cifar10.plus.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout\n",
    "from tensorflow.keras.datasets import cifar10\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image  # 用於載入圖片\n",
    "from random import randrange\n",
    "import pandas as pd\n",
    "from tensorflow.keras.applications import VGG16\n",
    "from tensorflow.keras.models import Model\n",
    "from tensorflow.keras.utils import to_categorical\n",
    "from tensorflow.keras.optimizers import Adam"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data preprocess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "csv_path = r\"C:\\Users\\n9613\\OneDrive\\Desktop\\cifar-10\\trainLabels.csv\"\n",
    "data = pd.read_csv(csv_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_train.shape =  (50000, 32, 32, 3)\n",
      "y_train.shape =  (50000, 10)\n",
      "x_test.shape =  (10000, 32, 32, 3)\n",
      "y_test.shape =  (10000, 10)\n"
     ]
    }
   ],
   "source": [
    "class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer', \n",
    "               'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "\n",
    "(x_train, y_train), (x_test, y_test) = cifar10.load_data()\n",
    "\n",
    "x_train, x_test = x_train / 255.0, x_test / 255.0  # 標準化\n",
    "y_train = tf.keras.utils.to_categorical(y_train, 10)\n",
    "y_test = tf.keras.utils.to_categorical(y_test, 10)\n",
    "\n",
    "print(r'x_train.shape = ', x_train.shape)\n",
    "print(r'y_train.shape = ', y_train.shape)\n",
    "print(r'x_test.shape = ', x_test.shape)\n",
    "print(r'y_test.shape = ', y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1000 with 40 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.figure(figsize=(16, 10), facecolor='white')\n",
    "\n",
    "# if len(y_train.shape) > 1:\n",
    "#     y_train = np.argmax(y_train, axis=1)\n",
    "\n",
    "# plt.figure(figsize=(16, 10), facecolor='white')\n",
    "# for i in range(5):  \n",
    "#     for j in range(8):  \n",
    "#         index = randrange(len(x_train))  \n",
    "#         plt.subplot(5, 8, i * 8 + j + 1)  \n",
    "#         plt.imshow(x_train[index])  \n",
    "#         plt.title(f\"Label: {class_names[int(y_train[index])]}\") \n",
    "#         plt.axis('off')  \n",
    "\n",
    "# plt.tight_layout()\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build Model & Compare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Model 1...\n",
      "Epoch 1/20\n",
      "782/782 - 6s - 8ms/step - accuracy: 0.2865 - loss: 1.9447 - val_accuracy: 0.3055 - val_loss: 1.9180\n",
      "Epoch 2/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.3412 - loss: 1.8059 - val_accuracy: 0.3338 - val_loss: 1.8289\n",
      "Epoch 3/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.3625 - loss: 1.7617 - val_accuracy: 0.3621 - val_loss: 1.7568\n",
      "Epoch 4/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.3682 - loss: 1.7485 - val_accuracy: 0.3628 - val_loss: 1.7486\n",
      "Epoch 5/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.3818 - loss: 1.7072 - val_accuracy: 0.3699 - val_loss: 1.7488\n",
      "Epoch 6/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.3907 - loss: 1.6916 - val_accuracy: 0.3865 - val_loss: 1.7183\n",
      "Epoch 7/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.3996 - loss: 1.6715 - val_accuracy: 0.3822 - val_loss: 1.7188\n",
      "Epoch 8/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4010 - loss: 1.6658 - val_accuracy: 0.3883 - val_loss: 1.7208\n",
      "Epoch 9/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4029 - loss: 1.6578 - val_accuracy: 0.3876 - val_loss: 1.7163\n",
      "Epoch 10/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4092 - loss: 1.6508 - val_accuracy: 0.3844 - val_loss: 1.7448\n",
      "Epoch 11/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4152 - loss: 1.6270 - val_accuracy: 0.3552 - val_loss: 1.8592\n",
      "Epoch 12/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4191 - loss: 1.6179 - val_accuracy: 0.3853 - val_loss: 1.7331\n",
      "Epoch 13/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4183 - loss: 1.6167 - val_accuracy: 0.3875 - val_loss: 1.7245\n",
      "Epoch 14/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4220 - loss: 1.6119 - val_accuracy: 0.3508 - val_loss: 1.8249\n",
      "Epoch 15/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4247 - loss: 1.6020 - val_accuracy: 0.3711 - val_loss: 1.7922\n",
      "Epoch 16/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4262 - loss: 1.5943 - val_accuracy: 0.3670 - val_loss: 1.8076\n",
      "Epoch 17/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4240 - loss: 1.5972 - val_accuracy: 0.3715 - val_loss: 1.7896\n",
      "Epoch 18/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4289 - loss: 1.5849 - val_accuracy: 0.3670 - val_loss: 1.8468\n",
      "Epoch 19/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4310 - loss: 1.5775 - val_accuracy: 0.3621 - val_loss: 1.8531\n",
      "Epoch 20/20\n",
      "782/782 - 5s - 6ms/step - accuracy: 0.4312 - loss: 1.5784 - val_accuracy: 0.3755 - val_loss: 1.7924\n",
      "Training Model 2...\n",
      "Epoch 1/20\n",
      "782/782 - 6s - 8ms/step - accuracy: 0.4274 - loss: 1.5839 - val_accuracy: 0.5298 - val_loss: 1.3374\n",
      "Epoch 2/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.5516 - loss: 1.2649 - val_accuracy: 0.6193 - val_loss: 1.0948\n",
      "Epoch 3/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.6048 - loss: 1.1248 - val_accuracy: 0.6274 - val_loss: 1.0492\n",
      "Epoch 4/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.6366 - loss: 1.0336 - val_accuracy: 0.6706 - val_loss: 0.9515\n",
      "Epoch 5/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.6647 - loss: 0.9608 - val_accuracy: 0.6678 - val_loss: 0.9641\n",
      "Epoch 6/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.6829 - loss: 0.9087 - val_accuracy: 0.6922 - val_loss: 0.8862\n",
      "Epoch 7/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.6993 - loss: 0.8622 - val_accuracy: 0.7054 - val_loss: 0.8609\n",
      "Epoch 8/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.7080 - loss: 0.8251 - val_accuracy: 0.6957 - val_loss: 0.8925\n",
      "Epoch 9/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.7258 - loss: 0.7844 - val_accuracy: 0.7096 - val_loss: 0.8411\n",
      "Epoch 10/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.7348 - loss: 0.7502 - val_accuracy: 0.7165 - val_loss: 0.8335\n",
      "Epoch 11/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.7466 - loss: 0.7130 - val_accuracy: 0.7096 - val_loss: 0.8468\n",
      "Epoch 12/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.7574 - loss: 0.6861 - val_accuracy: 0.6938 - val_loss: 0.9138\n",
      "Epoch 13/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.7655 - loss: 0.6597 - val_accuracy: 0.7195 - val_loss: 0.8315\n",
