Assignment_1_Exercise.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "from PIL import Image\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "import tensorflow as tf\n",
    "import keras\n",
    "from os.path import isfile, join\n",
    "from os import listdir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_SAD(arr1, arr2):\n",
    "    \"\"\"Calculate sum of absolute distance\"\"\"\n",
    "    z = abs(arr1/100 - arr2/100)\n",
    "    z = z * 100\n",
    "    return np.sum(z)\n",
    "\n",
    "def calculate_SSD(arr1, arr2):\n",
    "    \"\"\"Calculate sum of squared distance\"\"\"\n",
    "    z = abs(arr1/100 - arr2/100)\n",
    "    z = z * 100\n",
    "    return np.sum(z**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Require the following library:\n",
    "# import matplotlib.pyplot as plt\n",
    "\n",
    "# Receive np.array, show the image\n",
    "def show_image(arr, title=\"\"):\n",
    "    fig, ax = plt.subplots(figsize=(10, 8))\n",
    "    plt.imshow(np.asarray(arr))\n",
    "    plt.title(title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_path = \"AR_Train_image/\"\n",
    "test_path  = \"AR_Test_image/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " #  - Filename\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['001 - AR_Train_image/m-003-01.bmp',\n",
       " '002 - AR_Train_image/m-013-04.bmp',\n",
       " '003 - AR_Train_image/m-013-10.bmp',\n",
       " '004 - AR_Train_image/m-043-09.bmp',\n",
       " '005 - AR_Train_image/w-059-11.bmp',\n",
       " '006 - AR_Train_image/w-059-05.bmp',\n",
       " '007 - AR_Train_image/w-059-04.bmp',\n",
       " '008 - AR_Train_image/w-059-10.bmp',\n",
       " '009 - AR_Train_image/m-043-08.bmp',\n",
       " '010 - AR_Train_image/m-013-11.bmp',\n",
       " '011 - AR_Train_image/m-013-05.bmp',\n",
       " '012 - AR_Train_image/m-003-02.bmp',\n",
       " '013 - AR_Train_image/m-013-13.bmp',\n",
       " '014 - AR_Train_image/m-013-07.bmp',\n",
       " '015 - AR_Train_image/w-099-08.bmp',\n",
       " '016 - AR_Train_image/w-059-06.bmp',\n",
       " '017 - AR_Train_image/w-059-12.bmp',\n",
       " '018 - AR_Train_image/w-059-13.bmp',\n",
       " '019 - AR_Train_image/w-059-07.bmp',\n",
       " '020 - AR_Train_image/w-099-09.bmp',\n",
       " '021 - AR_Train_image/m-013-06.bmp',\n",
       " '022 - AR_Train_image/m-013-12.bmp',\n",
       " '023 - AR_Train_image/m-003-03.bmp',\n",
       " '024 - AR_Train_image/m-003-07.bmp',\n",
       " '025 - AR_Train_image/m-003-13.bmp',\n",
       " '026 - AR_Train_image/m-013-02.bmp',\n",
       " '027 - AR_Train_image/w-089-08.bmp',\n",
       " '028 - AR_Train_image/w-059-03.bmp',\n",
       " '029 - AR_Train_image/w-059-02.bmp',\n",
       " '030 - AR_Train_image/w-089-09.bmp',\n",
       " '031 - AR_Train_image/m-013-03.bmp',\n",
       " '032 - AR_Train_image/m-003-12.bmp',\n",
       " '033 - AR_Train_image/m-003-06.bmp',\n",
       " '034 - AR_Train_image/m-003-10.bmp',\n",
       " '035 - AR_Train_image/m-003-04.bmp',\n",
       " '036 - AR_Train_image/m-013-01.bmp',\n",
       " '037 - AR_Train_image/w-059-01.bmp',\n",
       " '038 - AR_Train_image/m-003-05.bmp',\n",
       " '039 - AR_Train_image/m-003-11.bmp',\n",
       " '040 - AR_Train_image/w-069-06.bmp',\n",
       " '041 - AR_Train_image/w-069-12.bmp',\n",
       " '042 - AR_Train_image/w-079-03.bmp',\n",
       " '043 - AR_Train_image/m-023-13.bmp',\n",
       " '044 - AR_Train_image/m-023-07.bmp',\n",
       " '045 - AR_Train_image/m-033-02.bmp',\n",
       " '046 - AR_Train_image/m-033-03.bmp',\n",
       " '047 - AR_Train_image/m-023-06.bmp',\n",
       " '048 - AR_Train_image/m-023-12.bmp',\n",
       " '049 - AR_Train_image/w-079-02.bmp',\n",
       " '050 - AR_Train_image/w-069-13.bmp',\n",
       " '051 - AR_Train_image/w-069-07.bmp',\n",
       " '052 - AR_Train_image/w-069-11.bmp',\n",
       " '053 - AR_Train_image/w-069-05.bmp',\n",
       " '054 - AR_Train_image/m-023-04.bmp',\n",
       " '055 - AR_Train_image/m-023-10.bmp',\n",
       " '056 - AR_Train_image/m-033-01.bmp',\n",
       " '057 - AR_Train_image/m-023-11.bmp',\n",
       " '058 - AR_Train_image/m-023-05.bmp',\n",
       " '059 - AR_Train_image/w-079-01.bmp',\n",
       " '060 - AR_Train_image/w-069-04.bmp',\n",
       " '061 - AR_Train_image/w-069-10.bmp',\n",
       " '062 - AR_Train_image/w-079-05.bmp',\n",
       " '063 - AR_Train_image/w-079-11.bmp',\n",
       " '064 - AR_Train_image/m-023-01.bmp',\n",
       " '065 - AR_Train_image/m-033-10.bmp',\n",
       " '066 - AR_Train_image/m-033-04.bmp',\n",
       " '067 - AR_Train_image/m-033-05.bmp',\n",
       " '068 - AR_Train_image/m-033-11.bmp',\n",
       " '069 - AR_Train_image/w-079-10.bmp',\n",
       " '070 - AR_Train_image/w-079-04.bmp',\n",
       " '071 - AR_Train_image/w-069-01.bmp',\n",
       " '072 - AR_Train_image/w-069-03.bmp',\n",
       " '073 - AR_Train_image/w-079-12.bmp',\n",
       " '074 - AR_Train_image/w-079-06.bmp',\n",
       " '075 - AR_Train_image/m-023-02.bmp',\n",
       " '076 - AR_Train_image/m-033-07.bmp',\n",
       " '077 - AR_Train_image/m-033-13.bmp',\n",
       " '078 - AR_Train_image/m-033-12.bmp',\n",
       " '079 - AR_Train_image/m-033-06.bmp',\n",
       " '080 - AR_Train_image/m-023-03.bmp',\n",
       " '081 - AR_Train_image/w-079-07.bmp',\n",
       " '082 - AR_Train_image/w-079-13.bmp',\n",
       " '083 - AR_Train_image/w-069-02.bmp',\n",
       " '084 - AR_Train_image/w-079-09.bmp',\n",
       " '085 - AR_Train_image/m-033-08.bmp',\n",
       " '086 - AR_Train_image/m-033-09.bmp',\n",
       " '087 - AR_Train_image/w-079-08.bmp',\n",
       " '088 - AR_Train_image/w-069-09.bmp',\n",
       " '089 - AR_Train_image/m-023-08.bmp',\n",
       " '090 - AR_Train_image/m-023-09.bmp',\n",
       " '091 - AR_Train_image/w-069-08.bmp',\n",
       " '092 - AR_Train_image/m-003-08.bmp',\n",
       " '093 - AR_Train_image/w-099-02.bmp',\n",
       " '094 - AR_Train_image/w-089-07.bmp',\n",
       " '095 - AR_Train_image/w-089-13.bmp',\n",
       " '096 - AR_Train_image/w-089-12.bmp',\n",
       " '097 - AR_Train_image/w-089-06.bmp',\n",
       " '098 - AR_Train_image/m-043-01.bmp',\n",
       " '099 - AR_Train_image/w-099-03.bmp',\n",
       " '100 - AR_Train_image/m-003-09.bmp',\n",
       " '101 - AR_Train_image/w-099-01.bmp',\n",
       " '102 - AR_Train_image/m-043-03.bmp',\n",
       " '103 - AR_Train_image/w-089-10.bmp',\n",
       " '104 - AR_Train_image/w-089-04.bmp',\n",
       " '105 - AR_Train_image/w-089-05.bmp',\n",
       " '106 - AR_Train_image/w-089-11.bmp',\n",
       " '107 - AR_Train_image/m-043-02.bmp',\n",
       " '108 - AR_Train_image/m-043-12.bmp',\n",
       " '109 - AR_Train_image/m-043-06.bmp',\n",
       " '110 - AR_Train_image/w-099-04.bmp',\n",
       " '111 - AR_Train_image/w-099-10.bmp',\n",
       " '112 - AR_Train_image/w-089-01.bmp',\n",
       " '113 - AR_Train_image/w-099-11.bmp',\n",
