clooney\n",
      "clooney6.jpg\n",
      "[42.78701, 51.153526, 104.73011, 32.686115, 72.1936, 52.21215, 50.55114, 56.708275, 51.302227, 36.77526, 35.108105, 76.36562, 45.187607, 38.035824, 65.56564, 78.08937, 87.19267, 40.508266, 50.178795, 61.313942]\n",
      "Min dist: 32.686115\n",
      "ERROR: PRINTED hanks EXPECTED clooney\n",
      "clooney4.jpg\n",
      "[56.985462, 56.67417, 175.21587, 45.669106, 94.2556, 63.5698, 42.16352, 49.78692, 65.379944, 56.89412, 67.08696, 79.607574, 90.01268, 58.076775, 86.06737, 133.0775, 110.10965, 55.716698, 99.28559, 87.18218]\n",
      "Min dist: 42.16352\n",
      "ERROR: PRINTED Unknown EXPECTED fassbender\n",
      "fassbenderX.jpg\n",
      "[136.4857, 134.69351, 199.55269, 125.63739, 165.74655, 132.28769, 114.27332, 156.93002, 131.44627, 100.15622, 104.33346, 182.61975, 130.91583, 101.235405, 130.03134, 167.38179, 125.73751, 144.73737, 84.57129, 135.16943]\n",
      "Min dist: 84.57129\n",
      "ERROR: PRINTED Unknown EXPECTED fassbender\n",
      "fassbender1.jpg\n",
      "[41.041084, 43.831615, 130.19601, 22.50868, 57.0041, 56.206734, 50.996582, 33.91179, 57.36962, 46.45106, 48.65352, 47.481514, 56.489723, 50.496605, 78.08763, 87.008484, 110.21008, 38.04012, 88.966125, 59.612343]\n",
      "Min dist: 22.50868\n",
      "ERROR: PRINTED hanks EXPECTED fassbender\n",
      "fassbender8.jpeg\n",
      "[64.39714, 62.817333, 185.61668, 51.848125, 95.74219, 84.65915, 63.73094, 68.04719, 66.76721, 73.16314, 89.618774, 79.777695, 92.89093, 80.86151, 80.59745, 123.42827, 135.4241, 66.61513, 124.4263, 82.91455]\n",
      "Min dist: 51.848125\n",
      "ERROR: PRINTED Unknown EXPECTED fassbender\n",
      "fassbender4.jpg\n",
      "[41.07817, 35.343475, 157.5602, 35.60016, 56.84677, 59.379425, 42.534775, 39.525555, 68.44449, 47.102676, 54.229416, 62.569565, 51.03961, 34.620728, 67.3059, 95.16705, 117.9813, 32.0439, 89.59118, 68.942825]\n",
      "Min dist: 32.0439\n",
      "ERROR: PRINTED pitt EXPECTED fassbender\n",
      "fassbender7.jpg\n",
      "[32.775063, 53.424316, 140.4766, 45.555725, 84.55509, 62.749573, 53.485275, 49.297977, 55.89975, 46.255264, 53.206924, 58.72628, 84.00873, 46.26769, 56.06597, 94.36462, 90.58334, 46.68252, 87.956345, 93.243515]\n",
      "Min dist: 32.775063\n",
      "[79.52135, 48.144367, 215.0726, 48.32734, 95.62802, 75.84999, 66.31401, 59.070885, 86.64333, 52.083496, 73.655785, 74.57245, 59.260735, 71.22079, 80.994286, 138.0253, 108.78261, 66.27167, 96.42803, 88.81624]\n",
      "Min dist: 48.144367\n",
      "ERROR: PRINTED Unknown EXPECTED fassbender\n",
      "fassbender6.jpg\n",
      "[37.129135, 76.105484, 107.10072, 41.820747, 98.733246, 43.106308, 64.13905, 59.221718, 67.15096, 36.355766, 59.153618, 65.277245, 103.49768, 44.333706, 74.59573, 89.31328, 76.306366, 55.76224, 74.86588, 83.54994]\n",
      "Min dist: 36.355766\n",
      "ERROR: PRINTED cruise EXPECTED fassbender\n",
      "fassbender9.jpg\n",
      "[26.365055, 45.822483, 103.31855, 28.931211, 65.93289, 53.48513, 60.515114, 44.096676, 47.03, 39.677986, 40.174084, 48.793137, 57.055786, 36.599674, 62.228485, 93.97862, 80.95953, 24.974377, 71.94236, 62.068394]\n",
      "Min dist: 24.974377\n",
      "ERROR: PRINTED pitt EXPECTED fassbender\n",
      "fassbender3.jpeg\n",