      "Epoch 14/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.7743 - loss: 0.6359 - val_accuracy: 0.7179 - val_loss: 0.8382\n",
      "Epoch 15/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.7822 - loss: 0.6060 - val_accuracy: 0.7119 - val_loss: 0.8793\n",
      "Epoch 16/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.7886 - loss: 0.5843 - val_accuracy: 0.7178 - val_loss: 0.8509\n",
      "Epoch 17/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.7973 - loss: 0.5624 - val_accuracy: 0.7236 - val_loss: 0.8421\n",
      "Epoch 18/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.8068 - loss: 0.5365 - val_accuracy: 0.7167 - val_loss: 0.9187\n",
      "Epoch 19/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.8124 - loss: 0.5167 - val_accuracy: 0.7180 - val_loss: 0.8893\n",
      "Epoch 20/20\n",
      "782/782 - 5s - 7ms/step - accuracy: 0.8191 - loss: 0.5013 - val_accuracy: 0.7220 - val_loss: 0.9157\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5c4mJibHdf6uqVq1q9x6HhoZm6XGDBg1i586d/N///R9nz561a6nK6eOW+n5c/xmePXt2mokMLBZLmufdunVrmpkZU7fJSitUs2bN8PT0TPNeHDt2jL///jvH3ousaNeuHZD2c7F+/Xp27dqVbi03+oxdy93dndatW9smsLh+dkkRKXzU4iQihcL777+f6Tb9+/fn448/ZsCAARw6dIhatWqxcuVK3n33Xbp27UqHDh0AuOOOO7j99tt58cUXiYmJoWHDhqxatcrWzepaEydOpGXLlrRq1YonnniC0NBQoqOj2b9/P7/88ott3E1W+fv789NPP3HnnXdSr149nnrqKZo1a4abmxv79u3jm2++4b///qNXr144OTkxevRoHnzwQe68804ef/xx4uPjGTNmDJcuXcrSMcmuM2fOcPfdd/Poo48SGRnJqFGj8PDwYOTIkYA50+Htt9/OmDFjKFGiBKGhoSxfvpxp06YREBBw08/766+/8sknn9CzZ08qVqyIYRjMmzePS5cu0bFjRwA6duxIp06dGDFiBFFRUbRo0YKtW7cyatQo6tWrR79+/XLiENy0/v378/LLLzNmzBgCAgLsZnLM6eNWrVo1HnroIT788ENcXV3p0KED27dvZ+zYsXbnPANz3Ntbb73FqFGjaN26NXv27OHNN98kLCzMLmT5+vpSoUIFfvrpJ9q3b0/x4sVttV4vICCAV199lZdffpn+/fvzwAMPcP78ed544w08PDwYNWpUtl9TRqKiotI9v1nJkiVp3bo1jz32GJMnT8bJyYkuXbpw6NAhXn31VYKDg3n22WeBrH3GXnvtNY4dO0b79u0pX748ly5dYuLEibi6utK6descfU0ikg85alYKEZGbde2sehm5flY9wzCM8+fPG0OGDDGCgoIMFxcXo0KFCsbIkSONuLg4u+0uXbpkDBo0yAgICDC8vLyMjh07Grt37053VrGIiAhj0KBBRrly5QxXV1ejZMmSRvPmzY23337bbhuyMKteqlOnThkjRowwatSoYXh5eRnu7u5GeHi48fjjjxvbtm2z23bBggVGkyZNDA8PD8Pb29to3769sWrVKrttUmddO3v2rN36AQMGGN7e3mme//qZylJncvv666+NYcOGGSVLljTc3d2NVq1aGRs2bLB77LFjx4zevXsbxYoVM3x9fY3OnTsb27dvNypUqGA3m1tG7+P1s7Tt3r3beOCBB4xKlSoZnp6ehr+/v9G4cWNj5syZdo+7cuWKMWLECKNChQqGq6urERQUZDzxxBPGxYsX7barUKGC0a1bt3Rf9/WfmZx09913pzvDm2Fk/bhlZVY9wzCM+Ph447nnnjNKlSpleHh4GE2bNjXWrFmTZn/x8fHG888/b5QrV87w8PAw6tevbyxYsMAYMGCAUaFCBbt9Ll682KhXr57h7u5uNzvf9e9Xqi+++MKoXbu24ebmZvj7+xt33XWXsWPHDrttbvQZTO81pad169YGkO4l9b1MTk42PvjgA6NKlSqGq6urUaJECeOhhx4yjh49attPVj5jv/76q9GlSxejXLlyhpubm1GqVCmja9euxooVKzKtU0QKPothXNPnQkREJB3Lli2jbdu2/Pjjj2lmJRQRESkKNMZJREREREQkEwpOIiIiIiIimVBXPRERERERkUyoxUlERERERCQTCk4iIiIiIiKZUHASERERERHJRJE7Aa7VauXEiRP4+vpisVgcXY6IiIiIiDiIYRhER0dTtmxZnJwyblMqcsHpxIkTBAcHO7oMERERERHJJ44ePUr58uUz3KbIBSdfX1/APDh+fn4OrkZERERERBwlKiqK4OBgW0bISJELTqnd8/z8/BScREREREQkS0N4NDmEiIiIiIhIJhScREREREREMqHgJCIiIiIikgkFJxERERERkUwoOImIiIiIiGRCwUlERERERCQTCk4iIiIiIiKZUHASERERERHJhIKTiIiIiIhIJhScREREREREMqHgJCIiIiIikgkFJxERERERkUwoODlY5JVER5cgIiIiIiKZUHByoN2nomj1wd98teYQhmE4uhwREREREbkBBScHmrfpOFFxSbz20w6e+WELsQlJji5JRERERETSoeDkQCO73Mard1bHxcnCT1tO0PPjVRw4e9nRZYmIiIiIyHUUnBzIYrEwuGUY3z3WlFK+7uw9fZkek1fy+7aTji5NRERERESuoeCUDzQKLc6vw1rStGJxYhKSGTprE2//upPEZKujSxMRERERERSc8o1Svh58M7gJQ1pXAuCLlRH0/Xwtp6PiHFyZiIiIiIgoOOUjLs5OvNTlNj7t1wBfdxfWH7pIt0krWHPgvKNLExEREREp0hSc8qFONcrw8/9aclsZX85dTuDBL9YydfkBTVkuIiIiIuIgCk75VFgJb+YPbUGv+uWwGvD+H7t5/OuNRMXphLkiIiIiInlNwSkf83RzZty9dXj37lq4OTvx187T9Ji8kl0noxxdmoiIiIhIkaLglM9ZLBb6NglhzhPNKBfgyaHzsdz9ySrmbjzm6NJERERERIoMBacConb5AH79X0taVylJXKKV5378j5fnbyMuMdnRpYmIiIiIFHoKTgVIMW83ZgxsxLMdqmCxwLf/HqHPp2s4eiHW0aWJiIiIiBRqCk4FjJOThac7VGbmw40J8HJl67FIun+0kmV7zji6NBERERGRQkvBqYBqXaUkv/6vJXXK+3MpNpGHZ65nwqK9JFs1ZbmIiIiISE5TcCrAyhfzYvaQZjzUNATDgIlL9vHwzPVciElwdGkiIiIiIoWKglMB5+7izNs9azG+Tx08XJ34Z+9Zuk9eyX9HLzm6NBERERGRQkPBqZDoVb88C55sQWigF8cvXeHeqWv4Zu1hDENd90REREREbpWCUyFyWxk/fv5fSzrVKE1CspX/W7Cd52b/x5UETVkuIiIiInIrFJwKGT8PV6Y+1ICXu96Gs5OFeZuPc/cnq4g4F+Po0kRECqUFm4/T65NVrN5/ztGliIhILlJwKoQsFguP3V6JWY80oYSPO7tPRdNj8koWbj/l6NJERAqVH9Yf4ZkftrDpyCUe+WoDWzS+VESk0LIYRWwQTFRUFP7+/kRGRuLn5+focnLdmag4nvx2E+sPXQTg8dsr8kKnqrg4KzOLiNyK79YdYeS8bQCU9nPndFQ8xbxc+XFIc8JL+Ti4OhEpLBKSrFyOT+JyXBLR8Ylcjksyl+OTiE69HZdEdFwi0Sm3U+83H5NEaT93hrYJp0vNMlgsFke/pHwlO9lAwakISEy2Mnrhbj5fEQFA47DifNS3HqV8PRxcmYhIwfTtv0d4eb4Zmh5uEcpzd1Tlwc/X8t+xSMoFeDLniWYE+Xs6uEoRcRTDMIhPCTzRcZmHnqvLidc9JomEJGuO1VWrnD8vdKpKq8olFKBSKDhloCgGp1S/bzvJi3O2cjk+iZK+7nzctz6Nw4o7uiwRkQLlm7WH+b8F2wEY1CKMV++shsVi4fzleO79dA0Hz8ZQuZQPPw5pRoCXm4OrFZG8YBgGqw+c55Nl+9l5IorL8UkkJufsV2xPV2d8PFzwdXcxrz1c8HF3wcfd9ertlOur97ng7e7CXztPM23FQWJSJgxrVjGQFzpXpX5IsRytsSBScMpAUQ5OAAfOXuaJbzay9/RlnJ0sjOxyG4NbhulXBxGRLPh67WFeTQlNj7QM45Vu1ez+/Tx2MZZ7pqzhVFQc9UMCmPVIUzzdnB1VrojkMsMwWLn/HBMX72PD4YvpbpMaYNILNalByNfD1Xb/teHIx90FX3dXvN2db3mYxbnL8Xy8dD+z1h4hIdlsxepYvTTP31GVqmV8b2nfBZmCUwaKenACiE1IYuS8bfy05QQAXWqWYfQ9tfH1cHVwZSIi+ddXaw7x2k87AHi0VRgvd62W7o9Oe09Hc+/UNUReSaRt1ZJ81r8hrhpXKlKoGIbBin3n+HDxXjYduQSAm4sTfRuHcG/D8hT3djNbe9xccHLKXz9OH7sYy8TF+5i76RhWAywWuLtuOZ7tWIXg4l6OLi/PKThlQMHJZBgG36w9zJu/7iQx2aBiCW+mPNSgSP/iICJyIzNXRfD6LzsBc5Kdl7rclmFL/cbDF3jwi3+JS7Ryd71yjLu3Tr778iQi2WcYBsv3nmXikn1sTglM7i5O9G0SwpDWlSjtV3DGj+8/E824v/byR8qsy67OFh5oHMJT7cKL1Dh4BacMKDjZ23zkIkNnbeJkZByers6816sWPeuVc3RZIiL5xoxVEbyREpqGtK7EiM5Vs9S9eenuMzzy1QaSrQaDW4bxf93Sb6ESkfzPMAyW7T3LxMX7bKcdcHdx4sEmFRjSuiKlClBgut7WY5cY8+ceVuwzz0Xn6erMoJahPHZ7Jfw9C39vJAWnDCg4pXX+cjzP/LDF9gfTv1kFXulWDXcX9csXkaJt2soI3vrVDE1D21TihU5ZC02p5m06xvDZ/wEwovNtPNGmUq7UKSK5wzAMlu45w8TF+/jvWCQAHq5OPNSkAo+1rlioWmZW7z/HB3/u4b+UYOjv6cqQ1pUY2Dy0UI/VVHDKgIJT+pKtBhMX72XS3/sBuK2ML+/2qqXZVkSkyPpixUHe/m0XAE+2rcTzd2QvNKW3n9G9a9OnUXCO1ikiOc8wDP7efYaJS/ax9ZrA1K9pBR67vRIlfd0dXGHuMAyDv3aeZuyfe9h35jIApXzdGda+Mvc1Ci6U4zUVnDKg4JSxv3ef5rnZ/3ExNhGLBR5qUoEXOlfFTxNHiEgR8vk/B3nndzPs/K9dOMM7Vrmlbnbv/7GbqcsP4GSBT/s1pGP10jlVqtyCrccu8cYvOynt506bKqVoXbVkgRqjIjnPMAwW7zrDpCX72HbcDEyers70b1aBR2+vSAmfwhmYrpdsNViw+TgTFu/l2MUrAFQI9GJ4xyp0r122UI3ZVHDKgIJT5s5fjufd33czd9MxwPyl4fUeNXS2aREpEj5dfoD3/tgNwLD2lXm2Q+Vb/rfPMAxGzN3K7A3HcHdx4qtBjWlSMTAnypWbtHjnaf733WauJCbbra8W5EebqiVpXaUkDSoUK5S/sEtahmGwaOdpJi7Zx44TUQB4uTnTr1kFHmtVkcAiEpiuF5+UzPfrjjL57/2cuxwPmL2SXuhUlXa3lSoU3wsVnDKg4JR1q/ef45UF24k4FwNA+9tK8cZdNShfrOhNVSkiRcPU5Qd4PyU0Pd2+Ms92rJJj+05KtjLkm00s3nUaXw8XfnisGdXL6v8hR/h6zSFG/bwDqwGtKpegXkgxlu85w9bjkVz7rcjX3YUW4SXMIFW1JEH+no4rWnKF1Wp2TZu0ZB87T5qBydvNmf7NQ3m0VUWKe+sk1mCeymbGqkNMXX6A6LgkABpWKMYLnaoW+B+BFJwyoOCUPXGJyXyydD9Tlh8gMdnA09WZ5+6owsDmobd8IjYRkfzkk2X7Gb1wDwDPdKjMMx1yLjSliktMpv+0daw7dIGSvu7MHdKckED9GJVXrFaD9xfu5rN/DgJwf6Ng3upZ09aqdP5yPP/sO8vyPWf5Z985LsQk2D2+amlfW4hqWKE4bi76f7CgMgPTKT5cvI/dp6IBMzANaB7KIwpMN3QpNoEpyw8wc9Uh4pPMk+i2rlKSFzpVpWY5fwdXd3MUnDKg4HRz9p2O5uX521h/yDwrdo2yfrzXqxa1ywc4tjARkRzw8dL9jPnTDE3DO1ZhWPvKufZckVcSue/TNew+FU1ooBc/DmleaAea5ydxick8N/s/ftt2EoDn76jCk23Db9jVKNlqsO14JMv3nGXZ3jNsOXrJrjXK282Z5imtUW2qlqJcgFqjCgKr1WDhjlNMWnI1MPm4uzCweSiDW4ZRTIEpS05HxTFpyT5+WH+UJKv5h3Fn7SCeu6MqYSW8HVxd9hSY4PTPP/8wZswYNm7cyMmTJ5k/fz49e/bM8