       " '114 - AR_Train_image/w-099-05.bmp',\n",
       " '115 - AR_Train_image/m-043-07.bmp',\n",
       " '116 - AR_Train_image/m-043-13.bmp',\n",
       " '117 - AR_Train_image/m-013-08.bmp',\n",
       " '118 - AR_Train_image/m-043-05.bmp',\n",
       " '119 - AR_Train_image/m-043-11.bmp',\n",
       " '120 - AR_Train_image/w-099-13.bmp',\n",
       " '121 - AR_Train_image/w-099-07.bmp',\n",
       " '122 - AR_Train_image/w-059-09.bmp',\n",
       " '123 - AR_Train_image/w-089-02.bmp',\n",
       " '124 - AR_Train_image/w-089-03.bmp',\n",
       " '125 - AR_Train_image/w-059-08.bmp',\n",
       " '126 - AR_Train_image/w-099-06.bmp',\n",
       " '127 - AR_Train_image/w-099-12.bmp',\n",
       " '128 - AR_Train_image/m-043-10.bmp',\n",
       " '129 - AR_Train_image/m-043-04.bmp',\n",
       " '130 - AR_Train_image/m-013-09.bmp']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " #  - Filename\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['001 - AR_Test_image/m-003-15.bmp',\n",
       " '002 - AR_Test_image/w-099-23.bmp',\n",
       " '003 - AR_Test_image/m-043-21.bmp',\n",
       " '004 - AR_Test_image/w-089-26.bmp',\n",
       " '005 - AR_Test_image/m-043-20.bmp',\n",
       " '006 - AR_Test_image/w-099-22.bmp',\n",
       " '007 - AR_Test_image/m-003-14.bmp',\n",
       " '008 - AR_Test_image/m-003-16.bmp',\n",
       " '009 - AR_Test_image/w-099-20.bmp',\n",
       " '010 - AR_Test_image/m-043-22.bmp',\n",
       " '011 - AR_Test_image/w-089-25.bmp',\n",
       " '012 - AR_Test_image/w-089-19.bmp',\n",
       " '013 - AR_Test_image/w-089-18.bmp',\n",
       " '014 - AR_Test_image/w-089-24.bmp',\n",
       " '015 - AR_Test_image/m-043-23.bmp',\n",
       " '016 - AR_Test_image/w-099-21.bmp',\n",
       " '017 - AR_Test_image/m-003-17.bmp',\n",
       " '018 - AR_Test_image/m-013-16.bmp',\n",
       " '019 - AR_Test_image/w-099-19.bmp',\n",
       " '020 - AR_Test_image/w-099-25.bmp',\n",
       " '021 - AR_Test_image/w-059-17.bmp',\n",
       " '022 - AR_Test_image/w-089-20.bmp',\n",
       " '023 - AR_Test_image/w-059-16.bmp',\n",
       " '024 - AR_Test_image/w-089-21.bmp',\n",
       " '025 - AR_Test_image/w-099-24.bmp',\n",
       " '026 - AR_Test_image/m-043-26.bmp',\n",
       " '027 - AR_Test_image/w-099-18.bmp',\n",
       " '028 - AR_Test_image/m-013-17.bmp',\n",
       " '029 - AR_Test_image/m-013-15.bmp',\n",
       " '030 - AR_Test_image/m-043-24.bmp',\n",
       " '031 - AR_Test_image/m-043-18.bmp',\n",
       " '032 - AR_Test_image/w-099-26.bmp',\n",
       " '033 - AR_Test_image/w-089-23.bmp',\n",
       " '034 - AR_Test_image/w-059-14.bmp',\n",
       " '035 - AR_Test_image/w-089-22.bmp',\n",
       " '036 - AR_Test_image/w-059-15.bmp',\n",
       " '037 - AR_Test_image/m-043-19.bmp',\n",
       " '038 - AR_Test_image/m-043-25.bmp',\n",
       " '039 - AR_Test_image/m-013-14.bmp',\n",
       " '040 - AR_Test_image/w-079-17.bmp',\n",
       " '041 - AR_Test_image/m-033-16.bmp',\n",
       " '042 - AR_Test_image/m-033-17.bmp',\n",
       " '043 - AR_Test_image/w-079-16.bmp',\n",
       " '044 - AR_Test_image/w-079-14.bmp',\n",
       " '045 - AR_Test_image/m-033-15.bmp',\n",
       " '046 - AR_Test_image/m-033-14.bmp',\n",
       " '047 - AR_Test_image/w-079-15.bmp',\n",
       " '048 - AR_Test_image/w-069-14.bmp',\n",
       " '049 - AR_Test_image/m-023-15.bmp',\n",
       " '050 - AR_Test_image/m-023-14.bmp',\n",
       " '051 - AR_Test_image/w-069-15.bmp',\n",
       " '052 - AR_Test_image/w-069-17.bmp',\n",
       " '053 - AR_Test_image/m-023-16.bmp',\n",
       " '054 - AR_Test_image/m-023-17.bmp',\n",
       " '055 - AR_Test_image/w-069-16.bmp',\n",
       " '056 - AR_Test_image/w-079-22.bmp',\n",
       " '057 - AR_Test_image/m-023-26.bmp',\n",
       " '058 - AR_Test_image/m-033-23.bmp',\n",
       " '059 - AR_Test_image/m-033-22.bmp',\n",
       " '060 - AR_Test_image/w-079-23.bmp',\n",
       " '061 - AR_Test_image/w-069-26.bmp',\n",
       " '062 - AR_Test_image/w-069-24.bmp',\n",
       " '063 - AR_Test_image/w-069-18.bmp',\n",
       " '064 - AR_Test_image/w-079-21.bmp',\n",
       " '065 - AR_Test_image/m-023-19.bmp',\n",
       " '066 - AR_Test_image/m-023-25.bmp',\n",
       " '067 - AR_Test_image/m-033-20.bmp',\n",
       " '068 - AR_Test_image/m-033-21.bmp',\n",
       " '069 - AR_Test_image/m-023-24.bmp',\n",
       " '070 - AR_Test_image/m-023-18.bmp',\n",
       " '071 - AR_Test_image/w-079-20.bmp',\n",
       " '072 - AR_Test_image/w-069-19.bmp',\n",
       " '073 - AR_Test_image/w-069-25.bmp',\n",
       " '074 - AR_Test_image/w-069-21.bmp',\n",
       " '075 - AR_Test_image/w-079-18.bmp',\n",
       " '076 - AR_Test_image/w-079-24.bmp',\n",
       " '077 - AR_Test_image/m-023-20.bmp',\n",
       " '078 - AR_Test_image/m-033-25.bmp',\n",
       " '079 - AR_Test_image/m-033-19.bmp',\n",
       " '080 - AR_Test_image/m-033-18.bmp',\n",
       " '081 - AR_Test_image/m-033-24.bmp',\n",
       " '082 - AR_Test_image/m-023-21.bmp',\n",
       " '083 - AR_Test_image/w-079-25.bmp',\n",
       " '084 - AR_Test_image/w-079-19.bmp',\n",
       " '085 - AR_Test_image/w-069-20.bmp',\n",
       " '086 - AR_Test_image/w-069-22.bmp',\n",
       " '087 - AR_Test_image/m-023-23.bmp',\n",
       " '088 - AR_Test_image/m-033-26.bmp',\n",
       " '089 - AR_Test_image/m-023-22.bmp',\n",
       " '090 - AR_Test_image/w-079-26.bmp',\n",
       " '091 - AR_Test_image/w-069-23.bmp',\n",
       " '092 - AR_Test_image/m-003-20.bmp',\n",
       " '093 - AR_Test_image/m-013-19.bmp',\n",
       " '094 - AR_Test_image/m-013-25.bmp',\n",
       " '095 - AR_Test_image/w-099-16.bmp',\n",
       " '096 - AR_Test_image/m-043-14.bmp',\n",
       " '097 - AR_Test_image/w-059-24.bmp',\n",
       " '098 - AR_Test_image/w-059-18.bmp',\n",
       " '099 - AR_Test_image/w-059-19.bmp',\n",
       " '100 - AR_Test_image/w-059-25.bmp',\n",
       " '101 - AR_Test_image/m-043-15.bmp',\n",
       " '102 - AR_Test_image/w-099-17.bmp',\n",
       " '103 - AR_Test_image/m-013-24.bmp',\n",
       " '104 - AR_Test_image/m-013-18.bmp',\n",
       " '105 - AR_Test_image/m-003-21.bmp',\n",
       " '106 - AR_Test_image/m-003-23.bmp',\n",
       " '107 - AR_Test_image/m-013-26.bmp',\n",
       " '108 - AR_Test_image/w-099-15.bmp',\n",
       " '109 - AR_Test_image/m-043-17.bmp',\n",
       " '110 - AR_Test_image/w-059-26.bmp',\n",
       " '111 - AR_Test_image/m-043-16.bmp',\n",
       " '112 - AR_Test_image/w-099-14.bmp',\n",
       " '113 - AR_Test_image/m-003-22.bmp',\n",
       " '114 - AR_Test_image/m-003-26.bmp',\n",
       " '115 - AR_Test_image/m-013-23.bmp',\n",
       " '116 - AR_Test_image/w-089-15.bmp',\n",
       " '117 - AR_Test_image/w-059-22.bmp',\n",
       " '118 - AR_Test_image/w-089-14.bmp',\n",
       " '119 - AR_Test_image/w-059-23.bmp',\n",
       " '120 - AR_Test_image/m-013-22.bmp',\n",
       " '121 - AR_Test_image/m-003-25.bmp',\n",
       " '122 - AR_Test_image/m-003-19.bmp',\n",