      "[42.408497, 34.83432, 128.761, 28.266855, 86.23822, 44.0728, 59.56213, 45.655663, 43.622856, 33.612835, 44.56372, 58.401604, 58.968, 41.815998, 50.470333, 123.36366, 74.72623, 32.346825, 68.967636, 62.575905]\n",
      "Min dist: 28.266855\n",
      "ERROR: PRINTED hanks EXPECTED fassbender\n",
      "fassbender5.jpg\n",
      "[71.29407, 131.695, 68.65405, 73.44165, 127.07524, 94.86991, 105.24892, 111.81213, 69.57532, 68.50171, 79.24736, 115.7441, 132.58963, 77.42462, 114.522545, 88.95245, 94.16994, 84.94411, 89.27916, 87.09481]\n",
      "Min dist: 68.50171\n",
      "ERROR: PRINTED Unknown EXPECTED cruise\n",
      "cruise6.jpg\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[51.65077, 60.693024, 148.64148, 42.418694, 86.42667, 69.915825, 78.191025, 40.951813, 58.413773, 39.862335, 66.012024, 63.63775, 77.1062, 59.830627, 87.672165, 85.3371, 112.18265, 51.691555, 97.980804, 91.15327]\n",
      "Min dist: 39.862335\n",
      "[33.279587, 37.490654, 105.87355, 29.431084, 82.32457, 45.363396, 41.270134, 43.647884, 35.487015, 26.404331, 41.9847, 53.5651, 60.40304, 24.919886, 48.53489, 94.13119, 55.878994, 30.655443, 41.39666, 51.44175]\n",
      "Min dist: 24.919886\n",
      "ERROR: PRINTED cumberbatch EXPECTED cruise\n",
      "cruise8.png\n",
      "[77.86151, 102.484535, 106.444115, 68.331406, 146.81497, 77.36263, 116.10629, 98.5851, 66.56668, 62.867115, 94.84134, 96.993, 133.03787, 78.16978, 104.22769, 145.73799, 84.59273, 77.19946, 107.62369, 92.02685]\n",
      "Min dist: 62.867115\n",
      "ERROR: PRINTED Unknown EXPECTED cruise\n",
      "cruise5.jpeg\n",
      "[38.904877, 45.94592, 112.43022, 32.684937, 94.628716, 43.761803, 65.98193, 52.905476, 53.022835, 43.267044, 48.857307, 60.890224, 74.38385, 48.338234, 54.810524, 125.75727, 79.1413, 30.82838, 77.32958, 52.250137]\n",
      "Min dist: 30.82838\n",
      "ERROR: PRINTED pitt EXPECTED cruise\n",
      "cruise3.jpg\n",
      "[56.669144, 73.241425, 113.0777, 48.52829, 95.50287, 61.093536, 62.978218, 54.556282, 53.357307, 49.51599, 45.845444, 72.97432, 79.86221, 49.028824, 79.41136, 122.050446, 88.75975, 51.62682, 80.86426, 50.591972]\n",
      "Min dist: 45.845444\n",
      "ERROR: PRINTED Unknown EXPECTED cruise\n",
      "cruise7.jpg\n",
      "[60.967125, 114.87854, 92.68562, 66.21312, 122.13719, 87.43655, 105.953735, 90.46473, 81.72582, 71.582794, 72.25342, 102.25954, 129.05707, 83.49844, 101.62735, 98.09294, 132.23755, 70.21213, 120.48869, 90.257965]\n",
      "Min dist: 60.967125\n",
      "ERROR: PRINTED Unknown EXPECTED cruise\n",
      "cruise9.jpg\n",
      "[51.69208, 41.702934, 156.67654, 42.31015, 72.98789, 63.251877, 54.05218, 50.233894, 68.2944, 41.948627, 60.28433, 73.61984, 66.66838, 43.50573, 73.332886, 103.17442, 110.061874, 46.341175, 89.182144, 82.48506]\n",
      "Min dist: 41.702934\n",
      "ERROR: PRINTED Unknown EXPECTED cruise\n",
      "cruise1.jpeg\n",
      "[67.951645, 70.79155, 112.211525, 68.4766, 95.821625, 85.69141, 102.70667, 85.053894, 89.93378, 74.27879, 75.031815, 78.61847, 82.605225, 82.75957, 96.39127, 147.45827, 105.50128, 52.22002, 110.8776, 80.832184]\n",
      "Min dist: 52.22002\n",
      "ERROR: PRINTED Unknown EXPECTED cruise\n",
      "cruise2.jpg\n",
      "[34.34478, 74.68382, 103.63517, 36.48999, 70.77147, 59.29763, 57.65615, 46.20336, 70.042816, 34.298153, 48.13819, 70.6596, 74.90636, 51.058315, 73.674416, 66.34651, 99.32417, 46.107437, 88.76759, 70.08809]\n",