DGzZs1i9OjR7Nu3D39/fzp37szYsWMJDMxaM6GC082zWg1mbzjKu7/vIiouCScL9G8WyvOdquLj7uLo8kREbsrkJfsYt2gvYH6Zfqpd7oWmVGei4ug1ZTXHLl6hRlk/vn+sKb6ahCfXXIxJ4NGvNrDh8EVcnS2Mvqc2d9crn+19/LPvLMv3nuWfvWc5d9m+NSq8lA9tqpghqlFYsUJzSg/DMDh7OZ6jF67g7e5MaKA3Hq4F77VZrQZ/bDcD057TZmDydXfh4RahDGoZRoCXAtPNOHQuhvGL9vLzfycAcHay0KdheYa1r1xgurYWmOD0xx9/sGrVKurXr0/v3r0zDU4rV66kdevWTJgwge7du3P8+HGGDBlC5cqVmT9/fpaeU8Hp1p2Njuft33by0xbzj6SMnwdv3FWDTjXKOLgyEZHsmbRkH+NTQtMLnaryZNvwPHvuiHMx3Dt1NecuJ9CsYiAzHm5UIL+Q5neHz8fw8Iz1HDwXg6+HC5/2a0DzSiVuaZ9Wq8GOE1Es33uGZXvOsunIRazXfJvydHWmeaVAW2tUcPH83R0zLjGZYxdjOXIhlsPnzeujF8zrIxdiiUu02ra1WCC4mBeVSnpTqaQPlUr5EF7Kh0olffJl97Zkq8Hv204y+e997D1tTq/t6+HCwy3CGNwiDH8v/WCRE3aeiGLsX3v4e/cZANxcnBjQrAJD24Tn+1a8AhOcrmWxWDINTmPHjmXKlCkcOHDAtm7y5MmMHj2ao0ePZul5FJxyzj97z/J/C7Zz5EIsAHdUL80bd9UoML8wiEjR9uHivXy4eB8AL3auytA2eReaUm0/Hsn9n63lcnwSnWuU4eMH6+NciKb5dbTNRy7yyJcbOB+TQLkAT2Y83IgqpX1z/HkiYxNZsd8cG7V871nORMfb3V+xhDetU0JUk7DieR6Qr7YapR+OTkfFZ/h4J4v5I2l0fJJtYoD0FPNyNcNUSR8qlfK23S5fzDPPx0UnWw1+23aSSUv2sf/M1cA0uGUYD7cIw99TgSk3rD90gTEL97Du0AXA7Ab5aKuKDG4Vlm97JxXa4LR69Wratm3L/Pnz6dKlC2fOnKFPnz5Uq1aNqVOnpvuY+Ph44uOv/oMQFRVFcHCwglMOiUtMZtKSfXz2z0GSrAbebs4836kq/ZuF6j9/EcmXDMNgwuJ9TFpihqaXutzGkNaVHFbP6v3nGDhjPQnJVvo2CeGdnjULxRS/jvbnjlM8/f1m4hKt1Cznx/QBjSiVB+doMgyDnSejWL73LMv2nGXj4YskX9Mc5eHqRNOKgbZufaE5NB7k2lajI+djOXLhCkcuxKTbapQeH3cXQop7mZdAL4JTblco7kXZAE/cXJwwDINzlxM4cPayeTkTw/6zlzlw5jLHL1254b7dnJ0ILeFlF6rCS/pSsaQ33jn8ZTrZavDr1hNMWrKPA2fNWYH9PFwY3LIiA1uEKjDlAcMwWLb3LGMW7rHNVBjo7caTbcN5sGlIvuvGWmiDE8CcOXN4+OGHiYuLIykpiR49ejBnzhxcXdP/Q3j99dd544030qxXcMpZe06Zk0dsPGxOHlG7vD/v3l2rwM6wIiKFk2EYTFi0l0l/7wfg5a638djtjgtNqf7YdpKh327CMGBYu3CG31HV0SUVaNNXRvDWbzsxDGh3WykmP1Avx7+gZ1VUXCKr9p2zBalTUXF294cGetE6JUQ1rRiIp1v6XyqvbzU6cv5KSiiKyXKrUZC/5w3DUYCX6y0F9isJyRw8d5kDZ2M4cCYlWJ2N4eDZy7bZ19IT5O+REqi8qZTS5a9SSR9K+7lnq55kq8Ev/51g0t/7OJgSmPw9XXmkZRgDWoTipzGEec5qNfh120nG/7WHQ+fN3knlAjx5ukNletUrl29mZy60wWnnzp106NCBZ599lk6dOnHy5EleeOEFGjVqxLRp09J9jFqc8o7VavDd+iO8/8duolMmjxjUIoxnO1Zx2H9YIiKpDMNg/KK9TE4JTf/XrRqPtKro4KqumvXvYV6Zvx2A17tXZ2CLMAdXVPAkWw3e+W0X01dFAPBgkxDe6FEj33xBMwyDPaejzZn69pxlw+ELJCZf/Rrm5mK2Rt1euQQuTpaUVqOrXequP1nv9W7UahRS3ItyKa1Gec1qNTh+6YotSB1IaaE6cPZymgk2ruXt5nxNkPK2jaOqEOht9zqSkq38/N8JPvp7PwdTzjsZ4JUSmJqHatKVfCAx2cqPG44xccleW8CvVNKb5++oSueaZRzewl5og1O/fv2Ii4vjxx9/tK1buXIlrVq14sSJEwQFBWX6PBrjlPvORMXxxq87+W2rOeVruQBP3ryrBu2rlXZwZSJSVBmGwdi/9vDxUnOMbH4LTalSJ6uwWGDi/fXoUaeso0sqMK4kJPPMD5v5c8dpwOyC+fjtFR3+pSwjl+OTWLXfbI1avudsht3dIONWo5DiXhS7xVajvHYpNuFqmErp+nfw7GUOX4i16954LWcnCyHFzckpQop7s3TPGSJSAlMxL1ceaVWRAc1D8+14mqIsLjGZr9Yc4pNlB7gUmwjAmHtqc2/DYIfWlZ1sUKA+VbGxsbi42Jfs7Gw2aeeT/CdAKT8PPu5bn3vqn+H/Fmzn+KUrDP5yA11rlWFU9xqUzoM+5iIiqQzDYPSfe5iyzAxNr91ZnUEt82drzv/ahXP+cjxfrjnMc7O3EODpyu1VSjq6rHzv/OV4Bn+5gS1HL+Hm7MTYPnUKROj0cXehU40ydKpRBsMw2H/mMsv3nmX1gfO4OTvlm1aj3BLg5UaDCm40qFDMbn1CkpUjF2LYf+aaUJXSBfByfBIR52JsYQnMwPTo7RXp30yBKT/zcHXmsdsrcX/jEL745yC/bTtJ9wLwd3oth7Y4Xb58mf37zS4T9erVY/z48bRt25bixYsTEhLCyJEjOX78OF999RUAM2fO5NFHH2XSpEm2rnrPPPMMTk5O/Pvvv1l6TrU45a3YhCQmLt7HFysjSLYa+Lq78GLnqvRtUkGTR4hIrjMMg/cX7ubT5QeBgtEFzmo1ePqHLfzy3wm83Jz59tGm1A0OcHRZ+dbBs5d5eOZ6Dp+Pxd/Tlc/7N6RxWHFHlyW5wDAMzkTH27r6HTwXQ/liXtzfKFhDAgqgZKuRL74LFpiuesuWLaNt27Zp1g8YMICZM2cycOBADh06xLJly2z3TZ48malTpxIREUFAQADt2rXjgw8+oFy5cll6TgUnx9h5IoqR87fx39FLANQNDuC9XrWoFqT3QERyh2EYvP/Hbj79xwxNb/SowYDmoY4tKosSkqwM/nI9K/ado5iXKz8OaU54KR9Hl5XvbDh0gUe/2sDF2ESCi3syY2BjHScRyZYCE5wcQcHJcZKtBrP+PczohXu4HJ+Es5OFR1qF8Uz7KjecRUhE5GYYhsG7v+/i8xXmJAFv3lWD/s1CHVtUNsXEJ9H3i3/57+glyvp7MHdoc50n7xq/bT3Js7O3kJBkpU55f74Y0IiSvu6OLktECpjsZIPC01FW8j1nJwv9m4WyeHhrutQsQ7LV4NPlB+k4YTnL9pxxdHkiUkgYhsHbv10NTW/1rFngQhOAt7sLMwY2omJJb05ExtF/2jouxd54FrKiwjAMPv/nIE9+u4mEJCsdqpXmu8eaKjSJSK5TcJI8V8bfgykPNeCL/g0p6+/BsYtXGDhjPf/7bjNnouMy34GIyA0YhsGbv+5k2kozNL1zd036Na3g4KpuXnFvN74a1Jgyfh7sO3OZQTPXE5uQ5OiyHCbZajDq5x288/suAAY0q8Cn/Rrg5abxLSKS+xScxGE6VC/NouGtGdwyDCcL/PLfCTqMW863/x7BeoNpSEVEbsQwDN74ZSczVh0C4N27a/Fgk4IbmlKVL+bFV4Mb4+/pyqYjlxg6axOJyTc+oWhhFZuQxONfb+CrNYcBc0r513vUyBeDy0WkaNAYJ8kXth+PZOS8bWw7HglAwwrFeLdXLaqU9nVwZSJSEBiGwes/7+DLlC/V7/eqxf2NQxxcVc7aePgiD36xlrhEK3fXK8e4e+vgVERCw9noeAZ/uZ6txyJxc3Hiw/vq0rVW5uduFBHJjMY4SYFTs5w/84c257U7q+Pt5syGwxfpOnEFY/7cTVwmZ0oXkaLNMAxe+8kMTRYLjO5du9CFJoAGFYox5cEGODtZmL/5OO/8vqtInMNw/5lo7v5kFVuPRVLMy5XvHm2i0CQiDqHgJPmGi7MTg1qGsWh4azpUK02S1eDjpQfo9OE/rNx3ztHliUg+ZLUavPrTdr5ea4amD3rXpk8jx56FPje1va0UY+6pDcC0lRFMTTk/VWH178Hz9PpkNccuXqFCoBfzhragQQWdo0lEHENd9STfWrj9FK//vINTUeaEEWElvAnwciXA05UAL7eU2ynXXq74p673NJd9PVzV912kEEsNTbP+PWJrabq3YeENTdf6YsVB3v7NnCDhg961uK9R4Wth+2nLcV74cSsJyVbqhQTwRf+GBPpo5jwRyVnZyQaahkbyrc41y9AiPJBxf+3lyzWHiDgXk63HWyzg5+GaTthyxf+agGWGrmvu83TFxVmNsSL5mdVq8MqC7Xy3zgxNY++pQ+8G5R1dVp55pFVFzsckMGXZAUbO20aAlxudapRxdFk5wjAMpiw/wOiFewDoXKMMH95fFw9Xne9PRBxLLU5SIJyMvMKR87FcupJIZGwil64kcCk20W75YkwikVcSuRSbQEzCrY2L8nV3wd/LlWIpYcs/NWR5utm1brm5mAHr2j8juz8o49qb12xz7Xoj7eNutD/jBju/dn0Zfw9qlfNX+JNCy2o1eHn+Nr5ffxQnC4zrU4e76xWd0JTKMAxGzN3K7A3HcHNx4utBjWlSMdDRZd2SpGQrr/60g+/WHQFgcMswXu5aTb0HRCTXZCcbKDhJoZSQZCXySiKRqQErJWRdik0NXOa1GbSuLkfHFY7zo/i6u9C0UiAtKgXSsnIJKpX0wWLRFw8p+KxWg5HztvHDBjM0je9Tl571yjm6LIdJSrYy5JtNLN51Gl8PF354rBnVyxbM/9ti4pN46ttNLN1zFosFXruzOg+3CHN0WSJSyCk4ZUDBSTKSlGwlKi6Ji7Gpwco+eEXGJqQEMDOEJSZf/fO5Npek3rZgSf/+dFZaMtoObMHHft2121qwGgb7zlwm8kqi3esq7edOi/AStKhUghbhJSjj75HxgRDJR45eiGXtwfP8G3GBNQfOc/zSFZwsMOG+utxVt+iGplRxicn0n7aOdYcuUNLXnblDmhMS6OXosrLldFQcg2auZ8eJKDxcnZh4f71C0/VQRPI3BacMKDhJYZdsNdhxIpJV+8+zav851h26QEKS/ckyw0v50DLcDFFNKhbHz8PVQdWK2DMMg6MXrrD24HnWRpzn34MXOH7pit02Hq5OjL6nDj3qlHVQlflP5JVE7vt0DbtPRVMh0Is5Q5pT0rdgTKSw93Q0A6ev40RkHIHebnwxoCH1Qoo5uiwRKSIUnDKg4CRFTVxiMhsPX2TV/nOs2n+Orccj7cZEOTtZqF3en5bhJWheqQT1KwTg7qJB2JI3DMPg8PmrLUprD57nZGSc3TYuKZ/RJhUDaVoxkAYViuHjrrmNrncmKo7eU1dz9MIVqgf58f3jTfP9jyKr95/j8W82Eh2XRFgJb2Y+3IgKgd6OLktEihAFpwwoOElRdyk2gbUHz9tapA5eN1uhh6sTjcMCaRkeSPNKJage5IeTBmZLDjEMg4hzMaw9eIF/I86z9uB5TkfF223j6myhTvkAmlQsTtOKgdQPKYa3glKWRJyL4d6pqzl3OYGmFYvzctdqFPNyo5i3G95uzvlqrOO8TccYMXcrickGDSsU4/P+DSnm7eboskSkiFFwyoCCk4i945eu2FqjVu0/z7nL9l9ii3u70axSoNm1r1KJAjd2QhzLMAwOnI2xa1E6G502KNULLmYXlDzd1Op5s7Yfj+T+z9ZyOd5+shtXZwsBXm4US5kx1AxUrrZ1AV5uFLdb54a/Z86fD88wDCb/vZ/xi/YC0K12EOPuraPpxkXEIRScMqDgJHJjhmGw9/RlVqYEqX8Pnk8ztXtwcU/b+KjmlUpQXL8QyzUMw2D/mcspY5Qu8O/BC2nCuJuzE/VCAlK63hWnfkgxfWnOYesPXeDd33dx8lIcF2IT0oxzzKrU8+EV9zZPxZB6ioZiXm7prku9faP3MzHZyivztzF7wzEAHr+9IiM636ZWbRFxGAWnDCg4iWRdYrKV/45esgWpzUcukWS1/yejepAfLSuXoHmlQBqHFcfLTV2qihKr1ZzJ0WxRMidzOB+TYLeNm4sT9UMCaFoxkCZhgdQLCVBQykOGYXAlMZmLsYlcjDFnCr0Ym2BeYhJTZhFNMO9PWX8pJpHo+Js/PYOXm7N9oPI2W7V2n4pmXcQFnCzwRo8a9GsWmnMvVETkJig4ZUDBSeTmXY5PYn3EBVuQ2n0q2u5+V2cL9UOKmS1SlUtQu4iciNcwDBKTDZKtBolWK8nJKddWg6RkgySrQVKyNeXaIMma/m0AT1dnPN2c7a9dnfFwc8LN2cnhY1SsVoM9p6PNoJQyTulirP309x6uTtQPKZYSlIpTJ1hBqSBKTLZeDVkxZrCyC1h2667etmbyrcLT1ZmP+tajfbXSefNCREQyoOCUAQUnkZxzNjqe1QfMELVy3zlOXDcbmq+7C00qBlK1jA8AhgGG7dpcsBpGmvWp/yoZhpFmfeoyqcvp3Je6byPNPq4uW61pA40t+FhTg5A1bfBJ53ZmXxRzipPlarDySAlUXqm37ULW1duZbevp5mS739PNGQ8XZ7tuU1arwa5TUeZkDgfPs+7QBS5dF5Q8XZ1pUKEYTSsWp0nFQGqX99fMjEWU1WoQnXIuvLStWonEJyXTq355qgXp/18RyR8UnDKg4CSSOwzD4ND5WNtEE6sPnE9zIt6ixGIBVycnnJ0suDhbcHGy4OLslHJtwcXJvO3sZMHV2dzOAOITk7mSmMyVBPM6LjHZ7kTLecHD1ckWrKLjk4iOs++y5eWWGpTMMUq1ygXg5lL4WxZFRKTwUXDKgIKTSN649kS8p6PMliiLBSxYUq5Tli0WLADp3XfNMinbWSzgdM3t1K5r6e47Zdm8/5rHAE5OKeHl+lBzXbBxSQk1rs7XbX/dY1O3cXay4OrklKOD3ROTrWaISglT1werKwlWYhOSzNspy1fvM9fFJiRfc/81t1OW4zOYPMDbzZmGoeaMd00qFqdWOX9ci0AXTBERKfyykw00iltEcoV5Yt0AapcPcHQpBZ6rsxOuzk65ejLTZKuRbrBydrJQtbRvkRirJiIikhEFJxERwdnJgre7i040KyIicgP6CVFERERERCQTCk4iIiIiIiKZUHASERERERHJhIKTiIiIiIhIJhScREREREREMqHgJCIiIiIikgkFJxERERERkUwoOImIiIiIiGRCwUlERERERCQTCk4iIiIiIiKZUHASERERERHJhIKTiIiIiIhIJhScREREREREMqHgJCIiIiIikgkFJxERERERkUwoOImIiIiIiGRCwUlERERERCQTCk4iIiIiIiKZUHASERERERHJhIKTiIiIiIhIJhScREREREREMqHgJCIiIiIikgkFJxERERERkUwoOImIiIiIiGRCwUlERERERCQTCk4iIiIiIiKZUHASERERERHJhIKTiIiIiIhIJhScREREREREMqHgJCIiIiIikgkFJxERERERkUw4NDj9888/dO/enbJly2KxWFiwYEGmj4mPj+eVV16hQoUKuLu7U6lSJaZPn577xYqIiIiISJHl4sgnj4mJoU6dOjz88MP07t07S4/p06cPp0+fZtq0aYSHh3PmzBmSkpJyuVIRERERESnKHBqcunTpQpcuXbK8/cKFC1m+fDkHDx6kePHiAISGhuZSdSIiIiIiIqYCNcbp559/pmHDhowePZpy5cpRpUoVnn/+ea5cuXLDx8THxxMVFWV3ERERERERyQ6Htjhl18GDB1m5ciUeHh7Mnz+fc+fOMXToUC5cuHDDcU7vvfceb7zxRh5XKiIiIiIihUmBanGyWq1YLBZmzZpF48aN6dq1K+PHj2fmzJk3bHUaOXIkkZGRtsvRo0fzuGoRERERESnoClSLU1BQEOXKlcPf39+2rlq1ahiGwbFjx6hcuXKax7i7u+Pu7p6XZYqIiIiISCFToFqcWrRowYkTJ7h8+bJt3d69e3FycqJ8+fIOrExERERERAozhwany5cvs2XLFrZs2QJAREQEW7Zs4ciRI4DZza5///627fv27UtgYCAPP/wwO3fu5J9//uGFF15g0KBBeHp6OuIliIiIiIhIEeDQ4LRhwwbq1atHvXr1ABg+fDj16tXjtddeA+DkyZO2EAXg4+PDokWLuHTpEg0bNuTBBx+ke/fuTJo0ySH1i4iIiIhI0WAxDMNwdBF5KSoqCn9/fyIjI/Hz83N0OSIiIiIi4iDZyQYFaoyTiIiIiIiIIyg4iYiIiIiIZELBSUREREREJBMKTiIiIiIiIplQcBIREREREcmEgpOIiIiIiEgmFJxEREREREQyoeAkIiIiIiKSCQUnERERERGRTCg4iYiIiIiIZELBSUREREREJBMKTiIiIiIiIplQcBIREREREcmEgpOIiIiIiEgmFJxEREREREQyoeAkIiIiIiKSiWwHp4ULF7Jy5Urb8scff0zdunXp27cvFy9ezNHiRERERERE8oNsB6cXXniBqKgoALZt28Zzzz1H165dOXjwIMOHD8/xAkVERERERBzNJbsPiIiIoHr16gDMnTuXO++8k3fffZdNmzbRtWvXHC9QRERERETE0bLd4uTm5kZsbCwAixcv5o477gCgePHitpYoERERERGRwiTbLU4tW7Zk+PDhtGjRgnXr1vHDDz8AsHfvXsqXL5/jBYqIiIiIiDhatlucPvroI1xcXJgzZw5TpkyhXLlyAPzxxx907tw5xwsUERERERFxNIthGIaji8hLUVFR+Pv7ExkZiZ+fn6PLERERERERB8lONsh2i9OmTZvYtm2bbfmnn36iZ8+evPzyyyQkJGS/WhERERERkXwu28Hp8ccfZ+/evQAcPHiQ+++/Hy8vL3788UdefPHFHC9QRERERETE0bIdnPbu3UvdunUB+PHHH7n99tv59ttvmTlzJnPnzs3p+kRERERERBwu28HJMAysVitgTkeeeu6m4OBgzp07l7PViYiIiIiI5APZDk4NGzbk7bff5uuvv2b58uV069YNME+MW7p06RwvUERERERExNGyHZw+/PBDNm3axFNPPcUrr7xCeHg4AHPmzKF58+Y5XqCIiIiIiIij5dh05HFxcTg7O+Pq6poTu8s1mo5cREREREQge9nA5WafZOPGjezatQuLxUK1atWoX7/+ze5KREREREQkX8t2cDpz5gz33Xcfy5cvJyAgAMMwiIyMpG3btnz//feULFkyN+oUERERERFxmGyPcfrf//5HdHQ0O3bs4MKFC1y8eJHt27cTFRXFsGHDcqNGERERERERh8r2GCd/f38WL15Mo0aN7NavW7eOO+64g0uXLuVkfTlOY5xERERERASylw2y3eJktVrTnQDC1dXVdn4nERERERGRwiTbwaldu3Y8/fTTnDhxwrbu+PHjPPvss7Rv3z5HixMREREREckPsh2cPvroI6KjowkNDaVSpUqEh4cTFhZGdHQ0kyZNyo0aRUREREREHCrbs+oFBwezadMmFi1axO7duzEMg+rVq9OhQ4fcqE9ERERERMThcuwEuLt27aJbt24cPHgwJ3aXazQ5hIiIiIiIQC5PDnEjCQkJHD58OKd2JyIiIiIikm/kWHASEREREREprLI9xklERERE8obVaiUhIcHRZYgUaG5ubjg53Xp7kYKTiIiISD6UkJBARESEzpMpcoucnJwICwvDzc3tlvaT5eBUrFgxLBbLDe9PSkq6pUJERERExGQYBidPnsTZ2Zng4OAc+bVcpCiyWq2cOHGCkydPEhISkmGeyUyWg9OHH354008iIiIiIlmXlJREbGwsZcuWxcvLy9HliBRoJUuW5MSJEyQlJeHq6nrT+8lycBowYMBNP4mIiIiIZF1ycjLALXctEpGrf0fJycm3FJzU7isiIiKST91KtyIRMeXU35GCk4iIiIiISCYUnERERESkwFi2bBkWi4VLly5l+TGhoaH5crz+zJkzCQgIsC2//vrr1K1bN8PHDBw4kJ49e97yc+fUfooSBScRERERyREDBw7EYrEwZMiQNPcNHToUi8XCwIED876wTOzYsYPevXsTGhqKxWLJNGTNnTsXZ2dnjhw5ku79t912G8OGDct2Hc8//zxLlizJ9uMycujQISwWC1u2bLFbP3HiRGbOnJmjz5Uei8XCggULcv158oKCk4iIiIjkmODgYL7//nuuXLliWxcXF8d3331HSEiIAyu7sdjYWCpWrMj7779PmTJlMt2+R48eBAYG8uWXX6a5b9WqVezZs4fBgwdnuw4fHx8CAwOz/bib4e/vb9faJZnLdnBKTk5m2rRp9O3blw4dOtCuXTu7i4iIiIgUXfXr1yckJIR58+bZ1s2bN4/g4GDq1atnt218fDzDhg2jVKlSeHh40LJlS9avX2+3ze+//06VKlXw9PSkbdu2HDp0KM1zrl69mttvvx1PT0+Cg4MZNmwYMTExWa65UaNGjBkzhvvvvx93d/dMt3d1daVfv37MnDkTwzDs7ps+fToNGjSgTp06jB8/nlq1auHt7U1wcDBDhw7l8uXLN9zv9V31kpOTGT58OAEBAQQGBvLiiy+meb6FCxfSsmVL2zZ33nknBw4csN0fFhYGQL169bBYLLRp0wZI21Uvs/citYvkkiVLaNiwIV5eXjRv3pw9e/ZkerxuxGq18uabb1K+fHnc3d2pW7cuCxcutN2fkJDAU089RVBQEB4eHoSGhvLee+/ZHa+QkBDc3d0pW7bsTbXyZUe2g9PTTz/N008/TXJyMjVr1qROnTp2FxERERHJWYZhEJuQ5JDL9V/Us+Lhhx9mxowZtuXp06czaNCgNNu9+OKLzJ07ly+//JJNmzYRHh5Op06duHDhAgBHjx6lV69edO3alS1btvDII4/w0ksv2e1j27ZtdOrUiV69erF161Z++OEHVq5cyVNPPZXturNj8ODBHDx4kOXLl9vWxcTEMHv2bFtrk5OTE5MmTWL79u18+eWX/P3337z44otZfo5x48Yxffp0pk2bxsqVK7lw4QLz58+32yYmJobhw4ezfv16lixZgpOTE3fffTdWqxWAdevWAbB48WJOnjxpF2ivldl7keqVV15h3LhxbNiwARcXl3Tf16yaOHEi48aNY+zYsWzdupVOnTrRo0cP9u3bB8CkSZP4+eefmT17Nnv27OGbb74hNDQUgDlz5jBhwgQ+/fRT9u3bx4IFC6hVq9ZN15IVWT6PU6rvv/+e2bNn07Vr11t+8n/++YcxY8awceNGTp48yfz587M8SG3VqlW0bt2amjVrpumzKSIiIlKYXElMpvprfzrkuXe+2Qkvt+x9ZezXrx8jR460ja9ZtWoV33//PcuWLbNtExMTw5QpU5g5cyZdunQB4PPPP2fRokVMmzaNF154gSlTplCxYkUmTJiAxWKhatWqbNu2jQ8++MC2nzFjxtC3b1+eeeYZACpXrsykSZNo3bo1U6ZMwcPD45aPQXqqV69OkyZNmDFjhq0VZ/bs2SQnJ/PAAw8A2GoCs+Xnrbfe4oknnuCTTz7J0nN8+OGHjBw5kt69ewMwdepU/vzT/nOQel+qadOmUapUKXbu3EnNmjUpWbIkAIGBgTfshpiV9yLVO++8Q+vWrQF46aWX6NatG3FxcTd1nMeOHcuIESO4//77Afjggw9YunQpH374IR9//DFHjhyhcuXKtGzZEovFQoUKFWyPPXLkCGXKlKFDhw64uroSEhJC48aNs11DdmS7xcnNzY3w8PAcefKYmBjq1KnDRx99lK3HRUZG0r9/f9q3b58jdYiIiIhIzilRogTdunXjyy+/ZMaMGXTr1o0SJUrYbXPgwAESExNp0aKFbZ2rqyuNGzdm165dAOzatYumTZvanYenWbNmdvvZuHEjM2fOxMfHx3bp1KkTVquViIiIXHyVZqvTnDlziI6OBsyWtV69etnGDi1dupSOHTtSrlw5fH196d+/P+fPn89SN8LIyEhOnjxp93pdXFxo2LCh3XYHDhygb9++VKxYET8/P1vXvBtNXJGerLwXqWrXrm27HRQUBMCZM2ey/FypoqKiOHHihN1zArRo0cL2nAMHDmTLli1UrVqVYcOG8ddff9m2u/fee7ly5QoVK1bk0UcfZf78+SQlJWW7juzIdovTc889x8SJE/noo49u+WRSXbp0saXa7Hj88cfp27cvzs7OhWaWDhEREZEb8XR1ZuebnRz23Ddj0KBBtu5yH3/8cZr7U7sAXv990jAM27qsdBO0Wq08/vjj6Y5vye3JKO6//36effZZfvjhB9q0acPKlSt58803ATh8+DBdu3ZlyJAhvPXWWxQvXpyVK1cyePBgEhMTc6yG7t27ExwczOeff07ZsmWxWq3UrFmThISELO8jK+9FKldXV9vt1PtSuwXejIyes379+kRERPDHH3+wePFi+vTpQ4cOHZgzZw7BwcHs2bOHRYsWsXjxYoYOHcqYMWNYvny5XY05KdvBaeXKlSxdupQ//viDGjVqpCnsRv0mc8qMGTM4cOAA33zzDW+//Xam28fHxxMfH29bjoqKys3yRERERHKcxWLJdnc5R+vcubPty3unTmlDX3h4OG5ubqxcuZK+ffsCkJiYyIYNG2xd3KpXr57mR/K1a9faLdevX58dO3bkWI+o7PD19eXee+9lxowZHDx4kIoVK9q67W3YsIGkpCTGjRuHk5PZyWv27NlZ3re/vz9BQUGsXbuW22+/HYCkpCQ2btxI/fr1ATh//jy7du3i008/pVWrVoD5Xf1abm5ugDnRxI1k5b3IaX5+fpQtW5aVK1faXh+YE31c2+XOz8+P++67j/vuu4977rmHzp07c+HCBYoXL46npyc9evSgR48ePPnkk9x2221s27bNdnxyWrb/AgMCArj77rtzo5ZM7du3j5deeokVK1bg4pK10t977z3eeOONXK5MRERERK7l7Oxs63Ll7Jy21crb25snnniCF154geLFixMSEsLo0aOJjY21Ta4wZMgQxo0bx/Dhw3n88cdt3fKuNWLECJo2bcqTTz7Jo48+ire3N7t27WLRokVMnjw5S7UmJCSwc+dO2+3jx4+zZcsWfHx8Mg1kgwcPplWrVuzcuZPnn3/e1lpSqVIlkpKSmDx5Mt27d2fVqlVMnTo1S/Wkevrpp3n//fepXLky1apVY/z48XYn/i1WrBiBgYF89tlnBAUFceTIkTSTZ5QqVQpPT08WLlxI+fLl8fDwwN/f326brLwXtyIiIiLNnATh4eG88MILjBo1ikqVKlG3bl1mzJjBli1bmDVrFgATJkwgKCiIunXr4uTkxI8//kiZMmUICAhg5syZJCcn06RJE7y8vPj666/x9PS0GweV44x8AjDmz59/w/uTkpKMhg0bGlOmTLGtGzVqlFGnTp0M9xsXF2dERkbaLkePHjUAIzIyMocqFxEREclZV65cMXbu3GlcuXLF0aVky4ABA4y77rrrhvffddddxoABA2zLV65cMf73v/8ZJUqUMNzd3Y0WLVoY69ats3vML7/8YoSHhxvu7u5Gq1atjOnTpxuAcfHiRds269atMzp27Gj4+PgY3t7eRu3atY133nnHdn+FChWMCRMm3LCuiIgIA0