       " '123 - AR_Test_image/m-013-20.bmp',\n",
       " '124 - AR_Test_image/w-059-21.bmp',\n",
       " '125 - AR_Test_image/w-089-16.bmp',\n",
       " '126 - AR_Test_image/w-059-20.bmp',\n",
       " '127 - AR_Test_image/w-089-17.bmp',\n",
       " '128 - AR_Test_image/m-013-21.bmp',\n",
       " '129 - AR_Test_image/m-003-18.bmp',\n",
       " '130 - AR_Test_image/m-003-24.bmp']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_files = [join(train_path, f) for f in listdir(train_path) \n",
    "               if isfile(join(train_path, f))]\n",
    "\n",
    "test_files = [join(test_path, f) for f in listdir(test_path)\n",
    "               if isfile(join(test_path, f))]\n",
    "\n",
    "print(\"{:^3} - {}\".format(\"#\", \"Filename\"))\n",
    "[\"{:03} - {}\".format(n+1, f) for n, f in enumerate(train_files)]\n",
    "\n",
    "print(\"{:^3} - {}\".format(\"#\", \"Filename\"))\n",
    "[\"{:03} - {}\".format(n+1, f) for n, f in enumerate(test_files)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "arr.shape           : (165, 120, 3)\n",
      "arr[0, 0, :]        : [31 28 26]\n",
      "img.getpixel((0,0)) : (31, 28, 26)\n",
      "arr[1, 0, :]        : [29 25 25]\n",
      "img.getpixel((0,1)) : (29, 25, 25)\n"
     ]
    }
   ],
   "source": [
    "# train_images = np.array([[[]]])    # this code equals the code below\n",
    "train_images = np.array([], ndmin=3)\n",
    "\n",
    "# test_images = np.array([[[]]])    # this code equals the code below\n",
    "test_images = np.array([], ndmin=3)\n",
    "\n",
    "img = Image.open(\"AR_Train_image/m-003-01.bmp\")\n",
    "\n",
    "arr = np.array(img)\n",
    "print(\"arr.shape           : {}\".format(arr.shape))\n",
    "print(\"arr[0, 0, :]        : {}\".format(arr[0, 0, :]))\n",
    "print(\"img.getpixel((0,0)) : {}\".format(img.getpixel((0,0))))\n",
    "print(\"arr[1, 0, :]        : {}\".format(arr[1, 0, :]))\n",
    "print(\"img.getpixel((0,1)) : {}\".format(img.getpixel((0,1))))\n",
    "\n",
    "\n",
    "# for a_file in train_files:\n",
    "#     img = Image.open(a_file)\n",
    "#     np.append(train_images, \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "img1 = Image.open(\"AR_Train_image/m-003-01.bmp\")\n",
    "img2 = Image.open(\"AR_Train_image/m-003-02.bmp\")\n",
    "img3 = Image.open(\"AR_Train_image/m-003-03.bmp\")\n",
    "img4 = Image.open(\"AR_Train_image/m-003-04.bmp\")\n",
    "img5 = Image.open(\"AR_Train_image/m-003-05.bmp\")\n",
    "arr1 = np.array(img1)\n",
    "arr2 = np.array(img2)\n",
    "arr3 = np.array(img3)\n",
    "arr4 = np.array(img4)\n",
    "arr5 = np.array(img5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sum absolute distance: 958288\n",
      "Sum squared distance : 134656\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 481,
       "width": 358
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 481,
       "width": 363
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Sum absolute distance: {}\".format(calculate_SAD(arr1, arr2)))\n",
    "print(\"Sum squared distance : {}\".format(calculate_SSD(arr1, arr2)))\n",
    "\n",
    "# With 100 division and multiplication\n",
    "arr3 = abs(arr1/100 - arr2/100)\n",
    "arr3 = arr3 * 100\n",
    "show_image(arr3, \"Img1 and Img2 with 100 division and multiplication\")\n",
    "\n",
    "# Without 100 division and multiplication\n",
    "arr3 = abs(arr1 - arr2)\n",
    "arr3 = arr3\n",
    "show_image(arr3, \"Img1 and Img2 without 100 division and multiplication\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SSD and SAD shows the difference between image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sum absolute distance: 0\n",
      "Sum squared distance : 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 481,
       "width": 358
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 481,
       "width": 363
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Sum absolute distance: {}\".format(calculate_SAD(arr1, arr1)))\n",
    "print(\"Sum squared distance : {}\".format(calculate_SSD(arr1, arr1)))\n",
    "\n",
    "# With 100 division and multiplication\n",
    "arr3 = abs(arr1/100 - arr1/100)\n",
    "arr3 = arr3 * 100\n",
    "show_image(arr3, \"Img1 and Img1 with 100 division and multiplication\")\n",
    "\n",
    "# Without 100 division and multiplication\n",
    "arr3 = abs(arr1 - arr1)\n",
    "arr3 = arr3\n",
    "show_image(arr3, \"Img1 and Img1 without 100 division and multiplication\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If the pictures are identical, it shows pitch black since there is no difference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sum absolute distance: 4168520\n",
      "Sum squared distance : 538400\n"
     ]
    },
    {
     "data": {
      "image/png": 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6YgjQp+dvkH/X+2Ln3A9nKXOGpu2mbdUX506J5XYOn1dE1k2tH1s3pbpeatuOc+5azTbwzUfly357TfToYWa3lfSw8OM/RdarK8eJ8t1gmqQ/kw+it5jvoWajmTV5Al0dd+19IDwNrI57z5pl6trZTG1snd8zU/c8Oeea3heHbq06m5wXbV8NVL0TNRpExMwOlvQ9+Vc495VPtv21Vtpa9dedurY2q0Fef6UImtc588P2vkD+N/03mtktJ//JJ59Vy1bTm3Tjcoz8U8xL5bsLu71zbmfn3O2cc3eQf+H/pl0UHxBKfCV87iof8DZxVvg8eOrzc4n51fRFUAUjtU9swhP46onfZPAwGcis9cSnmjeE0cKqv3BVr8L86cSsw+UHeDk3vDLQZJt/Jf9L2Ub515GulX/F5BhJPzSzhzcs5o7pRTrFPROdMLObyyf73VL+FZmD5JMVd3fO3SG0t6OrxVsqxtCuvyIEzeMw+QRorSctsXl7yb9wfzv5L+ZfT/17x8Sy1bS/aVC2w8Pn851zJzrnLpmav6rv3jmYHEktJ8AYi+o8Nz3HXfii/J/v9zKzu2olKN4kSc4P4vFdSfcz319xF+8zD813w+cdpt7tnvTbkeWr+qvO/6r+sCPrf3eNZaZV18tawfwttO1ftJqoniQ/0cyqX8Krd5w/OMsGnXP/6Zx7lXPuUPlfMh4r/6f/XSS9NwQDKdVx37luAfP95lfn6pd1y80Z98xmqteG1gq+Zh72fg5y67O0fVV/gdi7wToPko8BNkt6vHPu85H32dtob9Jwr78iBM3jcJ5W/oTy4NgC4QnWfp2VaEU1kMc3auY/rGZ6ifPku/mRwju008J73Gt28j9AVR1Gz3Gw5uA3CdVw6b+Wf785W3jfsSrfIfL1fqX8yHeVs+TvKQ/Tyvt3TYPm6t3XMT5h+4J8zzlSfbt/RPj8mfyfTCdVCaLRJ6lm9ltaCag/26BcXw+ft18jCfQA+SfDszhdvj3tJv/qz5200oazX82o45y7zjn3Ca0Em3eUT3ZNqY777qHuYg7SynF/vWaZeeOe2UxV7r1iM0N+xSzfffO61+xvZjvXzKseHmyR9JPC/VSJkoeE7/scVZ39IPxVKGat9lZSR0O9/ooQNI9ASKKp/gT6gpqnLM9RJKPeObfJOWd1/+S7OauWraYf26B41RDDvzM9I7z+8fIG28oS3gf/cPjxqImnW5OO1Mr7n2Nxavh8kk2NPiVJZnZ/+e7fVkllZpsfpfC54cd/bZCYNakKgJ8l/5eL6n3m6fkvlX8q9EvnXJMnotLKL4e7r7nUADnntmolke3o6ffGQ1DyrPDjByN5DVWA+Qgz+93ILo6W//K6WCsBdo5vaiXx+GXTM0PbiQ3rncU59xv5focl/4T5iFDOrzV9nz3xathk8lPsmp92unx7url8/7bT+9pO/lUJyfdG8fPcchbintlMlYdz/5p32p8iP2BJU/O61+wi/wrkNkIdV68+nDKHBPxT5K+BW8v3Z56jamt3t4nRiCfK+AjVfKcEJXU01OuvCEHzeLxWvuuW35H0YTPbW7ppmNrnaqXT+K79W/h8k5kdXAVvIcD7rJq/O5vrtfKJAPeW70btLmG/O5nZUfJd2WxdY/0h+if54GYnSaeZ2YMkH9SY2SPlu9ipO6aDzA/JfsRk1z1mtrOZPVn+9Yo95LtHOnbG8lXvJ98/fE4/Rf7c1PxZ3mf+z/D5yIZJX3MT3uu/bfVPK4kmO01Or3m69Cr5p80PkHRCWF9mdmf5ftLvLH+dvj6y7kfl3zu/maRTzWxDWHcHM3uRfL/YkvSqmm4no8KX9bHhx6eHLPrdw7ZvL+nd8kl8Jd2NVQH/Y7Tyi/gsT5k/Y37I5YMmn6aZH8L9hPDjxarvpeEmoUeDqiu9I83s5SEorZ7af1D+iXg18EJXuGc280X5v8zcQtIHJ8q9s5n9laR3aqXHkSaqe82DLTKUdANbJf2d+aHIdwplu6v89Xxv+Tp/XcH2JUnOuUsl/W348a/N7PhwX1HY5x3N7Ggzmwyovyh/Xe8h6cTqnhrO+dPlf5Fa66