      "Min dist: 34.298153\n",
      "Accuracy: 5.0\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "ite = 0\n",
    "plus = 0\n",
    "\n",
    "dirs = os.listdir('celebs')\n",
    "dirs.remove('names')\n",
    "for i in dirs:\n",
    "    for im in os.listdir('celebs/' + i):\n",
    "        ite += 1\n",
    "        image = cv2.imread('celebs/' + i + '/' + im)\n",
    "        name = get_name(image)\n",
    "        if name == im.split('.')[0][:-1]:\n",
    "            plus += 1\n",
    "        else:\n",
    "            print('ERROR: PRINTED ' + name +' EXPECTED ' + im.split('.')[0][:-1])\n",
    "            print(im)\n",
    "print(\"Accuracy: \" + str((plus / ite) * 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[34.34478, 74.68382, 103.63517, 36.48999, 70.77147, 59.29763, 57.65615, 46.20336, 70.042816, 34.298153, 48.13819, 70.6596, 74.90636, 51.058315, 73.674416, 66.34651, 99.32417, 46.107437, 88.76759, 70.08809]\n",
      "Min dist: 34.298153\n",
      "-\n"
     ]
    }
   ],
   "source": [
    "qwe = cv2.imread('celebs/cruise/cruise4.jpeg')\n",
    "a = 'cruise4.jpeg'.split('.')[0][:-1]\n",
    "name = get_name(qwe)\n",
    "if name == a:\n",
    "    print('-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MA1: 0.004545454545454545\n",
      "MAX at: 1\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.004545454545454545\n",
      "MA1: 0.0047138047138047135\n",
      "MAX at: 27\n",
      "MA1: 0.005032467532467532\n",
      "MAX at: 28\n",
      "MA1: 0.0054858934169279\n",
      "MAX at: 29\n",
      "MA1: 0.005909090909090909\n",
      "MAX at: 30\n",
      "MA1: 0.0063049853372434015\n",
      "MAX at: 31\n",
      "MA1: 0.006676136363636363\n",
      "MAX at: 32\n",
      "MA1: 0.007162534435261708\n",
      "MAX at: 33\n",
      "MA1: 0.007887700534759358\n",
      "MAX at: 34\n",
      "MA1: 0.008701298701298701\n",
      "MAX at: 35\n",
      "MA1: 0.00946969696969697\n",
      "MAX at: 36\n",
      "MA1: 0.010196560196560197\n",
      "MAX at: 37\n",
      "MA1: 0.011004784688995215\n",
      "MAX at: 38\n",
      "MA1: 0.011888111888111888\n",
      "MAX at: 39\n",
      "MA1: 0.01284090909090909\n",
      "MAX at: 40\n",
      "MA1: 0.013747228381374724\n",
      "MAX at: 41\n",
      "MA1: 0.01461038961038961\n",
      "MAX at: 42\n",
      "MA1: 0.015433403805496829\n",
      "MAX at: 43\n",
      "MA1: 0.016322314049586777\n",
      "MAX at: 44\n",
      "MA1: 0.017272727272727273\n",
      "MAX at: 45\n",
      "MA1: 0.01818181818181818\n",
      "MAX at: 46\n",
      "MA1: 0.019245647969052225\n",
      "MAX at: 47\n",
      "MA1: 0.020359848484848484\n",
      "MAX at: 48\n",
      "MA1: 0.021521335807050092\n",
      "MAX at: 49\n",
      "MA1: 0.022727272727272728\n",
      "MAX at: 50\n",
      "MA1: 0.023885918003565064\n",
      "MAX at: 51\n",
      "MA1: 0.025087412587412587\n",
      "MAX at: 52\n",
      "MA1: 0.026243567753001715\n",
      "MAX at: 53\n",
      "MA1: 0.027356902356902357\n",
      "MAX at: 54\n",
      "MA1: 0.028512396694214875\n",
      "MAX at: 55\n",
      "MA1: 0.029626623376623376\n",
      "MAX at: 56\n",
      "MA1: 0.03070175438596491\n",
      "MAX at: 57\n",