hzad26dZZed9WqVQ0nJyfj6NGjduvHjx9vBAUFGZ6enkanTp2Mr776yq72GTNmGP7+/rbtr/9um5iYaDz99NOGn5+fERAQYAwfPtzo37+/3TFetGiRUa1aNcPd3d2oXbu2sWzZsjTfqz///HMjODjYcHJysr2m69+rzN6LpUuXpjnumzdvNgAjIiLihscmveMKGEuXLjWSk5ONN954wyhXrpzh6upq1KlTx/jjjz9sj/3ss8+MunXrGt7e3oafn5/Rvn17Y9OmTYZhGMb8+fONJk2aGH5+foa3t7fRtGlTY/HixenWkNHfU2RkZJazgSXlBWXb2bNn2bNnDxaLhSpVqthm7LhZFoslw1n1Ll26RLFixex+sbBarRiGgbOzM3/99VeWziMVFRWFv78/kZGR+Pn53VLNIiIiIrkhLi6OiIgIwsLCcm1WOJGiIqO/p+xkg2x31YuJieF///sfX331lW0gmLOzM/3792fy5Ml4eXlld5dZ4ufnx7Zt2+zWffLJJ/z999/MmTPHNoOIiIiIiIhITsv2dOTDhw9n+fLl/PLLL1y6dIlLly7x008/sXz5cp577rls7evy5cts2bLF1ucxtf9j6vSJI0eOpH///mahTk7UrFnT7pJ6ZuOaNWvi7e2d3ZciIiIiIiKSJdlucZo7dy5z5syxzRgC0LVrVzw9PenTpw9TpkzJ8r42bNhA27ZtbcvDhw8HYMCAAcycOZOTJ09maw56ERERERGR3JDt4BQbG0vp0qXTrC9VqhSxsbHZ2lebNm0ynJ//+llTrvf666/z+uuvZ+s5RUREREREsivbXfWaNWvGqFGjiIuLs627cuUKb7zxRpozOYuIiIiIiBQG2W5xmjhxIp07d6Z8+fLUqVMHi8XCli1b8PDw4M8//8yNGkVERERERBwq28GpZs2a7Nu3j2+++Ybdu3djGAb3338/Dz74IJ6enrlRo4iIiIiIiENlOzgBeHp68uijj+Z0LSIiIiIiIvlSloLTzz//TJcuXXB1deXnn3/OcNsePXrkSGEiIiIiIiL5RZaCU8+ePTl16hSlSpWiZ8+eN9zOYrGQnJycU7WJiIiIiNhZtmwZbdu25eLFiwQEBGTpMaGhoTzzzDM888wzuVpbds2cOZNnnnmGS5cuAeaM0QsWLLCd4zQ9AwcO5NKlSyxYsOCWnjun9lOUZGlWPavVSqlSpWy3b3RRaBIREREpugYOHIjFYmHIkCFp7hs6dCgWi4WBAwfmfWGZ+Pzzz2nVqhXFihWjWLFidOjQgXXr1t1w+7lz5+Ls7HzD843edtttDBs2LNt1PP/88yxZsiTbj8vIoUOHbJO5XWvixImZnvonJ1gslkITzrI9HflXX31FfHx8mvUJCQl89dVXOVKUiIiIiBRMwcHBfP/991y5csW2Li4uju+++46QkBAHVnZjy5Yt44EHHmDp0qWsWbOGkJAQ7rjjDo4fP57u9j169CAwMJAvv/wyzX2rVq1iz549DB48ONt1+Pj4EBgYmO3H3Qx/f/8st9iJKdvB6eGHHyYyMjLN+ujoaB5++OEcKUpERERECqb69esTEhLCvHnzbOvmzZtHcHAw9erVs9s2Pj6eYcOGUapUKTw8PGjZsiXr16+32+b333+nSpUqeHp60rZtWw4dOpTmOVevXs3tt9+Op6cnwcHBDBs2jJiYmCzXPGvWLIYOHUrdunW57bbb+Pzzz7FarTds/XF1daVfv37MnDkTwzDs7ps+fToNGjSgTp06jB8/nlq1auHt7U1wcDBDhw7l8uXLN6zj9ddfp27durbl5ORkhg8fTkBAAIGBgbz44otpnm/hwoW0bNnSts2dd97JgQMHbPeHhYUBUK9ePSwWC23atAHM1sFrh+Bk9l4sW7YMi8XCkiVLaNiwIV5eXjRv3pw9e/ZkeGwzYrVaefPNNylfvjzu7u7UrVuXhQsX2u5PSEjgqaeeIigoCA8PD0JDQ3nvvffsjldISAju7u6ULVv2plr5siPbwckwDCwWS5r1x44dw9/fP0eKEhEREZFrGAYkxDjmct0X9ax4+OGHmTFjhm15+vTpDBo0KM12L774InPnzuXLL79k06ZNhIeH06lTJy5cuADA0aNH6dWrF127dmXLli088sgjvPTSS3b72LZtG506daJXr15s3bqVH374gZUrV/LUU09lu+5UsbGxJCYmUrx48RtuM3jwYA4ePMjy5ctt62JiYpg9e7attcnJyYlJkyaxfft2vvzyS/7++29efPHFLNcxbtw4pk+fzrRp01i5ciUXLlxg/vz5dtvExMQwfPhw1q9fz5IlS3BycuLuu+/GarUC2LocLl68mJMnT9oF2mtl9l6keuWVVxg3bhwbNmzAxcUl3fc1qyZOnMi4ceMYO3YsW7dupVOnTvTo0YN9+/YBMGnSJH7++Wdmz57Nnj17+OabbwgNDQVgzpw5TJgwgU8//ZR9+/axYMECatWqddO1ZEWWpyNPTakWi4X27dvj4nL1ocnJyURERNC5c+dcKVJERESkSEuMhXfLOua5Xz4Bbt7Zeki/fv0YOXKkbXzNqlWr+P7771m2bJltm5iYGKZMmcLMmTPp0qULYI41WrRoEdOmTeOFF15gypQpVKxYkQkTJmCxWKhatSrbtm3jgw8+sO1nzJgx9O3b1zbxQ+XKlZk0aRKtW7dmypQpeHh4ZPslv/TSS5QrV44OHTrccJvq1avTpEkTZsyYYWvFmT17NsnJyTzwwAMAdpNRhIWF8dZbb/HEE0/wySefZKmODz/8kJEjR9K7d28Apk6dyp9//mm3Tep9qaZNm0apUqXYuXMnNWvWpGTJkgAEBgZSpkyZdJ8nK+9FqnfeeYfWrVsD5nHq1q0bcXFxN3Wcx44dy4gRI7j//vsB+OCDD1i6dCkffvghH3/8MUeOHKFy5cq0bNkSi8VChQoVbI89cuQIZcqUoUOHDri6uhISEkLjxo2zXUN2ZDk4pTblbdmyhU6dOuHj42O7z83NjdDQ0DRvnGSB1QpGMji7OroSERERkRxRokQJunXrxpdffolhGHTr1o0SJUrYbXPgwAESExNp0aKFbZ2rqyuNGzdm165dAOzatYumTZva9XZq1qyZ3X42btzI/v37mTVrlm2dYRhYrVYiIiKoVq1atmofPXo03333HcuWLcs0DAwePJhnnnmGjz76CF9fX6ZPn06vXr1sY4eWLl3Ku+++y86dO4mKiiIpKYm4uDhiYmLw9s44jEZGRnLy5Em71+vi4kLDhg3tuusdOHCAV199lbVr13Lu3DlbS9ORI0eoWbNmll5zVt6LVLVr17bdDgoKAuDMmTPZHr8WFRXFiRMn7J4ToEWLFvz333+A2Z2wY8eOVK1alc6dO3PnnXdyxx13AHDvvffy4YcfUrFiRTp37kzXrl3p3r27XeNOTsvynkeNGgWY0zned999N5Uq5Tq7f4Mlb0LDQdDkcUdXIyIiIvmVq5fZ8uOo574JgwYNsnWX+/jjj9Pcn/rl//ohINcOC7l+PE96rFYrjz/+eLrjW7L7ZX7s2LG8++67LF682C4g3Mj999/Ps88+yw8//ECbNm1YuXIlb775JgCHDx+ma9euDBkyhLfeeovixYuzcuVKBg8eTGJiYrbqykj37t0JDg7m888/p2zZslitVmrWrElCQkKW95GV9yKVq+vVH/tT70sNazcjo+esX78+ERER/PHHHyxevJg+ffrQoUMH5syZQ3BwMHv27GHRokUsXryYoUOHMmbMGJYvX25XY07K9hinAQMGKDTllOiTcHY3rJoESVn/cIuIiEgRY7GY3eUccUlnbHtWdO7cmYSEBBISEujUqVOa+8PDw3Fzc2PlypW2dYmJiWzYsMHWSlS9enXWrl1r97jrl+vXr8+OHTsIDw9Pc3Fzc8tyvWPGjOGtt95i4cKFNGzYMEuP8fX15d5772XGjBlMnz6dihUr2rrtbdiwgaSkJMaNG0fTpk2pUqUKJ05kPfz6+/sTFBRk93qTkpLYuHGjbfn8+fPs2rWL//u//6N9+/ZUq1aNixcv2u0n9RhkdNqgrLwXOc3Pz4+yZcvaPSeYE31c+5x+fn7cd999fP755/zwww/MnTvXNu7K09OTHj16MGnSJJYtW8aaNWvYtm1brtQL2WhxSpWcnMyECROYPXs2R44cSZNmrx9AJhmo+xAs+wCijsG2H6Heg46uSERERCRHODs727p5OTs7p7nf29ubJ554ghdeeIHixYsTEhLC6NGjiY2NtU2uMGTIEMaNG8fw4cN5/PHH2bhxY5pzD40YMYKmTZvy5JNP8uijj+Lt7c2uXbtYtGgRkydPzlKto0eP5tVXX+Xbb78lNDSUU6dOAeb04NcOT0nP4MGDadWqFTt37uT555+3tZZUqlSJpKQkJk+eTPfu3Vm1ahVTp07NUj2pnn76ad5//30qV65MtWrVGD9+vO1kuQDFihUjMDCQzz77jKCgII4cOZJm8oxSpUrh6enJwoULKV++PB4eHmkmdMvKe3ErIiIi0pxHKjw8nBdeeIFRo0ZRqVIl6taty4wZM9iyZYut2+WECRMICgqibt26ODk58eOPP1KmTBkCAgKYOXMmycnJNGnSBC8vL77++ms8PT3txkHltGy3OL3xxhuMHz+ePn36EBkZyfDhw+nVqxdOTk68/vrruVBiIebqAc2eNG+vnABWnUBYRERECg8/Pz/8/PxueP/7779P79696devH/Xr12f//v38+eefFCtWDDC72s2dO5dffvmFOnXqMHXqVN599127fdSuXZvly5ezb98+WrVqRb169Xj11Vdt42+y4pNPPiEhIYF77rmHoKAg22Xs2LGZPrZly5ZUrVqVqKgoBgwYYFtft25dxo8fzwcffEDNmjWZNWuW3VTaWfHcc8/Rv39/Bg4cSLNmzfD19eXuu++23e/k5MT333/Pxo0bqVmzJs8++yxjxoyx24eLiwuTJk3i008/pWzZstx1113pPldm78WtGD58OPXq1bO7bNiwgWHDhvHcc8/x3HPPUatWLRYuXMjPP/9M5cqVATO4fvDBBzRs2JBGjRpx6NAhfv/9d5ycnAgICODzzz+nRYsW1K5dmyVLlvDLL7/k6nmwLEZWOo9eo1KlSkyaNIlu3brh6+vLli1bbOvWrl3Lt99+m1u15oioqCj8/f2JjIzM8A85z8RFwYc1IS4S+nwF1dP/MIuIiEjRERcXR0REBGFhYRoiIXKLMvp7yk42yHaL06lTp2xzpPv4+NhOhnvnnXfy22+/ZXd34uEHjR8zb68Yf1PnShARERERkdyV7eBUvnx5Tp48CZh9E//66y8A1q9fj7u7e85WV1Q0GQIunnByCxxc6uhqRERERETkOtkOTnfffTdLliwBzAFrr776KpUrV6Z///63dObgIs27BDQYaN5eMd6hpYiIiIiISFrZnlXv/ffft92+5557KF++PKtXryY8PJwePXrkaHFFSvOnYP0XcGgFHF0Hwbl75mMREREREcm6Wz61btOmTWnatGlO1FK0+ZeHOvfB5m/MVqe+3zu6IhEREXGwbM7hJSLpyKm/oywFp59//jnLO1Sr0y1o8QxsngV7/4DTO6B0DUdXJCIiIg6Qet6jhIQEPD09HVyNSMGWet7Z9M4nlh1ZCk49e/a0W7ZYLGmSW+rJvjI6K7FkokRlczrynQvM8zr1/sLRFYmIiIgDuLi44OXlxdmzZ3F1dcXJKdvD0kUEsFqtnD17Fi8vL1xcbq2zXZYebbVabbcXL17MiBEjePfdd2nWrBkWi4XVq1fzf//3f2lOSCY3odVwMzhtnwttX4HiYY6uSERERPKYxWIhKCiIiIgIDh8+7OhyRAo0JycnQkJCbA09NyvbJ8CtWbMmU6dOpWXLlnbrV6xYwWOPPcauXbtuqaDclu9OgJueb3rD/sXQ4GHo/qGjqxEREREHsVqttm5GInJz3Nzcbthqm51skO32qgMHDuDv759mvb+/P4cOHcru7iQ9LYebwWnLLGjzEviWcXRFIiIi4gBOTk54eHg4ugwR4SbO49SoUSOeeeYZ20lwAU6dOsVzzz1H48aaQjtHVGgOwU0hOQHWfOToakREREREirxsB6fp06dz5swZKlSoQHh4OOHh4YSEhHDy5EmmTZuWGzUWPRaLOdYJYMMMiL3g2HpERERERIq4bHfVCw8PZ+vWrSxatIjdu3djGAbVq1enQ4cOtzzgSq5R+Q4oXRNOb4d1n0ObEY6uSERERESkyMr25BAFXYGYHCLVtjkwdzB4FoNntoO7j6MrEhEREREpNHJ8cohJkybx2GOP4eHhwaRJkzLcdtiwYVmvVDJWvSf8/TZcjIBNX0KzJx1dkYiIiIhIkZSlFqewsDA2bNhAYGAgYWE3Pq+QxWLh4MGDOVpgTitQLU4AG2fCL0+Db1l4egu4uDu6IhERERGRQiHHW5wiIiLSvS15oM4DsOx9iD4B/30PDQY4uiIRERERkSIn27PqSR5zcYdmT5m3V00Ea7Jj6xERERERKYKy1OI0fPjwLO9w/PjxN12M3ECDgbBiLFw4ADt/gpq9HF2RiIiIiEiRkqXgtHnz5iztTNOR5xJ3H2gyBJa9ByvGQ427zXM9iYiIiIhInshScFq6dGlu1yGZafwYrJoEp7fB/sVQuaOjKxIRERERKTI0xqmg8CoODR82b68Y59haRERERESKmCy1OF1v/fr1/Pjjjxw5coSEhAS7++bNm5cjhUk6mj0F6z6DI2vg8Gqo0NzRFYmIiIiIFAnZbnH6/vvvadGiBTt37mT+/PkkJiayc+dO/v77b/z9/XOjRknlFwR1+5q3V2gSDhERERGRvJLt4PTuu+8yYcIEfv31V9zc3Jg4cSK7du2iT58+hISE5EaNcq0WT4PFCfYvgpNbHV2NiIiIiEiRkO3gdODAAbp16waAu7s7MTExWCwWnn32WT777LMcL1CuU7wi1EiZjnylWp1ERERERPJCtoNT8eLFiY6OBqBcuXJs374dgEuXLhEbG5uz1Un6Wj5rXu9YAOf2O7QUEREREZGiINvBqVWrVixatAiAPn368PTTT/Poo4/ywAMP0L59+xwvUNJRpiZU6QwYsOpDR1cjIiIiIlLoWQzDMLKy4ZYtW6hbty4XLlwgLi6OsmXLYrVaGTt2LCtXriQ8PJxXX32VYsWK5XbNtyQqKgp/f38iIyPx8/NzdDk378i/MP0OcHKFp/8D/3KOrkhEREREpEDJTjbIcnBycnKiXr16PPLII/Tt27fAzqBXaIITwIxucHglNB0Knd9zdDUiIiIiIgVKdrJBlrvqrVq1ivr16/PSSy8RFBTEQw89xNKlS2+5WLkFrVLGOm2cCTHnHVqKiIiIiEhhluXg1KxZMz7//HNOnTrFlClTOHbsGB06dKBSpUq88847HDt2LDfrlPRUag9BdSAxFv6d6uhqREREREQKrWxPDuHp6cmAAQNYtmwZe/fu5YEHHuDTTz8lLCyMrl275kaNciMWC7Qcbt5e9ynERzu2HhERERGRQirbwelalSpV4qWXXuKVV17Bz8+PP//8M6fqkqyq1h0CK0NcJGyY7uhqREREREQKpZsOTsuXL2fAgAGUKVOGF198kV69erFq1aqcrE2ywskZWj5j3l7zMSTGObQcEREREZHCKFvB6ejRo7z11ltUqlSJtm3bcuDAASZPnsyJEyf4/PPPadq0aW7VKRmp1Qf8ysHl0/Dft46uRkRERESk0HHJ6oYdO3Zk6dKllCxZkv79+zNo0CCqVq2am7VJVrm4QfNhsHAErPwQ6vUH5yy/tSIiIiIikokstzh5enoyd+5cjh07xgcffJAjoemff/6he/fulC1bFovFwoIFCzLcft68eXTs2JGSJUvi5+dHs2bNNK4qVf3+4BUIlw7DjvmOrkZEREREpFDJcnD6+eefueuuu3B2ds6xJ4+JiaFOnTp89NFHWdr+n3/+oWPHjvz+++9s3LiRtm3b0r17dzZv3pxjNRVYbl7Q9Anz9srxYLU6th4RERERkULEYhiG4egiACwWC/Pnz6dnz57ZelyNGjW47777eO2117K0fXbODlzgXLkEE2pCQjQ88D1U7eLoikRERERE8q3sZINbmo7c0axWK9HR0RQvXvyG28THxxMVFWV3KbQ8A6DRYPP2inGQPzKxiIiIiEiBV6CD07hx44iJiaFPnz433Oa9997D39/fdgkODs7DCh2g6VBwdodj6+HQSkdXIyIiIiJSKBTY4PTdd9/x+uuv88MPP1CqVKkbbjdy5EgiIyNtl6NHj+ZhlQ7gWxrq9zNvrxjn2FpERERERAqJAhmcfvjhBwYPHszs2bPp0KFDhtu6u7vj5+dndyn0mg8DizMcXArHNzm6GhERERGRAq/ABafvvvuOgQMH8u2339KtWzdHl5M/FasAte41b68c79haREREREQKAYcGp8uXL7Nlyxa2bNkCQEREBFu2bOHIkSOA2c2uf//+tu2/++47+vfvz7hx42jatCmnTp3i1KlTREZGOqL8/K3lM+b1rl/h7B6HliIiIiIiUtA5NDht2LCBevXqUa9ePQCGDx9OvXr1bFOLnzx50haiAD799FOSkpJ48sknCQoKsl2efvpph9Sfr5WqBrfdCRiw8kNHVyMiIiIiUqDlm/M45ZVCfR6n6x3bCF+0AycXGLYZAkIcXZGIiIiISL5RZM7jJJko3wDCWoM1CVZPdnQ1IiIiIiIFloJTYddquHm96Su4fNaxtYiIiIiIFFAKToVdWGso1wCS4mDtJ46uRkRERESkQFJwKuwsFmiZ0uq0/guI0wyEIiIiIiLZpeBUFFTtCiVvg/goWD/N0dWIiIiIiBQ4Ck5FgZMTtHzWvL32E0i84th6REREREQKGAWnoqJmb/APgZizsPkbR1cjIiIiIlKgKDgVFc6u0GKYeXvVREhOdGw9IiIiIiIFiIJTUVLvIfAuCZFHYdscR1cjIiIiIlJgKDgVJa6e0OxJ8/bKCWC1OrYeEREREZECQsGpqGk4GNz94dwe2PObo6sRERERESkQFJyKGg8/aPyoeXvFODAMx9YjIiIiIlIAKDgVRU2fABdPOLEZDi5zdDUiIiIiIvmeglNR5F0CGgwwb68Y59haREREREQKAAWnoqrZU+DkAodWwNH1jq5GRERERCRfU3AqqgKCofb95u2V4x1bi4iIiIhIPqfgVJS1fAawwJ7f4fROR1cjIiIiIpJvKTgVZSUqQ/Ue5u2VExxbi4iIiIhIPqbgVNS1HG5eb58LFyIcW4uIiIiISD6l4FTUla0LldqDkQyrJzm6GhERERGRfEnBSaBVSqvT5lkQfdqxtYiIiIiI5EMKTgIVWkBwE0iOh7UfO7oaEREREZF8R8FJwGK5OtZp/TS4ctGx9YiIiIiI5DMKTmKq0glK14SEy7DuC0dXIyIiIiKSryg4icligZbPmrfXfgIJMY6tR0REREQkH1Fwkquq94RiYXDlAvz9NsRFOboiEREREZF8QcFJrnJ2sW91GlcVfnoSjq4Hw3BsbSIiIiIiDuTi6AIkn6nfH6yJ8O9ncG4PbP7GvJSqAQ0GQO0+4FnM0VWKiIiIiOQpi2EUraaEqKgo/P39iYyMxM/Pz9Hl5F+GAUf/hY0zYcd8SIoz17t4mF36GgyAkGbm2CgRERERkQIoO9lAwUkyd+UibP0RNn0Jp7dfXV+iCtQfAHUeAO9Ax9UnIiIiInITFJwyoOB0CwwDjm+CjTNg+zxITJl5z9kNqnWHBgMhtJVaoURERESkQFBwyoCCUw6Ji4Ltc2Djl3Byy9X1xSuarVB1+4JPKYeVJyIiIiKSGQWnDCg45YITW8xufFt/hIRoc52TC1TtarZCVWwLTprAUURERETyFwWnDCg45aL4y+ZEEhtnwvENV9cHhJiz9dV9CPyCHFaeiIiIiMi1FJwyoOCUR05tN1uh/vsB4iPNdRZnqNLZnJEvvAM4OTu2RhEREREp0hScMqDglMcSYmHnT2aIOrLm6nq/8lDvIfMSEOy4+kRERESkyFJwyoCCkwOd2Q2bvoL/vjWnOAfAApU7mhNKVOkEzq4OLVFEREREig4FpwwoOOUDiXGw+1dzLNShFVfX+5SBeg+a46GKhTqqOhEREREpIhScMqDglM+cP2B249s8C2LPXV1fsa05I1/VruDi5rDyRERERKTwUnDKgIJTPpWUAHt+N1uhDi69ut6rREor1AAIrOSw8kRERESk8FFwyoCCUwFwIQI2f222Ql0+dXV9rT7QYxK4ejquNhEREREpNBScMqDgVIAkJ8G+P81WqH2LAAPKNYD7vwPf0o6uTkREREQKuOxkA6c8qkkk+5xd4LZu8OCPMPA38CwGxzfCF+3h9A5HVyciIiIiRYiCkxQMoS3gkSUQGA6RR2HaHbD3L0dXJSIiIiJFhIKTFByBlWDwIghtBQmX4bv74N9PHV2ViIiIiBQBCk5SsHgVh4fmQb2HwLDCHy/Cb8+b46FERERERHKJgpMUPC5u0OMj6PCGubz+c7P1KS7KsXWJiIiISKGl4CQFk8UCLZ+BPl+DiyfsXwzTO8GlI46uTEREREQKIQUnKdiq94CHfwefMnBmJ3zeDo6ud3RVIiIiIlLIKDhJwVeuPjy6BErXgpizMLMbbJ/r6KpEREREpBBRcJLCwb88DFoIVTpDcjzMGQTLx0DROr+ziIiIiOQSBScpPNx94P5voemT5vLSt2H+EEiKd2xdIiIiIlLgKThJ4eLkDJ3fhW7jweIMW7+Hr3pCzHlHVyYiIiIiBZhDg9M///xD9+7dKVu2LBaLhQULFmT6mOXLl9OgQQM8PDyoWLEiU6dOzf1CpeBpNBge/BHc/eDIaviiPZzd6+iqRERERKSAcmhwiomJoU6dOnz00UdZ2j4iIoKuXbvSqlUrNm/ezMsvv8ywYcOYO1cTAUg6wtvD4EUQUAEuRsC0DnBwmaOrEhEREZECyGIY+WP0vMViYf78+fTs2fOG24wYMYKff/6ZXbt22dYNGTKE//77jzVr1mTpeaKiovD39ycyMhI/P79bLVsKgstn4fu+cGwdOLmY3fgaDHB0VSIiIiLiYNnJBgVqjNOaNWu444477NZ16tSJDRs2kJiYmO5j4uPjiYqKsrtIEeNTEgb8AjXvAWsS/DIM/noVrFZHVyYiIiIiBUSBCk6nTp2idOnSdutKly5NUlIS586dS/cx7733Hv7+/rZLcHBwXpQq+Y2rB/T+AtqMNJdXT4LZ/SAhxrF1iYiIiEiBUKCCE5hd+q6V2tPw+vWpRo4cSWRkpO1y9OjRXK9R8imLBdq8BL2+AGc32P0rzOgCUSccXZmIiIiI5HMFKjiVKVOGU6dO2a07c+YMLi4uBAYGpvsYd3d3/Pz87C5SxNW+1+y65xUIJ/+Dz9ub1yIiIiIiN1CgglOzZs1YtGiR3bq//vqLhg0b4urq6qCqpEAKaQqPLIESVSH6BEzvDLt/d3RVIiIiIpJPOTQ4Xb58mS1btrBlyxbAnG58y5YtHDlyBDC72fXv39+2/ZAhQzh8+DDDhw9n165dTJ8+nWnTpvH88887onwp6IqHweC/oGJbSIw1Z95bPRnyx0STIiIiIpKPODQ4bdiwgXr16lGvXj0Ahg8fTr169XjttdcAOHnypC1EAYSFhfH777+zbNky6taty1tvvcWkSZPo3bu3Q+qXQsAzwDxRboOHAQP++j/49RlITn+WRhEREREpmvLNeZzyis7jJOkyDFj7Cfz5CmBAWGvo85UZrERERESkUCq053ESyTUWCzR7Eh74Dly9IWI5TOsIFw46ujIRERERyQcUnESuVbULDFoIvmXh3F74ogMcWevoqkRERETEwRScRK4XVBse/RuC6kLsefiyO2yd7eiqRERERMSBXBxdgEi+5BcED/8O8x4zT5Q771E4vx/ajDS79eUHhgFxkeYJfKNOQNRxiD4JJW+D6nflnzpFRERECgEFJ5EbcfOGPl/Dktdh1URY/oEZnu76BFw9cve5DQOuXLwmFB2zD0iptxMup//48I7QYxL4lc3dOkVERESKCM2qJ5IVm76CX58FaxKUbwT3fws+pW5uX4ZhdgG0BaCU68jj9qEo6UrW9udZDPzKmSHJsxjsWADJ8eDhD13GQO0+an0SERERSUd2soGCk0hWRfwDPzxkdo/zD4EHZ0OpavbbWK0Qc9Y+ANndPgZRJ81gkxVeJcxAlBqMUm/7lzOvfYPAzcv+MWd2w4IhcGKzuXzbnXDnhJsPeiIiIiKFlIJTBhSc5Jac2wez7oWLEeDuB3UfhJgz1wSkk2DN4slzfUqnH4pSr32Dbr5LYHISrJxgdi+0JoJXIHQbDzV63tz+RERERAohBacMKDjJLYu9YLY8HV6V/v0WJ/Apk04Yuua2bxC4uOV+rSe3woIn4PR2c7lmb+g6FryK5/5zi4iIiORzCk4ZUHCSHJEUD/9+CpdPpw1FPqXB2dXRFV6VlGC2PK2cAEayWV/3SVC1s6MrExEREXEoBacMKDhJkXVsozn26dxec7nug9D5PXMSCREREZEiKDvZQCfAFSkqyjeAx/+BZk8BFtgyCz5pDgf+dnRlIiIiIvmegpNIUeLqCZ3egYf/gGJh5ix/X98Nvw6H+BucE0pEREREFJxEiqQKzeCJVdD4MXN5wzSY2gIO3WDCCxEREZEiTsFJpKhy84auY6D/T+AfDBcPwcxusPBlSMziyXdFREREiggFJ5GirmIbeGI11OsHGLD2Y5jaCo5tcHRlIiIiIvmGgpOIgIcf3PUR9P3RPAfV+X0wrSMsfsOcel1ERESkiFNwEpGrqtwBQ9dArT5gWGHlePisLZz8z9GViYiIiDiUgpOI2PMqDr0/h/u+Aa8ScGYHfN4Oln0AyYmOrk5ERCR/On8AvnsAPm1tjhfe8wfERTq6qvyrAB4bnQBXRG4s5hz8+izs+tlcDqoLd0+FUtUcWpaIZCIxDo6th/KNwNXD0dWIFG7WZPh3Kix5E5Li7O+zOEFQHQi7HUJvh5Cm4O7jmDodyTDgYgQc+ReOroWj6+DMLnh2B/iXc2hp2ckGCk4ikjHDgO1z4bfnIO4SOLtB21eg+f/AydnR1YnItQwDdv8Gf71izpRZshr0/gLK1HR0ZSKF07n98NNQOPqvuVyxDdR5AI6sgYgVcOGA/fZOLlC2vhmkwlpBcBPzHIuFTVK82c3/6L9wJCUoxZxJu90D30PVLnlf3zUUnDKg4CRyk6JOwi9Pw74/zeXyjaHnFCgR7ti6RMR0ZjcsfAkOLrVf7+wOHd+AJkPAYnFMbSKFjTUZ1k6Bv98yW5ncfKHT21B/gP3fWeRxOLQSIv6BQ//ApSP2+3F2M1uGw26H0FZQviG4uOfta8kJMefNkJR6Ob4Jkq+bXMrZzey5EtLEDIzBTcCnlEPKvZaCUwYUnERugWHAllnwx0uQEA0untBhFDR+HJw0ZFLEIa5chGXvw7rPwUg2v5w0ewoaDIA/RsDeheZ24R3MHzvywRcVkQLt3D5YMBSOrTOXK7aFHpMhIDjzx148ZLZEHVphXkefsL/fxROCG6e0SN0OZeuBs2uOv4RbYhjmMTi6NqXr3b/mbLzX8wq8GpBCmpqhKR92HVZwyoCCk0gOuHQUfn4KDi4zl0NbmdOZFwt1ZFUiRYs1GTZ9CX+/DbHnzXVVu5m/ehevaC4bBqz/Av76P/NXca8S0PMTqNLJcXWLFFTWZFjzMSx955pWpnegfv+ba801DLhwECKWXw1TMWftt3HzgZBmZre+0FbmeKm87iafeAVObE7pcpcSlK5cTLtdiarXtCY1hcBKBaKVW8EpAwpOIjnEMGDDNPjrVUiMNf9xv+NtaDCwQPxDKVKgHV4Nf7wIp7aZyyWqQpf3oVK79Lc/swvmPgKnt5vLjR+Djm8WzrEVIrnh7F5zLNOx9eZypfbQfWLWWpmyyjDg7J6r3foOrUwbUNz9IbSFGaLCWkGpGjnf4yP69NUJHI6sNccqWa+bVdfFA8o1uNqiFNzYnJW3AFJwyoCCk0gOu3AQFjwJR1aby5Xam10WHDxLjkihFHnM/LFixzxz2d0f2o6ERo9k3p0nMQ6WvAFrPzGXS1aDe6ZB6Rq5W7NIQWZNhjUfwd/vmGN23P3MVqZ6/XL/R0Kr1fyxI7Vb3+FVEB9lv41ncQhteXWMVMmq2avLaoWzu65O4HB0rdmd8Ho+pa92uQtuCmVqgYvbLb28/ELBKQMKTiK5wGqFf6dcnYrV3R+6fAB17lfrU1bERZn/MSbEQNWuRXOqWslY4hVYPRlWjIekK4DFHMPU7lXwLpG9fe1bDAueMGe4cnY3W56aPK6/VZHrnd1jjmU6vsFcDu9gtjL5l3dMPclJcOq/q936Dq+BxBj7bbxLXe3WF3a72W332r/t+MtwfOPV2e6ObYD468+nZDF/UAlubIakkCYQUKHQ/huh4JQBBSeRXHR2LywYYv6jDGYIuPND8C3t0LLyHWsynNgCB/42L8fWgTXJvM/DHxo8bHalUqudGAbs/MlsZYpMmY0rpJn5w0RQnZvf7+Wz5jhF28QRHc2xT5o4QsT8N3r1ZFj67tVWps7vQd0H81d4SE40Z6879I8Zpo7+m/Y8Ur5lzQDl4Wfef2q7OYnMtVy9zdn8QpqaYal8I/P/oiJCwSkDCk4iuSw5CVZPhKXvmX2iPYtDu/+DSm2hWFj++k8nL0UeuxqUDi5L22+9eMWrJwgE81wfNXpBsyehbN28rlbyg9M7zFnxDq0wl/3Kma1DNXvnzN+RJo4QSStNK1PHlFamAvBDVlK8OQYrtUXq2HpITki7nV/5lEkcUlqTStUAZ5e8rzefUHDKgIKTSB45td1sfUodvA7mF7Pyjcxftso3gnL1wd3XcTXmpoQYOLQqJSwtgXN77e939zN/BQxvb05lWzzM7PK4d6E5a9PhlVe3DW1lBqjKnTTte1EQe8GctWvDdDCs5iDs5sOg5TPg5p3zz3dmF8wZDGd2mMuaOEKKouQkWDPZ/NEvOd7sct75Pajbt+D+4JcQa7YyHVphdvct39Acp+Sorob5lIJTBhScRPJQUgKs/Rh2/w4nt6T95cviBKWqXw1S5RtBYOWCGQ6sVji9DfYvMcPSkbX2sxBZnMwZiCq1N2c+K9cg41/4Tmw2A9SO+Ve78QWGQ9Oh5lnp3bxy9/VI3ktOgo0zzNCU2iJZrYc5W2WxCrn73IlxsPh1c6wimH+Xvb/QxBGOYBhw/oDZVcqnpKOrKRrO7DbH/Z3YZC5XvsNsZfIr69i6JE8oOGVAwUnEQZLizdanY+vNmXuObbg6ZuNaHv5Q7pogVb4BeBbL+3qzIvrU1e53B5ZC7Dn7+/1DILydGZTCbr+51xF5DNZ9BhtmXh3A61kMGg42WwY0fqxwiFhhdstLbfUpVd0cxxR2e97WoYkjHOdCBGybA1t/uHoy0RJVU6aebgkVWurvPaclJ8HqSbDsPfOHPXd/c1r/Og/oM1+EKDhlQMFJJB+JPmUGqGMpQer4ppQZw65Toop9F7+S1RzTHzvxinn+nNSglPolN5Wbj9mtrlI7swve9bMZ3Yr4aNg8y5xK+tJhc52zG9S612yFKlMzZ55H8talI+YYo50/mcseAeaYwAYPO27MweWz8NOTsO9Pc1kTR+SemPPm1PLbfjS7VKVydkt/bEpg+NUQFdpCLSK34syulFamzeZy5U7Q/UMd0yJIwSkDCk4i+VhyIpzZebVF6th6uHAg7Xau3ub4KFurVKPc6dJiGGY9qa1Kh1dfN2ORxZy4oVI7swte+Ua5f14LazLs/s08r8i1X7QqtoFm/zMDm34pzf8SYmHlBPPX7qQ4sytnw0HQ9pX8cRLJ6yeO8C4Jd30CVe5wdGUFX0Is7PndDEv7F1/timtxgrDWULsP3Hanuf7wavPcPYdWmONGue4rW7EwM0iFtoQKLXL2ZKyFVXISrPoQln9ghlMPf+gyGmrfp387iygFpwwoOIkUMDHnzdmNjq1PuWyEhOi02xULtQ9SpWveXIi5fNac9S41LF0+ZX+/b9mUFqV2ENYGvAOz/xw55eh6cwzZzp/MSQQASt5mtkDVvg9cPRxXm6TPMGD7XFj0GkQdN9eFtoLO7+fPVsM0E0c8njJxhD5b2WJNhojlsHU27PoFEi5fvS+ojvn3WrM3+Ja58T6uXDTHTh5aaV5Obb36d58qoMLVEBXaMvfHxhU0p3earUwnt5jLVTqbp8zwC3JkVeJgCk4ZUHASKeCsyeZ0sbYgtQHO7ibNL7EuHhBU92r3vuDG6XfBSIo3W24O/G1O7HBq63X78TS7xKRO6pDds7LnhYuH4d9PYdNXV0OlVwlo/Kg5FkoDzPOHk//BHy/BkdXmsn8I3PEWVL8r/32mrpXuxBHToHR1h5aV7xmG+Z5vnW2G5Wt/hAkIgVp9zNalklVvbv9xkXAkZca0w6vMc8Ndf34e/+CUEJUapIroKSGSE81WpmUfmJP2eASktDL1KZrHQ+woOGVAwUmkEIqLNE+6e+yalqnrz5ME5nlwUoOUk4sZlg6thMRY++3K1ErpftfOPM9FQfl1PS4SNn0N/06FyKPmOmd3qHO/2QpV6jbH1ldUxZyHv9+CjTMBwwzjLZ+FFsMK1pTf+xalTBxx1vxc3fGWOUGJvnjau3jI7Ia3dbb9aQg8i5nnZqvdx5wSOqePW3y0GaQOrzRPhXBi09VugKl8y9pPNhFYqfC/f6d3pLQy/WcuV+0Kd07IuHVPihQFpwwoOIkUAanT+dpapdaZ/3le360llXepq0GpYpuCP3NVchLs+glWf3R1el0wB/k3e9J8jYX9y1J+kJwI66fBsnfNUAvmF+eObxbcsSiXz6RMHPGXuayJI0yxF8xJHrb+CEfXXl3v4gFVu5hd8Sq1z/0xkNdKiEk5h88qs0Xq2Ab7UyQA+JQxg1Rq174SVQrPvw3JibDyQ3MsU2orU9cx5oQ6heU1So5QcMqAgpNIERV/2ezXfmy9OTYoOd6c6rlSO3M8VGH8j9QwzC9Oaz6CXb9i685YuqYZoGr2Bhd3h5ZYaB1YCgtfSulGitmK2WU0VGju2LpygmHAus/NiSOS44vuxBGJV8xJHrb+CPsXXdO6Y4GKrc2ueNW6g0c++a6REGv++3d4ldnSfmyD+f5dy7vk1RBVoYU5ZrIgnlfv1HazlSm163XVbimtTAX8RzHJFQpOGVBwEpEi6cJBWDsVNn8DiTHmOp/SV8dB5YeZ3AqDCxHw5yuw5zdz2SsQ2r0K9fuDk7Nja8tpp3fC3MHmzJNQNCaOsCZDxD9mV7ydP9tPVFOm9tVJHgrCZAOJcebEO4dSZu07tv66WUMxP78VmqdMf97SHI/l7OqYerMiOdGcrXL5aLOVybMYdB1rvieF8ccxyREKThlQcBKRIu3KRXOszb+fQvRJc52LJ9Tta46DKhHu0PIKrPjLsGKc2bqXnAAWZ3P8T5sR+fcEzjkhMQ4WjzLH1UHhnDgidZKHbT+aJ6i9dpIH/xCofa/ZulTQxxAmxZvn0ju00hwndXRd2vGfAO5+5g8tnsXNYOWVcu1ZPOX2tcsp9+dFy/apbbBg6NVWptvuhG7j1cokmVJwyoCCk4gIkJQAOxfA6snXzCRoMafnbf6U2U1Hv9DaMwxzrFLkMXMq8cijEHncXD604moQrdjGnF68VDWHlpunCuPEEbZJHn6Ec3uurvcIgJq9zLAU3KRgdmXLiqQE8+SwqZNNHFl7tbU6u9x8bhCsUm8XSxvC3Lyytu/kRFgxHv4ZbXaXVCuTZJOCUwYUnERErmEY5i/Maz6GvX9cXR9UB5o9BTXuzt9dc3JSYlxKIDp29Tr1krp87fl3rhdQATq9C7d1K5pf2C6fMX/x37/IXK58hzn2qSBNhx97AXbMN2fEu3aSB2f3q5M8hHfI20ke8gurFeIumcco9jxcSbm2W76Qdvn6KdKzysXzatBKt3Ur0GzJ+me02doEZivTnRM0WYlki4JTBhScRERu4Nw+WDsFtnwLSVfMdR4B5rS9HgHgGWB/7eGfdl3qtatn/goP1mS4fDqlheho+sEo5mzW9uUVaE5t7x8M/uXAv7x5AubKnQr3+J6sMAxY9xn89erViSN6ToHKHR1d2Y0lXoG9C82wtG/RNTPPWcwJZGqnTvLg79AyCySrFeKjUoLUxatBK03oumi/fP3sf5nxLA7dxpqzVuanf3ekQFBwyoCCk4hIJmLOw8bp5sxpl0/f3D6c3cwvmmlCVXrrrrvP3Td7X34Mw/wlPPJYOsEo5Tr6RNpz2qTH1csMQn4pgSj1khqU/MpmvQtRUXZ6B8x95OrEEU2GQIc3cj5YGoYZfOKjIC4q5TrymuXoDO5Luf/KJfsv6mVqXTPJQzonzZbcZRhmy64tSKUXtK5p3QqqDR1eVyuT3DQFpwwoOImIZFFSApzdZf4afOWS+aUz7lLK7euvr7nvZrvmpLI427dmXd+y5exuBqFrg1FWxl5YnM0vwrZQlNpqdE1Q8iymX6xzSuIVWDQK1n1qLpeqAb2/uDpxROoXZFuouS7cxEenc18UxEfah6KsBOLM+IdArXvM1qWiNDZNRBScMqLgJCKSi1K/DN8oVF17HReZdl1yws0/t1dgSggqf00wumbZpzQ4u9za65Ps2/sX/DT06sQRPqXM4JMQfeOTUmeXxclsqXT3N8+b5O6Xcu17ze3U6+u38TODc2Gd5EFEMqTglAEFJxGRfCq129WNQlXqdVIc+AapC11Bcv3EEddycrku3PjfIPBcH3yu2cbNRy2FInJTspMN9NObiIjkDxaLGX7cvDS2pLDxKQUP/mieD8maZB+G8ttEIiIiN6DgJCIiIrnPYoGydR1dhYjITVOHXhERERERkUwoOImIiIiIiGRCwUlERERERCQTDg9On3zyCWFhYXh4eNCgQQNWrFiR4fazZs2iTp06eHl5ERQUxMMPP8z58+fzqFoRERERESmKHBqcfvjhB5555hleeeUVNm/eTKtWrejSpQtHjhxJd/uVK1fSv39/Bg8ezI4dO/jxxx9Zv349jzzySB5XLiIiIiIiRYlDg9P48eMZPHgwjzzyCNWqVePDDz8kODiYKVOmpLv92rVrCQ0NZdiwYYSFhdGyZUsef/xxNmzYkMeVi4iIiIhIUeKw4JSQkMDGjRu544477NbfcccdrF69Ot3HNG/enGPHjvH7779jGAanT59mzpw5dOvW7YbPEx8fT1RUlN1FREREREQkOxwWnM6dO0dycjKlS5e2W1+6dGlOnTqV7mOaN2/OrFmzuO+++3Bzc6NMmTIEBAQwefLkGz7Pe++9h7+/v+0SHByco69DREREREQKP4dPDmG57mzhhmGkWZdq586dDBs2jNdee42NGzeycOFCIiIiGDJkyA33P3LkSCIjI22Xo0eP5mj9IiIiIiJS+Lk46olLlCiBs7NzmtalM2fOpGmFSvXee+/RokULXnjhBQBq166Nt7c3rVq14u233yYoKCjNY9zd3XF3d8/5FyAiIiIiIkWGw1qc3NzcaNCgAYsWLbJbv2jRIpo3b57uY2JjY3Fysi/Z2dkZMFuqREREREREcoNDu+oNHz6cL774gunTp7Nr1y6effZZjhw5Yut6N3LkSPr372/bvnv37sybN48pU6Zw8OBBVq1axbBhw2jcuDFly5Z11MsQEREREZFCzmFd9QDuu+8+zp8/z5tvvsnJkyepWbMmv//+OxUqVADg5MmTdud0GjhwINHR0Xz00Uc899xzBAQE0K5dOz744ANHvQQRERERESkCLEYR6+MWFRWFv78/kZGR+Pn5ObocERERERFxkOxkA4e2ODlCak7U+ZxERERERIq21EyQlbakIhecoqOjAXQ+JxERERERAcyM4O/vn+E2Ra6rntVq5cSJE/j6+t7wfFF5KSoqiuDgYI4ePaqug3lAxzvv6ZjnPR3zvKXjnfd0zPOejnne0zHPG4ZhEB0dTdmyZdPM3n29Itfi5OTkRPny5R1dRhp+fn76o8hDOt55T8c87+mY5y0d77ynY573dMzzno557suspSmVQ6cjFxERERERKQgUnERERERERDKh4ORg7u7ujBo1Cnd3d0eXUiToeOc9HfO8p2Oet3S8856Oed7TMc97Oub5T5GbHEJERERERCS71OIkIiIiIiKSCQUnERERERGRTCg4iYiIiIiIZELBSUREREREJBMKTrnsk08+ISwsDA8PDxo0aMCKFSsy3H758uU0aNAADw8PKlasyNSpU/Oo0oLvvffeo1GjRvj6+lKqVCl69uzJnj17MnzMsmXLsFgsaS67d+/Oo6oLttdffz3NsStTpkyGj9Fn/NaEhoam+5l98skn091en/Hs++eff+jevTtly5bFYrGwYMECu/sNw+D111+nbNmyeHp60qZNG3bs2JHpfufOnUv16tVxd3enevXqzJ8/P5deQcGS0fFOTExkxIgR1KpVC29vb8qWLUv//v05ceJEhvucOXNmup/7uLi4XH41BUNmn/GBAwemOXZNmzbNdL/6jN9YZsc8vc+rxWJhzJgxN9ynPud5T8EpF/3www8888wzvPLKK2zevJlWrVrRpUsXjhw5ku72ERERdO3alVatWrF582Zefvllhg0bxty5c/O48oJp+fLlPPnkk6xdu5ZFixaRlJTEHXfcQUxMTKaP3bNnDydPnrRdKleunAcVFw41atSwO3bbtm274bb6jN+69evX2x3vRYsWAXDvvfdm+Dh9xrMuJiaGOnXq8NFHH6V7/+jRoxk/