+OVR39SSzoTpR3qNdfEYLmkXDOfU/+KZWTf7/vfDPbLP+b3PHyTyk/Fha/tsOivUL+Xcw7yb/fepWZXSHpq/IB/p/Wrzo759yP5b+cb5D0SEnnmdnl8vXxZvkA86P1Wxie8K7Z4fJB1T0lfcnMfi3/GsS/yveYUPVrOX2OTf5P/x+UdLGZXWlml8rXx8nywdplkp4Y2tIsPq+VP9dJU31Gh6z4ySeLs7zPfKr8+3f3kHSR+e64zjez82fY1qyOl3+/rvp3QJh+5NT0l06v6Jz7lqRnyr+H+eeSLjGzLZIukD8/V0p6UniHeXpdJ98X60/ku6f6cjj/V0h6o/z9+h3OuXc2PSDn3Ae00nvKSyVdGu4fF8sPTvBilb1T+AX5rP4d5QOFG+WHmW9qV/kRTj8n6Qoz22xmV8t3U3aofADw51N/4VjLGyWdKH99vFq+J47N8qNmHh7K+XznXJcJq9wzGwjn+nny5+pg+XJvlQ9W3yH/y9nH6rdQa5OkH8v3X3+umV1S3WvCX+ZyfTTs/y2StoY6/bF8zyg3SPrLUPfz8Aat9An9XEkXmO9Cbqv8Lxb/IN+9oCTJObdF0v8KPx4u6WfhfvQr+cFufqSVQDzmXRPrbjWz/wr1k3ttD/H6K0LQPCLOuffIvwN0mvwNYwf5hKAj5f8kWiVDdPbEOfST+wD5DN1L5JMOt0j6gKT7O+dOb3HfJ8l3yP7JsM9byNfHUfLDy861P+ouOOe+KT863Hsk/Vz+KefPJb1Jvp6roHX6HH9HPhj6qPyN8Dr59rBVvg/eYyTdu+R8hBvwt8OPVynef+ZkoNz4Rhiephwq/1T2l/LdEO2tZskvvXLOvVc+Aeef5ZN3dpL/kni3pN9zzp2xxroXyfcU8Rr50cS2l38H/UxJT3bOPbugXM+T78btK/K/dJn8+XqMc+64Wbcbtu20bZC8aY2uxdayJP+0/kz5ILx62vx9+V9m7uucy36f2zl3g3PuqfK/jJwuf93cUv6XhQ9KeoBz7h9nKOfMuGc255w7Vf6XzjPlr4ft5F87eoZz7hkzbvM3kh4qP0jVT+Vfe6juNU3e73fyAeDR8nkKt5B/8v0JSQeEOp8L571QPg44OZR7J/nr+evy943/PbXOcfID21RPnbeXv55eJf9AoLb7wnCveqL8feJq+Z5d9pbvJjGnvIO7/kpZ+Ws2GILwJ74L5J9eHOqc29RvidAGM3uffODztw3fPQcAzImZHSsfeL7XOfe0fkuDrvCkef04Qj5g/pVW+uPFOhLek3tS+PHf1loWAADMF0HziJjZ35jZ883sTlVmvpnd2sxeoJV3j/7RNRxiE8NhZo83s9eY2X0s9JISEsEeL+kM+T/Fne2c+2KvBQUAYMHM2i8n+vHb8t3rHCfpOjO7Ur4rmKq7sc9o7Zf6MXx7yidu/C9JN4akjV21cq1eIP96BgAA6BBB87j8o/zrFw+W7+B/d/meBr4tn1RyYoOscgzTZ+QTOR4in3BxW/nkjR/JZ2i/NSTkAQCADpEICAAAACTwTjMAAACQQNAMAAAAJBA0AwAAAAmjCprNbC8ze7eZ/czMrg3DOb7FzG7dd9kAAACwfo0mEdDM7iY/HPDt5IcK/r78UKSHSjpX0oHOucv6KyEAAADWqzF1OfeP8gHzkc65t1UTzexNkl4o303Xs2bduJn9RL4/3PPLigkAAICB2EfSr5xzdynd0CieNIenzD+SD2jv5py7cWLerSRdLD/Ax+2cc1fOuI/LJN2mvLRAvTv3XQBgFj033NifEPfovBT94M+niyvaxi8s22bh6qPmnLP0Umsby5PmQ8Pn6ZMBsyQ5535tZl+U9AhJGyR9dq0Nmdk5NbN2LC4lkPDKvgsAzKLnhrscmbbUeSn6ETt2LIZoGy9s+Ity3bRlLImA9wyfP6iZ/8PweY8OygIAAIAFM5YnzbuFz60186vpu6c25JzbLzY9PIHet3nRAAAAsN6N5UkzAAAA0JuxPGmuniTvVjO/mr6lg7IAWXgXEa1bkEbW73uYdZWcW6omJ2n1Nof4DuqCNLvetfEu/yLnB8zDWJ40nxs+695Zvnv4rHvnGQAAAJjZWILmM8PnI8xsmzKHLucOlHSVpLO7LhgAAADWv1EEzc65H0s6Xb6D6udOzf5bSbtIet+sfTQDAAAAaxnLO82S9Bz5YbSPM7OHSvqepAfK9+H8A0kv77FsAAAAWMdG8aRZuulp8/6STpAPll8k6W6S3ippg3OOgZMAAADQilEMo90F+mnGvJFhvphqM9E7ahC0u5g2aiV2prvaT6nSPhTmf5zLnfXhUNobyvCUjhw43iNvZh7DaI/mSTMAAADQF4JmAAAAIIGgGQAAAEggaAYAAAASSAQMSATENBKqttVlssgg06kG2CAGWKSW5B5pzVleWmc11eXI3r3Kv2qXs5Mbh3jw87+71m4xc1frMTmQREAAAACgAwTNAAAAQAJBMwAAAJBA0AwAAAAkkAgYkAi4GIaYAtKl9ZjcUaTnBjHq9lg6gFx0/VHXCKYt+OnMP/zu7sxLJAIW4UkzAAAAkEDQDAAAACQQNAMAAAAJBM0AAABAAomAAYmA47Ye802KEjFKRwxrQxtlIpEvT6M6Hs1RYT1Z4GZXf+gdjRTYYDdjThAkERAAAADoAEEzAAAAkEDQDAAAACQQNAMAAAAJBM0AAABAAr1nBPSeMTxjSaYeVTZx9nDGmes2UbefkZzokRRTWhpNSQu1Mo53CxblfIzEiE5HvKgt9KhB7xnZeNIMAAAAJBA0AwAAAAkEzQAAAEACQTMAAACQQCJgQCJgv8aSm9FKEsRYDn4dGmTVL/SQ12VX2BCTlJqkIC6P+Xz2XfRYpXaV/9nhsbeRHLgoQ2uTCAgAAAB0gKAZAAAASCBoBgAAABIImgEAAIAEEgEDEgHnr++8kCaKEhnqDrSrkfaQJbuaW8tq4URPWhpN+tB61KAt5i4aOZ3LY2ryIx4gspXkQBIBo3jSDAAAACQQNAMAAAAJBM0AAABAAkEzAAAAkEAiYEAiYJkh5nv0npyQOxoVlZcnUk+1VcfQjT1aXflDbE6Y0qh5z/9aGPXVVdrACw++s1ECG2x2iNc8iYAAAABABwiaAQAAgASCZgAAACCBoBkAAABIIGgGAAAAEug9I6D3jDJ9Zz4vTGcJQ0xJzjTM0caHeJJLtZHKT48Y60rvzb6sAL0Xf97qLqYNDZadUl9H3QyvPcT7A71nAAAAAB0gaAYAAAASCJoBAACABIJmAAAAIGH7vguA8ekzCWOIyQWtGcnBxttD7hjiY0/wyz9JIzmdGlNJsZhiLXTUyYF1hY9Nzz1QLuNW8KQZAAAASCBoBgAAABIImgEAAIAEgmYAAAAggREBA0YEjFt3SX99Z4t0lJxRf5j5CXrDM7yTN5aaA5KKL6/Se0t+AXL31PcdoxWFiYDLLdy1ckcJrF1/PsVIYkRAAAAAoAMEzQAAAEACQTMAAACQQNAMAAAAJBA0AwAAAAkMow2U6rkLhfIM8dJxWbtavyvxctJTBgavs0upq1546q7Fod0zOlTcTciYe1DqH0+aAQAAgASCZgAAACCBoBkAAABIIGgGAAAAEkgExCCMZsjsDvMlyoq/wIkyNZZIdsHQjeay7S7pD/O1MMONt4QnzQAAAEACQTMAAACQQNAMAAAAJBA0AwAAAAkkAkJSt4kAo0n36Kigzeq+z5SNJvsurbyydBWS/tC63IHVyLLqzcKcjiYH2satsXCQwTGNUciTZgAAACCBoBkAAABIIGgGAAAAEgiaAQAAgAQSAdGaTl/kL83uGGTWwZhTVkrLPqbUEKwbbTRbFChNPuaErBKpkqWl1ROXud9G8aQZAAAASCBoBgAAABIImgEAAIAEgmYAAAAggaAZAAAASKD3jAXURj5xcZ5tV0nOJASPFrnxmBkNZWDaOCGc5G3UfdcNMgAYD540AwAAAAkEzQAAAEACQTMAAACQQNAMAAAAJJAIiPVrgZITujG8zBJO8QIj72vESOvFOPGkGQAAAEggaAYAAAASCJpRt2dOAAAgAElEQVQBAACABIJmAAAAIIFEQDRG8lVXSJZJqasN2iiwHnSZfLzAItW5VFP1i17zPGkGAAAAEnoJms1sDzNbMrNTzexHZna1mW01sy+Y2TPMLFouMzvAzD5lZpvDOt82s6PMbLuujwEAAACLo6/XMw6X9HZJF0s6U9KFkm4v6Y/ln/7/kZkd7pxz1Qpm9nhJH5Z0jaSTJW2W9FhJb5Z0YNgmAAAAMHd9Bc0/kPQ4SZ90zt1YTTSzv5H0VUlPkg+gPxym7yrpnZJukHSIc+5rYfoxks6QdJiZHeGcO6nTowAAAMBC6CVods6dUTP952b2Dkn/W9IhCkGzpMMk7SnpxCpgDstfY2avkPRZSc+WRNA8pfSl/VYSqhY9k2C0mqTddXOSSfhbENwz1pluTijNJqKN23Vs/cKbcwubnIshJgL+JnxePzHtIeHztMjyZ0m6StIBZrZDmwUDAADAYhpUl3Nmtr2kvwg/TgbI9wyfP5hexzl3vZn9RNJ9JN1V0vcS+zinZta9mpUWAAAAi2JoT5pfJ+m+kj7lnPv0xPTdwufWmvWq6bu3VTAAAAAsrsE8aTazIyW9SNL3Jf15W/txzu1Xs/9zJO3b1n4BAAAwXoN40mxmz5P0VknflXSoc27z1CLVk+TdFFdN39JC8QAAALDgen/SbGZHyfe1/B+SHuqcuySy2LmS9pd0D0nbvJMc3oO+i3zi4HntlhaNkLrcgtz84S4rv419rd5mfC/x+hhCljWAOm3cx1ZvM95RBF9Mq5TeMBfohtvrk2Yze5l8wPxN+SfMsYBZ8n0xS9IjI/MOkrSzpC85566dfykBAACw6HoLmsPAJK+Tf3L8UOfcpWssfoqkSyUdYWb7T2xjR0mvDj++va2yAgAAYLH18nqGmT1V0kb5Ef4+L+lIM5te7Hzn3AmS5Jz7lZk9Uz543mRmJ8kPo/04+e7oTpEfWhsAAACYu77eab5L+NxO0lE1y3xO0gnVD865j5jZwZJeLj/M9o6SfiTpaEnHOedca6UFAADAQjNiTW+9djmXm/JQ/B7/EHMrRp6ckF+lQ6z8MktjP3lo3/pr9sg2+8mn2UREx6yO34Ozh7cuvIW38Q3gnFv1SkNTg+hyDgAAABgygmYAAAAggaAZAAAASCBoBgAAABJ6HxEQIzTETIqFzhtrcvAlJ69uP0NsEFhXaGJIio//B8wTT5oBAACABIJmAAAAIIGgGQAAAEggaAYAAAASCJoBAACABHrPWECj6WhiNAVtx9BywZcaDey9uvT0vQFgPvLujtxbMG88aQYAAAASCJoBAACABIJmAAAAIIGgGQAAAEggERDD1SSLY8GTBvPNnl4YS+6r22J8m03WBxIYPX4E6iop9+RRyRgWnjQDAAAACQTNAAAAQAJBMwAAAJBA0AwAAAAkkAiItZGHMVJlJ640OY/kvgXQZaJuVw2KhjtnTbIo51/5QxtVdb1q42x200Ka40kzAAAAkEDQDAAAACQQNAMAAAAJBM0AAABAAomA69wQXpzHbNpJ5Vu91XbG6aPloQelWV5kiXWE+wPGiSfNAAAAQAJBMwAAAJBA0AwAAAAkEDQDAAAACQTNAAAAQAK9Z2BtuUnOZJ2v0u8woF2OcYyFNMRm06RM3LMWUpOBvYFpPGkGAAAAEgiaAQAAgASCZgAAACCBoBkAAABIIBFwnes3GQ3T+k424dxjbuoa81gaGUnOIxY7eXknitOJEjxpBgAAABIImgEAAIAEgmYAAAAggaAZAAAASCAREM2RSdEjKh9ojMtmpOY/fl/pFmdPQRyb4WX6DqFjA540AwAAAAkEzQAAAEACQTMAAACQQNAMAAAAJJAICPSuyzSSsQzXhsGjKaE3DOeIfvCkGQAAAEggaAYAAAASCJoBAACABIJmAAAAIIGgGQAAAEig9wyMCxn7magoAItu/oNeNxnKeZB9d2QWapBlj+h6sG+eNAMAAAAJBM0AAABAAkEzAAAAkEDQDAAAACSQCIhx6fqt/8zd5y8dK2hp4ceSsoHRatLEuspBpdmvM6UnNLfhxZdbKtg/TXF4Js/JxjlulyfNAAAAQAJBMwAAAJBA0AwAAAAkEDQDAAAACSQCYm1Dy3DoeaC7+Y8v1WxfMct9Vwpm12R4sbEouSDGfuwo0PfJz9v/coMGXpdyWLJN9IsnzQAAAEACQTMAAACQQNAMAAAAJBA0AwAAAAkEzQAAAEACvWesE8W5tyTvZum7mvrePzKUnqS+e9QYYiPLrZMhlh0jkdd4mjS7eLMdSSOtK2bfnZz0jCfNAAAAQAJBMwAAAJBA0AwAAAAkEDQDAAAACSQCYrh6TjhoZ2jT/G3mD4+dnzmWu/cFz/VAjr4byUjyqbC+tJHni/HgSTMAAACQQNAMAAAAJBA0AwAAAAkEzQAAAEACiYAjRCJBV/oecqxkX6Xl7DvLa8Tqqq6N09nGaSpt9iXHWXc8JTmxGImuhsIsu5hiI/rR7BYHT5oBAACABIJmAAAAIIGgGQAAAEggaAYAAAASSAQEapHegRmMJVd0zPvGOtRV8nHZfmj2i40nzQAAAEACQTMAAACQQNAMAAAAJBA0AwAAAAkEzQAAAEACvWdguLoaVRWrLEcqf4nKR9u6HC4cC2D+Q16XjjI/fnlfzMsNKmVpRNf3YJ40m9mfmZkL/6JVaGaPMbNNZrbVzK4ws6+Y2VO7LisAAAAWyyCCZjO7k6TjJV2xxjLPk/RxSfeV9H5J75T03ySdYGZv7KKcAAAAWEy9B81mZpLeI+kySe+oWWYfSW+UtFnS/s655zrnXijpfpJ+LOlFZvagTgoMAACAhdN70CzpSEkPkfSXkq6sWebpknaQdLxz7vxqonPuckmvCT