      "MA1: 0.031739811912225704\n",
      "MAX at: 58\n",
      "MA1: 0.032742681047765794\n",
      "MAX at: 59\n",
      "MA1: 0.033712121212121214\n",
      "MAX at: 60\n",
      "MA1: 0.03464977645305514\n",
      "MAX at: 61\n",
      "MA1: 0.03555718475073314\n",
      "MAX at: 62\n",
      "MA1: 0.03650793650793651\n",
      "MAX at: 63\n",
      "MA1: 0.037428977272727273\n",
      "MAX at: 64\n",
      "MA1: 0.03839160839160839\n",
      "MAX at: 65\n",
      "MA1: 0.039325068870523415\n",
      "MAX at: 66\n",
      "MA1: 0.04029850746268657\n",
      "MAX at: 67\n",
      "MA1: 0.04124331550802139\n",
      "MAX at: 68\n",
      "MA1: 0.0422266139657444\n",
      "MAX at: 69\n",
      "MA1: 0.04318181818181818\n",
      "MAX at: 70\n",
      "MA1: 0.0441101152368758\n",
      "MAX at: 71\n",
      "MA1: 0.04501262626262626\n",
      "MAX at: 72\n",
      "MA1: 0.04589041095890411\n",
      "MAX at: 73\n",
      "MA1: 0.046744471744471744\n",
      "MAX at: 74\n",
      "MA1: 0.04757575757575758\n",
      "MAX at: 75\n",
      "MA1: 0.04838516746411483\n",
      "MAX at: 76\n",
      "MA1: 0.04923258559622196\n",
      "MAX at: 77\n",
      "MA1: 0.05005827505827506\n",
      "MAX at: 78\n",
      "MA1: 0.050863060989643265\n",
      "MAX at: 79\n",
      "MA1: 0.051647727272727276\n",
      "MAX at: 80\n",
      "MA1: 0.05241301907968575\n",
      "MAX at: 81\n",
      "MA1: 0.053159645232815966\n",
      "MAX at: 82\n",
      "MA1: 0.05388828039430449\n",
      "MAX at: 83\n",
      "MA1: 0.0545995670995671\n",
      "MAX at: 84\n",
      "MA1: 0.05529411764705883\n",
      "MAX at: 85\n",
      "MA1: 0.05597251585623678\n",
      "MAX at: 86\n",
      "MA1: 0.05663531870428422\n",
      "MAX at: 87\n",
      "MA1: 0.05728305785123967\n",
      "MAX at: 88\n",
      "MA1: 0.05791624106230848\n",
      "MAX at: 89\n",
      "MA1: 0.05853535353535354\n",
      "MAX at: 90\n",
      "MA1: 0.05914085914085914\n",
      "MAX at: 91\n",
      "MA1: 0.05973320158102767\n",
      "MAX at: 92\n",
      "MA1: 0.060312805474095794\n",
      "MAX at: 93\n",
      "MA1: 0.060880077369439074\n",
      "MAX at: 94\n",
      "MA1: 0.06143540669856459\n",
      "MAX at: 95\n",
      "MA1: 0.06197916666666667\n",
      "MAX at: 96\n",
      "MA1: 0.06251171508903468\n",
      "MAX at: 97\n",
      "MA1: 0.06303339517625232\n",
      "MAX at: 98\n",
      "MA1: 0.063544536271809\n",
      "MAX at: 99\n",
      "MA1: 0.06404545454545454\n",
      "MAX at: 100\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "ma1 = 0\n",
    "ma2 = 0\n",
    "ite = 0\n",
    "plus = 0\n",
    "\n",
    "dirs = os.listdir('celebs')\n",
    "dirs.remove('names')\n",
    "\n",
    "dist = 0\n",
    "for k in range(100):\n",
    "    ma2 = ma1\n",
    "    dist += 1\n",
    "    for i in dirs:\n",
    "        for im in os.listdir('celebs/' + i):\n",
    "            ite += 1\n",
    "            image = cv2.imread('celebs/' + i + '/' + im)\n",
    "            name = get_name(image, dist)\n",
    "            if name == im.split('.')[0][:-1]:\n",
    "                plus += 1\n",
    "    ma1 = plus / ite\n",
    "    print(\"MA1: \" + str(ma1))\n",
    "    if ma2 < ma1:\n",
    "        print('MAX at: ' + str(dist))"
   ]
  }
 ],
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