8+q8UyAgAAYIH1mghoZveW9DpJb3XOnWVmD6lZtJp+WmTev04tg1mUvojfRiZEtExjSrnoKruhScbk7PUXSw6s29eI8jpWIxkNaFX9vWRa/KKLT51/0l+53JtG/yUdq/l/062tt6DZzLaX9D5JF0r6m8Ti9wyfP5ie4Zy72MyulLSXme3snLsqsd9zambdK1EGAAAALKg+nzS/UtLvS3qwc+7qxLK7hc+tNfO3StolLLdm0AwAAAA01UvQbGYPlH+6/A/OuS93uW/n3H41ZTpH0r5dlgUAAADj0HkiYHgt40T5Vy2OyVytesK8W8381JNoAAAAYGbmnOt2h2a7S7o8c/G3OueOMrMvSDpQ0gHTT6bN7I6SfibpIufcnQrKNcgnzZ3l13WpLAckW3wEu/waJTVjW/X1UVZToxlpcIgNguHJMCdNEn1pZCOWeepqF4versvu4W2PCLgxfF7gnJVuq4/XM66V9K6aefvKv+f8BUnnSqoC5DPkg+ZHTkyr/NHEMgAAAMDcdR40h6S/umGyj5UPmt/rnJv8Rec9kl4q6Xlm9p6qr2Yzu7VWet6IDowCAAAAlOq1n+ZczrmfmNlLJB0n6WtmdrKk6yQdJmkv9ZBQCAAAgMUxiqBZkpxzbzOz8yW9WNJfyCcxflfSK5xz7+2zbAAAAFjfOk8EHKohJAJ2lVrRe9pV5gB23SaIdTSaVGeH1MaOamokOrmN+ux55MEh5j6Ro7WQ8kfUm4dxjPgZrxEuhlVKEwFjWsjkm+cm55kI2HmXcwAAAMDYEDQDAAAACQTNAAAAQAJBMwAAAJBA0AwAAAAkjKbLOYxQTfbrUttjZs6kpEwNhuZukJJcVks1O8reaIO9R3twyM+4z+8JIL9HjtEMzV2KzgF6M8TeGjpr96W7ya2mRreh1QvHd1N/J5rV/Lc4rw1g3njSDAAAACQQNAMAAAAJBM0AAABAAkEzAAAAkMAw2gHDaBduoEHiV0z2sbey0SYbGEeCWf2hr57T+8je2cO6lp3Q4iQpknLWvW6Hp87TqN12dTFHk7kb1F100b7vrSXnvsO00DY2Gtkmw2jH8aQZAAAASCBoBgAAABIImgEAAIAEgmYAAAAggUTAYL0mApYn/UUS/EqTBnKzDmKF7ztXpEsd5SSV7qbPU0JyIGY1xKS/3KuplQH5Yjf22r3llqCtOs5NRMyvqfwly46plXZXusniHE4SAQEAAAAEBM0AAABAAkEzAAAAkEDQDAAAACQQNAMAAAAJ9J4RLHzvGU1SVaMFLexSo++eMnLLuh5778gexro75b0DzF7aJj1qFA+em7lofYnWY4Ocv2H2lNGnAbabzorUXX9B2X2MLDcoU+EI5vECFC4aPdCyE0rvGQAAAMBIETQDAAAACQTNAAAAQAJBMwAAAJBAImCwUImAjd6wj5Rqw4yFWcvZLWyT3J9u5CYS1ja72Ye/bdaSB9ggWihSvE7Krvlek5QbGOAZ7tgAE/yK1JzRksPstJG0cB+LDXfedyJgTGEmH4mAAAAAwEgRNAMAAAAJBM0AAABAAkEzAAAAkEAiYDD2RMDad+azR+qp2Xts8ux5W82Xzdk3Vum7mqKnuEETa7SB6Op5jSyaHNhW5RWM5NVklMLsfdfJHfGzyepj1nvGYukIlfPeS7665NvifbUxKl5n5j+iYEyjxOcBJgLOc5MkAgIAAAAdImgGAAAAEgiaAQAAgASCZgAAACCBRMBgsRIB57zzoRrNMdUVNDeZLTatQdJcCwkb0f3UzcjNxWuUHLh64XjuUAuJgA2qcyk2TOIQB3VrVCcFIwo22U9pPbWS+Tb/jY5lNMbikpYmmK9LefexmPqzkTuEa+aO6hYlERAAAABYTATNAAAAQAJBMwAAAJBA0AwAAAAkEDQDAAAACdv3XQC0bDQ9SGQqPp4OhwMu3sCGmddcarLzDZFlm/QAEVk4v/eL+PSlzOHblxukU2f3KFK3ydwqbdIZSu5wwMXDYK9DTeqpKJG/ZuUe67nbTiVaONBRD4PdpVhPNHk9apTexsp12RVOd3jSDAAAACQQNAMAAAAJBM0AAABAAkEzAAAAkMAw2kGXw2h3OErveLSQdddOwkPPY722Mh5xTAvHVLPJWCJh9vrFQ71mL9lgozUKDrP4fHSaZNXCMNq5h1/cbCMbWI8JatFM204LULZ6r+Oy9113ufLvJNlJ0n7hnEnNZCZ0M4w2AAAAMAIEzQAAAEACQTMAAACQQNAMAAAAJJAIGAw1EXCxk/66Su5rYCwnpO+KaiEPMTthsIHlJvuJJE8tR49z/pXf7MgHmDQYq7sWdtNIdgEGeNHXFqmgVmtXLTlTTYYBLdxqYYMqW7331hxRllJcmxzYRhOLFiqvjeQcD4mAAAAAQIcImgEAAIAEgmYAAAAggaAZAAAASCARMBhCImDuu/CNNtqRJvlQxSMS5Rpg/k7vhpivElM48GJR0mDdsFOZIxIua8Ps+65RfzQtNPKOBpNs5Zqv31kLypLZysw/SasVtfWxesZYbtfx5N9GW5hHMQrk1X2niYAxcxwlkERAAAAAoEMEzQAAAEACQTMAAACQQNAMAAAAJBA0AwAAAAnb910ArA/NMp+jXQ6sdvZsZcEahtgbS2avFE3EM79zM/bjO1+KjLm9IbpsXe8ZeQfaSi8CrQyN3XcB2thN6VjOpQoPYCxdUESOs+aqi0/tsQOKaG8NI+nMxMvtmqiuF6HM7+91iifNAAAAQAJBMwAAAJBA0AwAAAAkEDQDAAAACSQCYj6iuQENsiMiSX9N8sOGmN82ak0SiqKV2sYQw6Vnr2xs7lh7jg2pu1ybQJO7pxayuTpMWis7S8UNb/5qi8TdJKVuOPvsmqv7Csn8cuiq2TdrCcNr41215Lojz7+T9J/pypNmAAAAIIGgGQAAAEggaAYAAAASCJoBAACABBIBW1b8gv0w34VfJZr0V3fwmUl/6FGjhps30l4saa7ZXsqS9nKXi438FwqQpTbZJXotj7fl19ZwyXlubai3knom4W9Wdddh9rVcs1hu7nHpPSdzN92m9rWS9T7AQGOARZJ40gwAAAAkETQDAAAACQTNAAAAQAJBMwAAAJBA0AwAAAAkmHOu7zIMgpmdI2nfkm20kWMdTRZtMr50GyIpydEs5UgvGVK/CbCLkgffpKeJhamUiGjvGaU9WjSoz7qOOqZ1es1Es9Yj13yT9XO1MXx7I12NxdxE7wUokN8YGt2zivbeZGzuButHtdAeS3fdSvcdhRvN7Xwrdm/O6OxoY/i8wDlrVrDVeNIMAAAAJBA0AwAAAAkEzQAAAEACQTMAAACQwDDaAzLIdI/YC/qZw1sunV2a1TP/hIPWciNakF97LST99Zi/0qVY8lFbQ//GN9vCCWmj7uef5xPV2ijaUZk76yzDWw2S0ZpttmTldu64sf1EknIbXEzLpTet3MZXPDx1dOcNp2fsp27XLeQ75t4b6+6t0fghc9+1Q6W3FFDxpBkAAABIIGgGAAAAEgiaAQAAgASCZgAAACCBRMA5ig2AN5J8qFq1L+5PK37pPncD7aTyjWaUwsJEoeL952pQzG6Tv6Z3njVJUk2iUux8tJJE2WUlxQ6g72FIIwZYpOyTn58P1d3NqcuEx0zZ3z9h6U600u46zGbLzblv8FXb2WUXu912fM3zpBkAAABI6D1oNrOHmtmpZvZzM7vWzH5mZp82s0dFlj3AzD5lZpvN7Goz+7aZHWVm2/VRdgAAACyGXl/PMLM3SHqJpIskfUzSpZL2lLSfpEMkfWpi2cdL+rCkaySdLGmzpMdKerOkAyUd3mHRAQAAsEB6C5rN7JnyAfN7Jf1P59x1U/NvPvH/XSW9U9INkg5xzn0tTD9G0hmSDjOzI5xzJ3VVfgAAACwOc851v1OzHST9l6SrJd19OmCOLP90Se+SdKJz7qlT8x4i6bOSznLOHVxQpnMk7Zu7fAuD6uRrIxGhZv3cRIylpUGOZ5ivx+SrdgZuauF8dHmKh5Z/qpprITIpe+RAScuxLJbCbRbLzmWrvWksiNUVVXobLK267N13NMJjp41hzF9BQ7xmSgf0LVmuyf4zLrqN4fMC56xBCaL6etL8cPnXMN4i6UYze7Sk+8q/evFV59yXp5Z/SPg8LbKtsyRdJekAM9vBOXdtS2UGAADAguoraL5/+LxG0jfkA+abmNlZkg5zzv0yTLpn+PzB9Iacc9eb2U8k3UfSXSV9b60dhyfKMffKKzoAAAAWTV+9Z9wufL5EkpP0B5JuJel+kk6XdJCkD00sv1v43FqzvWr67vMtJgAAANDfk+YqWL9e0uOcc+eHn79jZk+UdK6kg83sQZFXNYo45/aLTW/6TjMAAAAWR19PmreEz29MBMySJOfcVZI+HX58QPisniTvprhq+paa+QAAAMDM+nrSfG74rAtyLw+fO00sv7+ke0ja5p1kM9te0l3kn1qfN99ilutspNfibOgGmfCx8cLb0GlGcd7Ockcgzd9is32Vrx3J+C/aT7O9ZxvAcKlZYp1f1BQ0uweMkfQCUHc80XtJ342syYWbuWDJIbXVlLO320LPCKW9+NS1pmxd3R/aGOu87ubW5z2vw5G9s/c/gHtjX0+aPyv/LvNvm1msDFVi4E/C5xnh85GRZQ+StLOkL9FzBgAAANrQS9DsnLtA0scl3VnSCybnmdkjJP2h/FPoqou5U+RHCzzCzPafWHZHSa8OP7695WIDAABgQfU5jPZzJf2+pDeFfpq/If+axRPkR/5bcs5tlSTn3K/CCIKnSNpkZifJD6P9OPnu6E6RH1obAAAAmLu+Xs+Qc+4iSftJOl7S3eWfOB8i/wT6QOfch6eW/4ikg+UHM3mSpOdL+o2koyUd4foY2hAAAAALoc8nzQqDlzw//MtZ/ouSHtVqoeas0Xv8uQs3ScSLZiI2SNTpMxGwdEjaRpWft7MmRYongeYNm7zG5NX7iSXN1S5dkFmyXLPVRvsv0NXw8U2uhdxpkpYzr5tWhsxuI6GoQWZm7jE1G5q7wcnLbTsdJRp1mc+Ue+jNmkivWXftNOfcPdXdB/M3mr9gdHL+d8i606ThtnSR9fakGQAAABgLgmYAAAAggaAZAAAASCBoBgAAABJ6TQQcgxYGTuoyiyHfhprpsZzB3ESI0sorHWQpe2KN4vOUO8pgk4Sq2AZWT21S9FgiYVx8q8uR/edvM1/fA0S1M7pnV1m1HYqc/NLR4vIrv0FWUGG7j26g70YakVuk0mJGE68bbLTm7lKzdFcjm5ZtNTtXttFuModL7XLYyV4TEeuShyfqaeP89saTZgAAACCBoBkAAABIIGgGAAAAEgiaAQAAgAQSASfsIemJmcv2mvTX5Uv3JXkQjbLR8lYvzZfoUn6yTd1YVN2c6NJcla6quVFiZ0nVtZUAGkuq7bXyamQff2mWV5PhFAeYYRdTnE1Xts2i3TcbQjVv5w022ezevnrD+fexDkc2zR18t67wkTzh+GnKTA6sU3rPaycLc26rX1a2qW3wpBkAAABIIGgGAAAAEgiaAQAAgASCZgAAACCBoBkAAABIIGgGAAAAEgiaAQAAgASCZgAAACCBoBkAAABIIGgGAAAAEhhGO6HLEatb0caQmy3ou57bOfzV9bzUYPjXpeXV63c1fHuT4b6HOJpxbPjZ4kZWOt54dAOxgo5ETX0sRcYGX45dYH1f9G1o4ZiGeHlF722Rg2/tFOcOTx2ZuFw7VHteTefuZ83p07uuq6gNmdOa7Dx2LbYx/HtX6r9AJ37YOLfd8aQZAAAASCBoBgAAABIImgEAAIAEgmYAAAAggUTAeerqZfjYfpokIvSdgBPLQ5x91eJ9S2oncaxPdTkgsenRXLRhph8Vyb0Wmpz3BllBS9HkqYJkzyZ6bsvR42ySHJjZHOsXK6jn2izhWPkLr5vOboSRTUZvDnHRGim+bgplXsv1u44tXFjQMee/NrkW20gkzM3Or0tInrgWN17WvEh1eNIMAAAAJBA0AwAAAAkEzQAAAEACQTMAAACQQNAMAAAAJNB7xoTL1N0wxXNXmHXeitJ9N+n5IzpcaoNdFZ3PJgdaVimNhnCNatL1Skda6eEl1iByU9njO48OdRtpOLGeInrXpEjFdZ/XxrJ71CjbTe2yuVWyXNMjRrSsue2hyWF21CFH+f0685prSxvfNyMe5b62kcWG4S69Pwwxztim7c2v+wyeNAMAAAAJBM0AAABAAkEzAAAAkEDQDAAAACSQCJgytIS/eWgyfG3uS/9tJGFElCbF1B1n/mnuMKOqleSKkpNXN17prGVZawO5mVvzr6Tas5ad9FczjHYkUWo93l660yAjqSDZtD63sOC6qV21MKM5tvchJmnF9D0Md1TpPXz+5zNblzeXVpKHC03W/caNc9ssT5oBAACABIJmAAAAIIGgGQAAAEggaAYAAAASSASctIekJ05NayPxrMGoVZ1pUqY2EgG70qjux3JQMS2UPZbU0pJY0lwTy7kjkTVILlwqHd2slZEPM/WdFJQ50l/tWY9mszVIaO4x/zU68mHmuk01GOAyW2E1Fe6opczvzhQMRdl84eSuu1VagGF+//KkGQAAAEggaAYAAAASCJoBAACABIJmAAAAIIFEwEm7SNowNW3650pJUk8bL+j3/c58k4THIWpl5KaRVEAbOYPz32RUbW5eQXusX6xk5ML8/a9LvSclxRSez4L9NMsFXz21leqsGy01WtjcErSVyJefhlm0zTYyKxtpoz0O0XgOiifNAAAAQAJBMwAAAJBA0AwAAAAkEDQDAAAACQTNAAAAQAK9Z8yqJIG292G0y8bzze6YYJCjaDbY6HgSenvVSjVlt53CMY6jq8ZXXo4NBd1Kcnuf4233rEnlNRlFO/umFZmYOQR40zLli/W+kdvPRo3i3o7auOq7auM1Zc/efc/X52huBX1/gbazf540AwAAAAkEzQAAAEACQTMAAACQQNAMAAAAJJAIOE+l7533/d58tlgmwtnz3+Z6HG58gNrJt2yw1chY2PHRaxs0iOiIuKvXX4q22yYNL3acbQ0dXKAwwa67/TfJko4tu6Fm7dj9JZJgF223pWWav+JT1Nl9cIhZa21kqPee3Y+O8KQZAAAASCBoBgAAABIImgEAAIAEgmYAAAAggUTASRcqP0Ei9n5/f3kh3Yrm1MSSrJocfEcV1fcohR21keJN5o6W1kRd3UevpbITVTK+Ze26pedukXOCco+9tj7bGIUtLzlQZ9cVKnP0wNg2C9WOWjm4RtbWfb3kYqxZrrOB/rra0ZhuTuMZBZUnzQAAAEACQTMAAACQQNAMAAAAJBA0AwAAAAkkAs4q9731sScHZr+fXzZKYBtV0koaQd+5CZH9N8vZy6zp4uPMH+FxuSDprz7HKnebsUTA+EZbGdQuewN9N7yu1B1nLOkutnrZnSTWFpfqEgFzRw+MJgc2K1fWfpSffD28hMF5KPyyza6S0hFDS+Vts1ka4ABHMR0onjQDAAAACQTNAAAAQAJBMwAAAJBA0AwAAAAkEDQDAAAACeac67sMg2Bm50jad+4bHk3vGfHs1+yOMhocU/7w2quXa1R1vdfzEIdLzdSgR4toJn7hYUZXb+V85pc91m6XYj0oNOg9o8FV16++ixTtqSLS80nh8OtRDTr0iHfyUdZGBnAjWyW/943S89HhUNCdtfHC77UB6u72MFvwsXGj/7zgAmelJeBJMwAAAJBA0AwAAAAkEDQDAAAACQTNAAAAQALDaE+6s6RXTk0rfUO/9zf8W3hFPze/rebY8xeNDXGcb6lwSN3ycZNLl83VoFYyF200zG5xHmDm2OANNhrLG8tOaq3daOa0vpPmSg2y/JmFapJgV3gfiy67IbZYZMENNcNgR9aPDsNdbCwNt6ZMQyxq1PpL+utX/7XHk2YAAAAggaAZAAAASCBoBgAAABIImgEAAIAEEgEnXaghvGfei1byKuoS8aKT5z90YqNktti+MvPT+s5K6WpUuWb1GdPgfObmfUVHimuwgehGG04vMpqMpo7kJ34tR8998XCM3agZuTB6y2yQ0KFj9/MAACAASURBVFx7OazeaMaUNfZTuH58m/NfursRN2sSO1vYU98W/Y7Fk2YAAAAggaAZAAAASCBoBgAAABIImgEAAIAEgmYAAAAggd4zJsWG0a6zHtNiS0SzvseUZ5vXe0d5DxJDNOLG3GSU3cwOWpYa1MdypI2PuDa94hGWZ79Giodfr6v9kiGz6wrV2UjU+RuN3nJbaJD5JWrraph/7x0lRn/NI1uvT5rN7NFmdrqZXWRmV5vZeWb2ITN7UM3yB5jZp8xsc1j+22Z2lJlt13XZAQAAsDh6C5rN7PWSPiFpX0mnSXqrpK9LerykL5rZn00t/3hJZ0k6SNKpko6XdAtJb5Z0UnclBwAAwKLp5fUMM7uDpBdL+oWk+znnLpmYd6ikMyRtlPT+MG1XSe+UdIOkQ5xzXwvTjwnLHmZmRzjnCJ4BAAAwd309ad477PsrkwGzJDnnzpT0a0l7Tkw+LPx8UhUwh2WvkfSK8OOzWy0xAAAAFlZfiYA/lHSdpAeY2W2dc5dWM8zsIEm3kvSRieUfEj5Pi2zrLElXSTrAzHZwzl07c6liw2jXZRd0lHBRro1CZWdUFW6zb6WZQsMTL31uUs2Gwr2X1VMsQa80MXMptvrZNQtn7mo8raFO3hH0fpyN7sGx+1MLQ2u3cHsoHl66+LuqJOmujSXzNUnqBXL0EjQ75zab2cskvUnSd83sI5Iuk3Q3SY+T9G+S/mpilXuGzx9EtnW9mf1E0n0k3VXS99bat5mdUzPrXo0OAgAAAAujty7nnHNvMbPzJb1b0jMnZv1I0glTr23sFj631myumr77XAsJAAAAqN/eM14q6RRJJ8g/Yd5F0n6SzpP0ATN7Qxv7dc7tF/sn6ftt7A8AAADj10vQbGaHSHq9pI855452zp3nnLvKOfd1SU+U9FNJLzKzu4ZVqifJu63e2jbTt7RVZgAAACyuvl7PeEz4PHN6hnPuKjP7qnzw/PvyT57PlbS/pHtI2uadZDPbXtJdJF0flp2vhckjKE3DKMs2ia/dQpZWI8M7+aWJLWMZ0bA4gSe7OUYm1uU75uZBDq/ZFBtHq5GaDd/XUXJgE7Hdl+ZYZ+6nSRJlfNEO78HjzsfGiPX1esYO4XPPmvnV9OvC5xnh85GRZQ+StLOkLxX1nAEAAADU6Cto/nz4/J9m9luTM8zsjyQdKOkaSV8Kk0+RdKmkI8xs/4lld5T06vDj21stMQAAABZWX69nnCLpM5IeJul7ZnaqpJ9Lurf8qxsm6a+dc5dJknPuV2b2zLDeJjM7SdJm+e7p7hmmn9z5UQAAAGAh9NVP841m9ihJz5V0hPz7yzvLB8KfknScc+70qXU+YmYHS3q5pCdJ2lG+e7qjw/Kuw0MAAADAAumzn+bfSHpL+Je7zhclPaq1Qi2McWRMLEcTUOqyVXIzQ+LrDzGvJDcZru9ylso/zgZHGk2eysyoaiMntmZfsWPKb6FNNBiZLXfRwpy7RtvM1aRMuZqsO+aLsUnZs+tkHWbFokAbF2i3euunGQAAABgLgmYAAAAggaAZAAAASCBoBgAAABIImgEAAIAEo6c2z8zOkbRv3+XoQndDKXfXU0XunsaToxsXP3fzr9FGbaS4OWWWv8HQv9k9ZTRReJzx1TM32mXZx9wDRJ2zYxMLu/SITW7nRtZgsR7vcF3uej220YFpVsW5S/fTPjdu9J8XXOCsdFs8aQYAAAASCJoBAACABIJmAAAAIIGgGQAAAEjobRhtLIK61Kf5JwM0yBEbuR6T/hrtJj8JM7r/zBNaOwR3wclvZTThUusw8anTa3ZDyc7qW+7M1uPNaXFuwlhlcU40T5oBAACABIJmAAAAIIGgGQAAAEggaAYAAAASSARs2wCzitoYkW+YVh9V3XHmj13Yr/i5a3JGY8tGkvZKR7+L7KY24TAzSWtpqaPzsT4vhnwtDJRXus12lGauxRppNwdQf3UPbGS2AX7/ASV40gwAAAAkEDQDAAAACQTNAAAAQAJBMwAAAJBgzrm+yzAIZnaOpH37LkdfskeFa01ZFsgQc0hqR6vrUcnof7XrtpBZGq27rqqzpUuhbnzMdWeIh1Q8+l/JvkuzaudTjElDvDc1KtIQ21gbBpi1Xzr+bJnZ2u3Gjf7zggucFRaAJ80AAABACkEzAAAAkEDQDAAAACQQNAMAAAAJBM0AAABAAsNoY10oTjJuYfTZ0h5JyobMruurITJmdf7qcT32lFE8Sm/vwzavQwPM+M9XOLR2dNHCbiFGXZ/IUtdE1t15HmCvLQ3xpBkAAABIIGgGAAAAEgiaAQAAgASCZgAAACCBREBIGlMeQrykxcOAl+QnjH3Y5dxNnt1weu5+Cuq+0aodNebhXTNzsC4PKlcLDbdW5jYLh+ZeXl69/iCH1h6iNob7HuD1NcAiDQJPmgEAAIAEgmYAAAAggaAZAAAASCBoBgAAABJIBFw32klW6TM/bjRpKV0WNDpg2eqJtXWfO+BZ6TFFCzCaM4ppYx+VrnCgv8Htp1Sj4TGHeAAdGXG7H0kxgxaG5G0JT5oBAACABIJmAAAAIIGgGQAAAEggaAYAAAASCJoBAACABHrPWDfaGNuzbP/1Q3PnpZjHlltqrU+OkeQa5/aU0eXhZPaU0UreMwn/6E1mVxmRIavba5+zbzh+Xx7opdRVoUbytdC/xakonjQDAAAACQTNAAAAQAJBMwAAAJBA0AwAAAAkkAiIzi1lZnF0m1rQxnipudkqY0+i6Cgrp0k1jaVKB5llFTGW+uzd/Cuq2Z2pzxNV2pgLy74O2+gwR2UvqeiRJ+KLJ80AAABAEkEzAAAAkEDQDAAAACQQNAMAAAAJJAKmrMsRx9oYPbBJykLuNksruavkvtIMtfj62VsdYL5i8eUxnryQfEtttMce9T0IaancW1aTsrfwvdBK1TXY6HJkFNJ4MncLJR1iu+nZMJMDc5We0P6PnifNAAAAQAJBMwAAAJBA0AwAAAAkEDQDAAAACSQCpoznDfsR6SohqjSDJz9pL1/PmS2059ZF8/3U+5nv11hyILvKU+oywbwkl7tm+nJkYjQ5kPtNJ4Z4Ka1XPGkGAAAAEgiaAQAAgASCZgAAACCBoBkAAABIIGgGAAAAEug9Y9KdJb1yahrZv5naGPJ6tfaSztvIP94w/0322nlHYS2Xjqq+0MY+ZjWytDFKcGnPJdllinWzwRco1heeNAMAAAAJBM0AAABAAkEzAAAAkEDQDAAAACSQCDjpQpH4t0puhZQmKo1lnN2Y/HKO5YiayD7zC33wpS28ZslYotWY72GlZV+PbWwk4nf1LscLx3yN5WLqto3xpBkAAABIIGgGAAAAEgiaAQAAgASCZgAAACCBRMCFNMTRxVbvZ5ipgR0m/fV/sPM19hEBY+UvbqSFG1jqqPLauBgXJResST2V1nNJnTa5PotHLmxj6MPxqj/FXdXTWG7CMd22G540AwAAAAkEzQAAAEACQTMAAACQQNAMAAAAJJAIiGB4iQDLDZIgYssudTS82PBqbh7y6y77LPVdUWcXrt/V4JiDTNSN6Dtva0Nk2kiqrl5H6c/DzLJGlr5H1F3sxsOTZgAAACCBoBkAAABIIGgGAAAAEgiaAQAAgASCZgAAACCB3jPQorqM2tXT40vmp8K30VNGKwOYrsMk4747UYhqo6eLMRvNkNcNdhTrDaW2h5TMCiitp75Hh84t/2J3gNCreDW30fDQBp40AwAAAAkEzQAAAEACQTMAAACQQNAMAAAAJJhzru8yDIKZnSNp377LMQ65mS35yQnlyRGry9Qs/6aFIbNHk5tRlqlUnOdUkpRUt/OxJPhFjrP/ZlNWgnjV552Q5ZrFivPWshdusNUxJ92VDjdeen2WLdp46TzzP6Hlp7nP4xy7lbrbuNF/XnCBs9Kt8qQZAAAASJhL0Gxmh5nZ28zs82b2KzNzZvb+xDoHmNmnzGyzmV1tZt82s6PMbLs11nmMmW0ys61mdoWZfcXMnjqPYwAAAADqzKuf5ldI+l1JV0i6SNK91lrYzB4v6cOSrpF0sqTNkh4r6c2SDpR0eGSd50l6m6TLJL1f0nWSDpN0gpn9jnPuxXM6FgAAAGAb83o944WS7iFpV0nPXmtBM9tV0jsl3SDpEOfcM5xzL5H0e5K+LOkwMztiap19JL1RPrje3zn3XOfcCyXdT9KPJb3IzB40p2MBAAAAtjGXJ83OuTOr/5sl37M+TNKekk50zn1tYhvXmNkrJH1WPvA+aWKdp0vaQdLrnXPnT6xzuZm9RtK7JD1LPuhGUmkWSKmSbc5/5L/FMv/EklYGQRvLaS4sZ2wkyzYSWJttNS/RqX7Pq9fvr5RNF26w1fnnQ3enyUUbm75hjmUJ4kWqK1TuAfQ9ROMQs0BRoo9EwIeEz9Mi886SdJWkA8xsh8x1/nVqGQAAAGCu5vVOcxP3DJ8/mJ7hnLvezH4i6T6S7irpexnrXGxmV0ray8x2ds5dtdbOQ9dyMWu+hw0AAIDF1ceT5t3C59aa+dX03WdYZ7ea+QAAAMDM+njS3Cvn3H6x6QxuAgAAgDp9PGlOPRWupm+ZYZ26J9EAAADAzPp40nyupP3lu6jb5v1iM9te0l0kXS/pvKl1bhvW+fLUOneUtIuki1LvM6Mykq4FGqz//9u7+6hp0ro+8N9fEDC+jThq8ICIGFjIcTcEAgquvJl1xdchgeDmqCPx0ZAVWHlR9yiMHKNZXZCo6JGEx2VMxl0IGMLCAd8yM4LOTowjruxxDYMwTEBYMiMwGWBA4No/um+4n/upnqq6q7ur++7P55w+PXd1VddV13VV9W/qqd91mWx0t8yds741EzvJ+YGjUqweRWDg9NSb6M0rvrJ7X0PLucKsnWfqCA5jzHjVWbXrKYc0+Tt3bfSmVc7k1Y0Oc9xpvnr5/g0dnz0qyWclua619tGB2zz+xDoAALBWcwTNr0pyS5Jvr6q/fbSwqj4zyU8s//ylE9u8LMlHkzxtOdHJ0Tb3SPIjyz9fsqHyAgBw4NbyeEZVXZbksuWf91y+P6Kqrlz+9y1H01y31m6rqu/NIni+tqpensVMf9+axdByr8piau1Paa29o6p+MMnPJ/mDqnpFPj2N9r2T/ExrzcQmAABsxLqeaX5wkstPLLvf8pUk70zynKMPWmv/tqoeneRHk/y9JJ+Z5G1JnpXk51tr7eQOWmsvrqqblt/zXVncJf+TJM9trf3Kmo4DAAAusq5ptJ+f5Pkjt/m9JN84cpvXJnntmG1Guc99kiuuuHDZuRUP+J+5TKdNFH7VXKun39dOVvGmcncmzcC6kzXFSQPbcyOJfHeyt/m+c8T1dnYdZT23kwVdvy3NDj0uj3Daj/LQc6z70Hex3cfU3i6Wf6jt/tbN8UwzAADsFUEzAAD0EDQDAEAPQTMAAPSYY0bA3XVzhj9TLs9qgDGzmHUlIpy5bEvWbUx32Odcl713Fs/bjg51KH1syiV81fKtdZFpjbQ/TTxmJkuGcqcZAAB6CJoBAKCHoBkAAHoImgEAoIdEQHbYGUwe2sghncF66jL1MDu3n/qlI5JqZs0bmzn5Z2g1y1HaX11tvP5JYUe6uEOt7mIHch1lEneaAQCgh6AZAAB6CJoBAKCHoBkAAHoImgEAoIfRM1iTMfOiDkuR3/tc5lmnhZ239kYNVDG4qNs5pnF7Gb52Z68/t61zYdo3bG1Qi3NbHM2kc3PDd+yr7qvgxf1pM1eR7m/Vm84ed5oBAKCHoBkAAHoImgEAoIegGQAAekgEZGPGJEHMnfS3NwkbXRV1fu7a25aJ81APzE5c9ZXbquXJ+5k5l27K7s9Prv0xe+/YV+f5NeIr98W2OvP1I5ZPm5F+8prT5nofk/R+KNfrbRnSxj++tr250wwAAD0EzQAA0EPQDAAAPQTNAADQQyJgr7nTgrZl/dkuq2voULJtNmG+fjemhTrXnTszdGChVqb0bKTbXvwF57c2i9lmbOZMnppQNaFU0yY2HeeQ88Ymnl/bq6a5G8Rv5ZzcaQYAgB6CZgAA6CFoBgCAHoJmAADoIREQppp9Crf1O+RUk5XH3vXBxIrqzvvqSg5cYVs5tSMmYxw48eJ0o5LmNlApQ+t+F0+mPU84nFbUbaYMDp9xtNvQhpqaZb2LnbTL/J3UnWYAAOghaAYAgB6CZgAA6CFoBgCAHoJmAADoYfQMTmFa6vXQPN3582TPnr2p+13M7t/ASBmTd9O58rzZ8ZOnUF/7zrtHJBm6+ahuN2KUkS6d+5p7+vkdNLyddrFC5m7Q/R0po3tkniF19OqphfkUd5oBAKCHoBkAAHoImgEAoIegGQAAekgEvMDNufhR8315aH6bhiUnjJlmVy3PZxdTZTZiS51sN/vymFae8QhGzc09/Ws3ve069jU1EbHTwZz089pe3zmQX9WNnAzjuNMMAAA9BM0AANBD0AwAAD0EzQAA0EMi4HH3SXLFiWUSJibofhB/+NJ9r/wNlH9ibsNe1+je57XMdwDj0gB3MKlIghunsv7flXFnwibOm72/EE4w/7XJnWYAAOghaAYAgB6CZgAA6CFoBgCAHoJmAADoYfSM47pm0ZaOPcG0OXHPd2x/bl+mA96QoUd/9o58N40ZH2a/zZ+1PsiGpuGe00bGFdrBphtj+PEP77e7WSW7War1u7iddvWUdacZAAB6CJoBAKCHoBkAAHoImgEAoIdEwGO6Z9Ee8yB+x6PrZ3F26MlOn9zQlRyYbKpKt9NQo/ayJ/lYZ9G+pA9N7bWzdrFVhZ9agN1rpkk2ku/41SuWXz/lSyca1R+m9fzhSdYuwluxo3GSO80AANBD0AwAAD0EzQAA0EPQDAAAPSQCHnNz7pNzJ1IBux/6H5EguKMPs581m8m3lMV5iPYrpUd/ZMN28TLYmYs37Mxd9Zs+3H5dIfbX3J2smzvNAADQQ9AMAAA9BM0AANBD0AwAAD0kAl7g5lz08PmK5ILzHc+odycH7ubD7IfgkNM1NjWx2iFYfcZOqz11P4BKms+qjr+DP2Gdv7SDJ+rTyeazamCF/eFOMwAA9BA0AwBAD0EzAAD0EDQDAEAPQTMAAPQwesZpbSIBd59SSC9yFjOS198gG2niwVnjnLTNqhva9t37397FQdfZY0M79JjutIODQrnknTF7FPu40wwAAD0EzQAA0EPQDAAAPQTNAADQQyIgcBCm55psJ/1o6l6m5m1NrSczF89oW/W8peTAUf22o0y63b6Ylia9Te40AwBAD0EzAAD0EDQDAEAPQTMAAPSo1trcZdgJVXVDkodc/En3g+fnz1/84Pq5rkyErgfcpz7Lviez55yf/aH9qSlV0yp6J5tpj5NlJtfn1NnSJtfdPk8jup1ecn5fOuPMVrb6rl10JpZnxKk4cUW24dyqFj23nUTA1lpN+oK40wwAAL0EzQAA0EPQDAAAPQTNAADQw4yAm3YgiQjdhzk5jWOvbWnSrMm2M8/dGmyi8iZOlddZdysrbxM1va3kwjFlP31DdSdTdzuUpMFdvGZ02kRB19/FmNMZaDd3mgEAoMdaguaqemJVvbiq3lRVt1VVq6qrVqx7/6r64aq6uqr+U1V9rKr+v6p6TVU9tmc/l1fV71fV7VX1waq6tqq+eR3HAAAAq6zrTvNzkzwtyYOTvLtn3X+S5KeS/LUkr0/yM0l+L8k3Jbm6qp7RtVFVvTDJlUm+JMlLk1yV5L9O8tqqetr0QwAAgG7reqb5mUneleRtSR6d5Jo7WffXk/x0a+3NxxdW1aOT/FaSF1TVK1tr7zn22SOTPDvJnyV5WGvt/cvlL0hyQ5IXVtXrWms3rel4AADgU9Zyp7m1dk1r7cY2YHrB1tqVJwPm5fLfSXJtkrsleeSJj5+6fP/Jo4B5uc1NSX4xyd2TPOV0pQcAgDu3a6Nn/OXy/eMnlj9u+f7rHdu8Icnzluv82PqLNHUe0K65d0d8595km+5iKvvFZTrs8TwyuD/tzYgaO2jwjLBJzg++Fkyt/bmHHtnAd44YaePMdd5d/F3YwHBBZ63Zzq6hDb2LHXecnQmaq+rLknxdkg8neeOx5Z+d5F5Jbj/+yMYxNy7fHzBwPzes+OiBw0sLAMAh2YmguarunuRXs3jM4oeOP4KR5JLl+wdXbH60/PM3VDwAAA7c7EFzVd0lyb9K8jVJXpHkhZvcX2vtoSvKcUOSh2xy3wAA7KdZJzdZBsxXJXlSkn+d5Ds6kgmP7iRfkm5Hyz+w/hICAMCMd5qr6q5ZPJLxpCT/e5Lvaq194uR6rbUPVdW7k9yrqr6k47nm+y/f37rRAp/W3LPkbu25+zE72sX0jvVX1KxVv4EqPvgkyi5T637w9vufQLNu5zrqZNQM5l1rz9yZO4u5z00/9VyYeuwymvfYbjbULHeaq+puSV6ZRcD8L5N8Z1fAfMzVy/dv6Pjs8SfWAQCAtdp60LxM+nt1km9L8stJntJa+2TPZi9Zvv9oVd3j2HfdN8n3J/lokpetvbAAAJA1PZ5RVZcluWz55z2X74+oqiuX/31La+05y/9+SZJvTHJLFlNuX1FVJ7/y2tbatUd/tNauq6oXJXlWkj+uqldlMQnKk5N8QZKnmw0QAIBNWdczzQ9OcvmJZfdbvpLknUmOguYvX75/YZIr7uQ7rz3+R2vt2VX1lizuLH9fkk8m+cMkL2itve7UJQcAgB5rCZpba89P8vyB6z5mwn6uTHLlabdfp7OW5DXVuGLOd1Dn9zqrJtMnXppQzau+cls1OmbCsSll2ubpNTTxa2WZdvBaMKdx3b5j7aEJg6sMXHXPr0L7w/mxFYfUn2cdcg4AAPaBoBkAAHoImgEAoIegGQAAegiaAQCgx2zTaO+/i9NyO7P7pw4UMWbIgE1sfzCGNsrMlddVzKn9afObbn1fZy1pfmWvG9gdz1p9rLSRAx1xzp/bUk1v8zK0tUMaMS364fTo/XBAMYU7zQAA0EPQDAAAPQTNAADQQ9AMAAA9JAKe1tAEv1HTsp6tp+k3MJPzGuxRAskmkjhnzHfco5ofbk8OalvdZnZTk6Q3UIBRdb+1n4ARBz81mX2gveljB6+rQxzMFcadZgAA6CNoBgCAHoJmAADoIWgGAIAeEgFPbUp2xJgZpoavOtjUZ+4nlqm75raUbTLZFqdYnLNKNtBHNpGjNXNXnmxw+afmDs99Ks2dJzQld2nFvicd0twdb+rZuJHyz91JGWL2rjszd5oBAKCHoBkAAHoImgEAoIegGQAAekgEPOv2Jb+u014Xfrp9PtQxZR+YNLjP1bHSwINaudrA7WdP3tlS402tpy6z193sDuZsZIgDPyHcaQYAgB6CZgAA6CFoBgCAHoJmAADoIWgGAIAeRs9Yq4FZxgeefdplen727mV4T55we/cOaTMmjAAxtTrOT53ue0QBuva1x7Ois4nW21aH6GzQPW/ls3htnNWq/jBx/vk9504zAAD0EDQDAEAPQTMAAPQQNAMAQA+JgGu0kTSKydlkG7ClMnUnfs198MNtpKSHkhw40NQ67krk++ox24/a2ZiV57M/Z9g03cc5JrNzwo7m7gud1/C5C8VFdvH3/8C50wwAAD0EzQAA0EPQDAAAPQTNAADQQyLgOu3LA/pjElN2LIllVRVvr0gXl2Bfmv2QSGm60Px9dBNzEg7/zs7jn3M6xvkb5GJj6mPu8jvBN25cEx9Og7jTDAAAPQTNAADQQ9AMAAA9BM0AANBDIuAcxiTdSbgYZPjsgXtyQMxm8iyDaynF6c19ydhMDVz8nXszqd38DbJ++5LcyOlpz07uNAMAQA9BMwAA9BA0AwBAD0EzAAD0EDQDAEAPo2fM4SxmpZ7JbOq9PwBmoNdsh3reMZv4DVg1GsqZ/L3psLVjGjN01y4OUbM97jQDAEAPQTMAAPQQNAMAQA9BMwAA9JAIuEu2ldxw2M/xr3AWs0jgwMhd2i1j6n3MJdjlmpm40wwAAD0EzQAA0EPQDAAAPQTNAADQQyLgLjlryQ2rkkC2lNx4rmM/50dlCl287k420ZhCSYjiLJu7f0+9QHRtP/cxbcuhHOfe0CBd3GkGAIAegmYAAOghaAYAgB6CZgAA6CFoBgCAHkbP6HO+O4P0/NDRFrqHcBhuJ4dr2EFDs85X1Oe5bVX0ttr+QBKfZz/Mqd1m9gPg1LY0ChBsmjBjOHeaAQCgh6AZAAB6CJoBAKCHoBkAAHpIBDzmPve5T6644ooTS1dkZgxN2NjFpL8DnqpVwsPuGZqvuT9ddEQvO7eBo5q9omZsvalTyo8p+tB9TT30/T4Z2AsjsuYPnDvNAADQQ9AMAAA9BM0AANBD0AwAAD0kAl7g1lz0QPyIPMC9fmx+VeE3kXAyZ+VNTeqZau5OsidJRTtYpJnbbpsn6CZsK2tuhD05F2C9dPwp3GkGAIAegmYAAOghaAYAgB6CZgAA6CERsMeYx+PPz53kxe7bxOxgY9abMd9jb1JNJp/H28qeZZKpVbqtJtH0rFVHhxK7DOZOMwAA9BA0AwBAD0EzAAD0EDQDAEAPQTMAAPQwesYxt96anJ8zU/nMzc09wiaOfRdnC527PWeskx0c0GN/TJ3+fUy/m9wge9KiOzizN6zPiI7bNfTX3L9VO8qdZgAA6CFoBgCAHoJmAADoIWgGAIAeEgEh2V4S5pikojOWiHEm86m21W/GfOdGEmj3pPX2pJiwS7ovY1Ozj88md5oBAKDHWoLmqnpiVb24qt5UVbdVVauqq0Zsf365Tauqv75inbtU1TOr6o+r6iNV9RdV9fqqeuQ6jgEAAFZZ153m5yZ5WpIHJ3n3mA2r6luSfE+S2+9knUry8iQvSnK3JL+Q5NVJHpXkjVX1bacrNgAA9FtX0PzMJA9I8nlJ/vHQjarqi5K8NMkrktxwJ6t+e5InJrkuyYNbaz/YWvueJI9N8okkL62qzz1l2QEA4E6tJRGwtXbN0X8vXFoNrwAAFwxJREFUbgoP9i+W79+f5NfuZL2jQPy5rbU7ju33P1TVK5J8ZxZB9cvG7Hwb9n6Svzln1dv7yuuwi+Xf0sxoezMj4NQCbTPZc+i+zuLsmsDSBi5aXbMEJrv5G7ZFs42eUVXfneSyJJe11m5dFWxX1WcmeWSSDyd5U8cqb8giaH5cBgTNVbXqjvYD+0sNAMAhmmX0jKr6siQ/l+Sq1tprelb/iiR3SfL21trHOz6/cfn+gDUWEQAAPmXrd5qr6q8k+ZUsEv+eMWCTS5bvH1zx+dHyzx+y/9baQ1eU64YkDxnyHQAAHJY5Hs94ZpJHJ/mm1tr7Z9g/AACMstWguaoekOQnk7ystfb6gZsd3Um+ZMXnR8s/MKVsO2sXZ6rj7BvT7wb2HV2sw+BKGTM714iknlH72gObyDY98MSnnbStBNgDdn5FJZ/rmh10cD3vf4Ns+5nmv5Hk7kmecmwyk1ZVLYu7z0ly43LZZcu//yyLYeXuV1VdQf79l+9v3WjJAQA4WNt+POOmJL+84rNvSnLPJK9Mctty3bTW7qiq65J87fJ1zYntHr98v3rNZQUAgCRbDppba3+UFffnq+raLILmH2mtve3Ex7+URcD8E1X1dUdjNVfVw5I8Ocl/zp2P8wwAAKe2lqB5+SjF0eMU91y+P6Kqrlz+9y2ttedM2MXLk/zdLCYweXNVvTbJpVkEzHdJ8r2ttdsmfD8AAKy0rjvND05y+Yll91u+kuSdSU4dNLfWWlX9D1lMo/0Pkzw9yR1J3pjkJ1pr1532uwEAoM+6ptF+fpLnT/yOx/R8/vEk/2z52ohLL03OnXh4pCtRdKuGTl+7iWlyV5mzTsYMIjBmva7vPYvTeA9l2uQ9MbRRNN4gh3J+74ttTknPIIf8s5jMNCMgAADsE0EzAAD0EDQDAEAPQTMAAPTY9uQmAACnd0iZZ9tw6Nl9I7jTDAAAPQTNAADQQ9AMAAA9BM0AANBDIuAazfrc/NSZ8sZsv4uzxU1NZBh6TIecMDFmNsX1b74Z+zIT5qGbWveHco5uy9D22NT5dcjX4Q3orM6VMcGUyp8aqMzPnWYAAOghaAYAgB6CZgAA6CFoBgCAHoJmAADoYfSMC1yak1mc51akkJ4/P3RYiY5tVyzv3HpbGftTk1d3cUSNbdn/hOBpJiZOz9p1Zu+jE4cemfCVW7WJ5PoxSfyHfH3alkO53u27yf3+sBvanWYAAOghaAYAgB6CZgAA6CFoBgCAHhIBT2vXnoWfOkfxrh0PB23WvK2V59KMmWP7lLQ2pfE2dZz7VH+7ZhN1Z1p0LrA/86K70wwAAD0EzQAA0EPQDAAAPQTNAADQQyLgMTffnJw78ez5+Vzfue71HctXTB64Hfs0K922srzmzi3YxDHtYnsONfesdoOn3FxR0H2u+01Y1UZdy50Lu29MG6n7s08bd3KnGQAAegiaAQCgh6AZAAB6CJoBAKCHRMAL3JyTT7+fG/E0/LmOTMAxk4jNnbe2drtY+H1PmDwUQ5NFR9XR0C8wfdzaHXJf3kXb6uJm/ts5+9MkuxkRudMMAAA9BM0AANBD0AwAAD0EzQAA0EPQDAAAPYyeccyllyZPeMKwdceMirEVq5JKh5ZzE0mpu1ZHd2YXy7qbycPzmXzsh1x5sEa7eL3kQptqowO/jLrTDAAAPQTNAADQQ9AMAAA9BM0AANBDIuApdU++e/HSnZxae1sP8m8iOfHQE1AOODlwXHc49I5yAFwfLraJ499WPR/IdWwXneuo+3M72SDz/wC60wwAAD0EzQAA0EPQDAAAPQTNAADQQyLgBS5NcmJKwFXPmHct/+phe5maH7f3hj63fzAVMtH8uRGs0ZimO+hT5JAP/tAT8aaU9Sz2mxHHNLjq9qk/bJE7zQAA0EPQDAAAPQTNAADQQ9AMAAA9JAL2GJO01zWrzvnzXVPtrHhqf+DD/J373vfkhn2eyWoXrTrOg0nu2I/GHz7rVnfZz1xO7cFnSXeYO+lvUqLxiB1t4to0ZvrdvTbietdZzwfzwzCZO80AANBD0AwAAD0EzQAA0EPQDAAAPQTNAADQw+gZO2Rr+f67OO3yJg7+UBKnx9jFtp9g3GAL8441MXykjO6tp+17+DENXnPU0EKDdz9uX0O5Flxo1OgZEyp/m9cWbXxqe/wTkG0PFeVOMwAA9BA0AwBAD0EzAAD0EDQDAECPaq3NXYadUFU3XHrppQ95whOecMHyrqmxVxk6Y+fq9To+GLZopcmPwm8rQ2BoIqBkj/nsd7bI1rrOuGraj4mwz+/7ibdrxd9meXZx2uSNJHbuWiNvyNDDHDOD+Z5f2/v9eJKktXfW1G9ypxkAAHoImgEAoIegGQAAegiaAQCghxkB12lgMtvqibQ6Pjk3MRNwqm3NIDf1mPYjn4pZbafjrp6fahMzAg7t0GNmBOza19bmKz17NlFNo7rSnmR5jfqt0fcucH3HshV1tye9YWe50wwAAD0EzQAA0EPQDAAAPQTNAADQQ9AMAAA9jJ4xh4mJ8GPy2Lc1+MXszmIytQEL9sDwRppyLq5u9l0cymYHbetcOoNVN8nkQV9Wj0Vz+i89izYyLzkd3GkGAIAegmYAAOghaAYAgB6CZgAA6CERcId0pzYMm1q7a7btxfbDlu1kcuCYgp7FPIZdO6YxOTk7ae4KHT7l9nCbSIgaetXYc0Orbky/39q5sIMn3ZiuOLnbnsH+2KXrMK8f1vHOHUodbZk7zQAA0EPQDAAAPQTNAADQQ9AMAAA9JALukmE5f4OTA5crr9+2MgnHfKcJoi60zYTJqf1hbzJTt2NcVx48tdqpyvJp25pxbMR+Or9y30/6Pen4Q4s56nD2ve0mGJMwef0mC7JLdvNH3Z1mAADoIWgGAIAegmYAAOghaAYAgB4SAXtMngRt5mfZz3Xs/3xncuGK7YfuSDLXfthWfxzznQfcTzaST9Vh/vSZbTXy1AzUMV95wB13/g61vybXXdfsf4NWW9P+5zT/OedOMwAA9FhL0FxVT6yqF1fVm6rqtqpqVXVVzzZ3qapzVfXGqnp/VX2kqt5eVa+oqges2Obyqvr9qrq9qj5YVddW1Tev4xgAAGCVdT2e8dwkfzPJ7UneleSBd7ZyVX1OktckeVySP0ryK0nuSHKvJF+b5AFJ3npimxcmefby+1+a5G5Jvj3Ja6vq6a21X1jTsQAAwAXWFTQ/M4tg9m1JHp3kmp71/3kWAfNTW2v//OSHVXXXE38/MouA+c+SPKy19v7l8hckuSHJC6vqda21myYeBwAAXGQtj2e01q5prd3YWmt961bVQ5L8gySv6AqYl9/3lycWPXX5/pNHAfNyvZuS/GKSuyd5ymnKDgAAfeYYPeMfLN//j6q6JMm3JPnSJLcmubq19raObR63fP/1js/ekOR5y3V+bFrRbs1FqaXnV2RrzpjE2b3r7qXnO1Jlh46osdh+6J4GbrzK3NNw73VGcYe5Z03usqpMW6r7yQOHDK2Tufv9BnYzqp725lyaPxN/L0yppr3pCzMbUceTe+3goTY0Xpc5guaHLd+/LIvHLS499lmrql9K8ozW2ieSpKo+O4tnnW9vrb2n4/tuXL53Jg+eVFU3rPjoTp/DBgDgcM0x5NwXL99flOTaJA9K8rlJ/k4WQfT/mMWd4yOXLN8/uOL7jpZ//lpLCQAAS3PcaT4K1P80yZOP7ign+XdV9cQkf5jkWVX1T1trH1v3zltrD+1avrwD/ZB17w8AgP03x53mDyzfX3ssYE6StNb+7yTvyOLO84OWi4/uJF+SbkfLP7DicwAAmGSOO83/McnDszrIPRod468mSWvtQ1X17iT3qqov6Xiu+f7L97fmgK1+ZH/YA/5ncsbNMeRBXGgTyWzbzLuaOkNy11du4DsH1/M2k1qdC5yGPnKxyXVy/aC1Ok/ZvfpR35+k3DnuNP/28v0rT35QVXfPp4Pgm459dPXy/Rs6vu/xJ9YBAIC1miNo/rUkf57kyVX18BOfPS+Lxy2uaa2999jylyzff7Sq7nG0sKrum+T7k3w0ycs2VWAAAA7bWh7PqKrLkly2/POey/dHVNWVy/++pbX2nORTj1t8d5LXJXlTVf2bJO9O8lVJ/tsk70vyj45/f2vtuqp6UZJnJfnjqnpVFtNoPznJFyR5utkAAQDYlHU90/zgJJefWHa/5StJ3pnkOUcftNZ+a3mX+XlZDDV3SZL3ZnFH+Z+01v785A5aa8+uqrdkcWf5+5J8MouRNl7QWnvdmo4DAAAuUgNmvj4IVXVDLs1D8oQLl59b9YD6nLMkjdi+e9XhX7CR5KehdjE3YCeTKGa2i+001JgpL7X9BVTHgZg0E+aB9JJNzcB67uJEwK5VO2f5XVWowWXdRNvN+2PRWqup3zHHM80AALBXBM0AANBD0AwAAD0EzQAA0EMi4FJV3ZDkISeXn+t6wj6ZNxFw4nfudXLgTuxsoAPJgdmaXWzjs2hocuSYPKNJyWRn0D715VkTx3bQRpL+ujvEyvjjovUuXrb/iYDrny5VIiAAAGyBoBkAAHoImgEAoIegGQAAegiaAQCgx2fMXYDdtyoDtSNjc2gS5yam6R2RlHquYz/nRxRqaCL9qsPZSOL4+hNtpxsx4gBs0qhut4lzRL+/0FYvjgNpo73QOaDG0BFv9t5pR9/48bWVwJ1mAADoIWgGAIAegmYAAOhhRsClqro1yRecXH7ppau26PjgCycW4paJ2w9166BFqz+5z6BFK908Yt21m3XnGVdRXGjutttjG+l2+vL6zdnHJ7fngXSI1T+Ww3TGFN0Nf/PNF6/cGZN0/aZfuqKgg8u/ifYc08G79n/a7d+T5K5p7UOTZwQUNC9V1TuSfF6Sm5I8cLn4T2crEH200e7TRvtBO+0+bbQftNNuum+S21prXz71iwTNHarqhiRprT107rLQTRvtPm20H7TT7tNG+0E7nX2eaQYAgB6CZgAA6CFoBgCAHoJmAADoIWgGAIAeRs8AAIAe7jQDAEAPQTMAAPQQNAMAQA9BMwAA9BA0AwBAD0EzAAD0EDQDAEAPQfNSVd27qv63qvrzqvpoVd1UVT9bVfeYu2yHpKourapzVfXqqnpbVX2kqj5YVb9bVd9TVZ19tqoeWVWvr6q/WG7zx1X1A1V1l20fw6Gqqu+oqrZ8nVuxzjdX1bXLNr29qv59VV2+7bIekqr6uuX59N7lte3Pq+o3quobO9Z1Hs2gqr6pqn6zqt61rPe3V9Urq+oRK9bXThtQVU+sqhdX1Zuq6rblteyqnm1Gt4Xr4P4yuUmSqvqKJNcl+eIkr0nyp0kenuSxSf5jkq9prd06XwkPR1U9NckvJXlPkmuS3JzkryX5u0kuSfJrSZ7UjnXcqvq25fI7krwiyV8k+ZYk/1WSV7XWnrTNYzhEVfWlSd6S5C5JPifJ97bWzp9Y52lJXpzk1iza6WNJnpjk3kl+prX2nK0W+gBU1f+a5AeTvCvJG5LckuSLkjw0yW+31n7o2LrOoxlU1U8n+aEszot/m0Ub/fUk35rkM5J8V2vtqmPra6cNqao/SvI3k9yexTnzwCS/2lr7jhXrj24L18E911o7+FeS30jSkjz9xPIXLZe/ZO4yHsoryeOyuOj8lRPL75lFAN2S/L1jyz8vyfuSfDTJ3z62/DOz+B+hluTb5z6us/xKUkl+O8mfJXnBss7PnVjnvln8sNya5L7Hlt8jyduW2zxi7mM5S68k37us1yuT3K3j87se+2/n0TxtdM8kn0jy3iRffOKzxy7r/e3aaWvt8dgk919e0x6zrM+rVqw7ui1cB/f/dfCPZyzvMn99kpuS/OKJj38syYeSfGdVffaWi3aQWmtXt9Ze21r75Inl703ykuWfjzn20ROzuHP28tbaHxxb/44kz13++Y83V2KSPCOL/9l5ShbnS5d/mOTuSX6htXbT0cLW2vuT/NPln0/dYBkPSlXdPclPZvE/mt/XWvvYyXVaa3957E/n0Ty+LIvHJP99a+19xz9orV2T5L9k0S5HtNMGtdauaa3d2JaRbI/TtIXr4J47+KA5i/+zTJLf7AjU/kuS30vyWUm+etsF4yJHP/IfP7bsccv3X+9Y/41JPpzkkcsggjWrqgcl+akkP9dae+OdrHpn7fSGE+sw3X+XxQ/6v0nyyeUzsz9cVf/TiudknUfzuDGLf55/eFV94fEPqupRST43i3/FOaKddsdp2sJ1cM8JmhfPHiXJW1d8fuPy/QFbKAsrVNVnJPmu5Z/HLzgr26+19vEk78jiucD7bbSAB2jZJv8qi7uZP9Kz+p2103uyuEN976r6rLUW8nA9bPl+R5I3J3ldFv9z87NJrquq36mq43cwnUczaK39RZIfziJv40+q6l9U1f9SVf86yW8m+a0k/+jYJtppd5ymLVwH95ygeZFcliQfXPH50fLP30JZWO2nknxlkte31n7j2HLtN58rkvytJN/dWvtIz7pD2+mSFZ8zzhcv338wi+ckvzaLu5b/TRbB2KOSvPLY+s6jmbTWfjaLROfPyOI59P85yZOS/KckV554bEM77Y7TtIXr4J4TNLPzquoZSZ6dxagm3zlzcUhSVV+Vxd3ln2mt/V9zl4eLHF3bP57kW1trv9tau7219pYkT8hiZIBHrxrSjO2pqh9K8qosEja/IslnZzG6yduT/OpyBBRgBwia+//P7mj5B7ZQFk5YDs/zc0n+JMljl/+ceZz227LlYxn/Mot/YnzewM2GttOqOzCMc9Tf33w84ShJWmsfzmLEoGQxtGbiPJpFVT0myU8n+T9ba89qrb29tfbh1tofZvE/N+9O8uyqOvonfu20O07TFq6De07QvBiHOVn9zPL9l++rnnlmQ6rqB7IYz/L/ySJgfm/HaivbbxncfXkWd9vevqlyHqDPyaK+H5TkjmMTmrQsRpxJkpcul/3s8u87a6cvyeLu2ruWAR3THdX3quDp/cv3v3pifefRdn3z8v2akx8sz4Xfz+J3+m8tF2un3XGatnAd3HOC5k9frL7+5GxzVfW5Sb4miyzY67ddsENWVT+c5J8l+aMsAub3rVj16uX7N3R89qgsRj65rrX20fWX8mB9NMkvr3i9ebnO7y7/Pnp0487a6fEn1mG6f5fFs8x/Y8Usml+5fH/H8t15NI+jkRW+aMXnR8uPhgzUTrvjNG3hOrjv5h4oehdeMbnJTr2y+Cf/luQPknxBz7qfl+Q/x2D/O/FK8vx0T27y5TGo/7bb4jXLen3mieVfn+STWdxtvmS5zHk0Txv9/WXdvjfJvU589vhlO30kyaXaaett85j0T24yqi1cB/f/ZRrtdE6j/f8m+aosxnB+a5JHNtNob0VVXZ5FQswnsng0o+vZrptaa1ce2+ayLBJp7kjy8iymMv3WLKcyTfL3m46+FVX1/Cwe0eiaRvvpSX4+po/diqq6dxbXtS/N4s7zm7P40b4sn/5B/7Vj6zuPtmz5rwC/keTvZDGRyauzCKAflMWjG5XkB1prP3dsG+20Icu6vWz55z2T/PdZPF7xpuWyW45fp07TFq6De27uqH1XXln8sLwsyXuy6MTvzGJM03vMXbZDeuXTdyrv7HVtx3Zfk+T1Wdw9+0iStyR5ZpK7zH1Mh/TKijvNxz7/liS/k0WA8KEk/yHJ5XOX+6y+svjn/Rcvr2cfS3JLFoHZw1es7zzafhvdNckPZPEI4G1ZPAf7vizG1v567bTVtuj7/blpHW3hOri/L3eaAQCgh0RAAADoIWgGAIAegmYAAOghaAYAgB6CZgAA6CFoBgCAHoJmAADoIWgGAIAegmYAAOghaAYAgB6CZgAA6CFoBgCAHoJmAADoIWgGAIAegmYAAOghaAYAgB6CZgAA6PH/A3z7Vz0WK/UBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 481,
       "width": 358
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 481,
       "width": 363
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Sum absolute distance: {}\".format(calculate_SAD(arr4, arr5)))\n",
    "print(\"Sum squared distance : {}\".format(calculate_SSD(arr4, arr5)))\n",
    "\n",
    "# With 100 division and multiplication\n",
    "arr3 = abs(arr4/100 - arr5/100)\n",
    "arr3 = arr3 * 100\n",
    "show_image(arr3, \"Img4 and Img5 with 100 division and multiplication\")\n",
    "\n",
    "# Without 100 division and multiplication\n",
    "arr3 = abs(arr4 - arr5)\n",
    "arr3 = arr3\n",
    "show_image(arr3, \"Img4 and Img5 without 100 division and multiplication\")"
   ]
  }
 ],
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