fjwfffQR69evp0yZMnTs2JHo6Ogb7nPNmjXcd9999OvXj//++49+/frRp08f/v3339x6GQVGRsc79v/buf+YqOs/DuDPU46fQ0L5dchARgr5IyZg8StdsOFRhiYNMWJgPwwTpmkL2iJo9Qdtpq2WlA7IJouNBMeCJEmwgkiLIykIWSCxKRGmhDJ+JK/vH8V9d3LcCd7xq+dju+3u83m937w+7738zNfn7vMZGEBDQwMyMzPR0NCAkpISXLx4ETExMUbnXbRokU7NX7lyBdbW1uY4hDnHWI0DgFqt1lm7iooKg3Oyxg0ztua312p+fj4UCgViY2MNzss6n2ZCZvPAAw9ISkqKzjY/Pz/JyMjQG//yyy+Ln5+fzrbnn39egoODzZbjfNbT0yMA5OzZsxPGVFdXCwC5du3a9CU2j2RlZYm/v/8dx7PGTW/Pnj3i4+Mjo6Ojevezxu8OACktLdV+Hh0dFTc3N8nJydFuGxwcFAcHB/nggw8mnCcuLk7UarXOto0bN0p8fLzJc57Lbl9vfc6dOycApLOzc8KYgoICcXBwMG1y85S+NU9KSpLNmzdPah7W+J27kzrfvHmzREREGIxhnU8/fuNkJsPDw/jhhx8QFRWlsz0qKgp1dXV6x3z77bfj4jdu3Ijvv/8eIyMjZst1vurr6wMALF682Gjs2rVroVKpEBkZierqanOnNq+0tbXB3d0d3t7eiI+PR3t7+4SxrHHTGh4exvHjx/H0009DoVAYjGWNm0ZHRwe6u7t16tjKygobNmyY8NwOTFz7hsaQfn19fVAoFLjnnnsMxt24cQNeXl7w8PDApk2boNFopifBeaKmpgYuLi5YsWIFnnvuOfT09BiMZ42bzu+//47y8nI888wzRmNZ59OLjZOZ9Pb24tatW3B1ddXZ7urqiu7ubr1juru79cb//fff6O3tNVuu85GIYN++fQgPD8fq1asnjFOpVDhy5AhOnDiBkpIS+Pr6IjIyEl999dU0Zjt3Pfjgg/j4449RWVmJo0ePoru7G6Ghobh69areeNa4aZ08eRLXr19HcnLyhDGscdMaO39P5tw+Nm6yY2i8wcFBZGRk4Mknn8SiRYsmjPPz88NHH32EsrIyfPLJJ7C2tkZYWBja2tqmMdu5Kzo6GoWFhThz5gzefvttnD9/HhERERgaGppwDGvcdI4dOwZ7e3ts3brVYBzrfPpZzHQC893tV4FFxOCVYX3x+raTYampqbhw4QK++eYbg3G+vr7w9fXVfg4JCUFXVxcOHDiA9evXmzvNOS86Olr7fs2aNQgJCYGPjw+OHTuGffv26R3DGjedvLw8REdHw93dfcIY1rh5TPbcPtUx9H8jIyOIj4/H6OgoDh8+bDA2ODhY52EGYWFhCAgIwHvvvYd3333X3KnOedu2bdO+X716NYKCguDl5YXy8nKD/5lnjZtGfn4+EhISjN6rxDqffvzGyUycnJywcOHCcVdaenp6xl2RGePm5qY33sLCAkuWLDFbrvNNWloaysrKUF1dDQ8Pj0mPDw4O5tWaKbKzs8OaNWsmXD/WuOl0dnaiqqoKzz777KTHssanbuypkZM5t4+Nm+wY+r+RkRHExcWho6MDp0+fNvhtkz4LFizAunXrWPdTpFKp4OXlZXD9WOOm8fXXX6O1tXVK53bWufmxcTITS0tLBAYGap94Neb06dMIDQ3VOyYkJGRc/BdffIGgoCAolUqz5TpfiAhSU1NRUlKCM2fOwNvbe0rzaDQaqFQqE2f33zA0NISWlpYJ1481bjoFBQVwcXHBo48+OumxrPGp8/b2hpubm04dDw8P4+zZsxOe24GJa9/QGPrHWNPU1taGqqqqKV1kERE0Njay7qfo6tWr6OrqMrh+rHHTyMvLQ2BgIPz9/Sc9lnU+DWbqqRT/BUVFRaJUKiUvL0+am5tl7969YmdnJ5cuXRIRkYyMDElMTNTGt7e3i62trbz44ovS3NwseXl5olQq5dNPP52pQ5hTdu3aJQ4ODlJTUyNXrlzRvgYGBrQxt6/5oUOHpLS0VC5evCg//fSTZGRkCAA5ceLETBzCnLN//36pqamR9vZ2qa+vl02bNom9vT1r3Mxu3bolnp6ekp6ePm4fa/zu9ff3i0ajEY1GIwDk4MGDotFotE9xy8nJEQcHBykpKZGmpibZvn27qFQq+euvv7RzJCYm6jxBtba2VhYuXCg5OTnS0tIiOTk5YmFhIfX19dN+fLONofUeGRmRmJgY8fDwkMbGRp1z+9DQkHaO29c7OztbTp06Jb/++qtoNBrZsWOHWFhYyHfffTcThzjrGFrz/v5+2b9/v9TV1UlHR4dUV1dLSEiILF26lDV+F4ydV0RE+vr6xNbWVnJzc/XOwTqfeWyczOz9998XLy8vsbS0lICAAJ1HYyclJcmGDRt04mtqamTt2rViaWkpy5Ytm/AfD40HQO+roKBAG3P7mr/11lvi4+Mj1tbW4ujoKOHh4VJeXj79yc9R27ZtE5VKJUqlUtzd3WXr1q3y888/a/ezxs2jsrJSAEhra+u4fazxuzf2CPfbX0lJSSLyzyPJs7KyxM3NTaysrGT9+vXS1NSkM8eGDRu08WOKi4vF19dXlEql+Pn5sXn9l6H17ujomPDcXl1drZ3j9vXeu3eveHp6iqWlpTg7O0tUVJTU1dVN/8HNUobWfGBgQKKiosTZ2VmUSqV4enpKUlKS/PbbbzpzsMYnx9h5RUTkww8/FBsbG7l+/breOVjnM08h8u+d2URERERERKQX73EiIiIiIiIygo0TERERERGREWyciIiIiIiIjGDjREREREREZAQbJyIiIiIiIiPYOBERERERERnBxomIiIiIiMgINk5ERERERERGsHEiIiIyQKFQ4OTJkzOdBhERzTA2TkRENGslJydDoVCMe6nV6plOjYiI/mMsZjoBIiIiQ9RqNQoKCnS2WVlZzVA2RET0X8VvnIiIaFazsrKCm5ubzsvR0RHAPz+jy83NRXR0NGxsbODt7Y3i4mKd8U1NTYiIiICNjQ2WLFmCnTt34saNGzox+fn5WLVqFaysrKBSqZCamqqzv7e3F48//jhsbW2xfPlylJWVafddu3YNCQkJcHZ2ho2NDZYvXz6u0SMiormPjRMREc1pmZmZiI2NxY8//oinnnoK27dvR0tLCwBgYGAAarUajo6OOH/+PIqLi1FVVaXTGOXm5mL37t3YuXMnmpqaUFZWhnvvvVfnb7z++uuIi4vDhQsX8MgjjyAhIQF//vmn9u83Nzfj888/R0tLC3Jzc+Hk5DR9C0BERNNCISIy00kQERHpk5ycjOPHj8Pa2lpne3p6OjIzM6FQKJCSkoLc3FztvuDgYAQEBODw4cM4evQo0tPT0dXVBTs7OwBARUUFHnvsMVy+fBmurq5YunQpduzYgTfffFNvDgqFAq+++ireeOMNAMDNmzdhb2+PiooKqNVqxMTEwMnJCfn5+WZaBSIimg14jxMREc1qDz/8sE5jBACLFy/Wvg8JCdHZFxISgsbGRgBAS0sL/P39tU0TAISFhWF0dBStra1QKBS4fPkyIiMjDeZw//33a9/b2dnB3t4ePT09AIBdu3YhNjYWDQ0NiIqKwpYtWxAaGjqlYyUiotmLjRMREc1qdnZ24346Z4xCoQAAiIj2vb4YGxubO5pPqVSOGzs6OgoAiI6ORmdnJ8rLy1FVVYXIyEjs3r0bBw4cmFTOREQ0u/EeJyIimtPq6+vHffbz8wMArFy5Eo2Njbh586Z2f21tLRYsWIAVK1bA3t4ey5Ytw5dffnlXOTg7O2t/VvjOO+/gyJEjdzUfERHNPvzGiYiIZrWhoSF0d3frbLOwsNA+gKG4uBhBQUEIDw9HYWEhzp07h7y8PABAQkICsrKykJSUhOzsbPzxxx9IS0tDYmIiXF1dAQDZ2dlISUmBi4sLoqOj0d/fj9raWqSlpd1Rfq+99hoCAwOxatUqDA0N4bPPPsN9991nwhUgIqLZgI0TERHNaqdOnYJKpdLZ5uvri19++QXAP0+8KyoqwgsvvAA3NzcUFhZi5cqVAABbW1tUVlZiz549WLduHWxtbREbG4uDBw9q50pKSsLg4CAOHTqEl156CU5OTnjiiSfuOD9LS0u88soruHTpEmxsbPDQQw+hqKjIBEdORESzCZ+qR0REc5ZCoUBpaSm2bNky06kQEdE8x3uciIiIiIiIjGDjREREREREZATvcSIiojmLvzYnIqLpwm+ciIiIiIiIjGDjREREREREZAQbJyIiIiIiIiPYOBERERERERnBxomIiIiIiMgINk5ERERERERGsHEiIiIiIiIygo0TERERERGREf8DdJsPURRE0w8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def build_model1():\n",
    "    model = Sequential([\n",
    "        Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)),\n",
    "        MaxPooling2D((2, 2)),\n",
    "        Flatten(),\n",
    "        Dense(128, activation='relu'),\n",
    "        Dense(10, activation='softmax')\n",
    "    ])\n",
    "    optimizer=Adam(learning_rate=0.01)\n",
    "    model.compile(optimizer=optimizer,\n",
    "                  loss='categorical_crossentropy',\n",
    "                  metrics=['accuracy'])\n",
    "    # model.summary()\n",
    "    return model\n",
    "\n",
    "def build_model2():\n",
    "    model = Sequential([\n",
    "        Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)),\n",
    "        MaxPooling2D((2, 2)),\n",
    "        Conv2D(64, (3, 3), activation='relu'),\n",
    "        MaxPooling2D((2, 2)),\n",
    "        Flatten(),\n",
    "        Dense(256, activation='relu'),\n",
    "        Dropout(0.5),\n",
    "        Dense(10, activation='softmax')\n",
    "    ])\n",
    "    optimizer=Adam(learning_rate=0.01)\n",
    "    model.compile(optimizer='adam',\n",
    "                  loss='categorical_crossentropy',\n",
    "                  metrics=['accuracy'])\n",
    "    # model.summary()\n",
    "    return model\n",
    "\n",
    "# 訓練並比較模型\n",
    "history = {}\n",
    "models = {\"Model 1\": build_model1(), \"Model 2\": build_model2()}\n",
    "\n",
    "for name, model in models.items():\n",
    "    print(f\"Training {name}...\")\n",
    "    history[name] = model.fit(\n",
    "        x_train, y_train,\n",
    "        epochs=20,\n",
    "        batch_size=64,\n",
    "        validation_data=(x_test, y_test),\n",
    "        verbose=2\n",
    "    )\n",
    "\n",
    "# 繪製比較結果\n",
    "plt.figure(figsize=(10, 5))\n",
    "\n",
    "for name in models.keys():\n",
    "    plt.plot(history[name].history['val_accuracy'], label=f'{name} Validation Accuracy')\n",
    "\n",
    "plt.title('Model Comparison')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Validation Accuracy')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "for name in models.keys():\n",
    "    plt.plot(history[name].history['val_loss'], label=f'{name} Validation Loss')\n",
    "\n",
    "plt.title('Model Comparison - Validation Loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Validation Loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n",
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 69ms/step\n",
      "Model 1 Predicted class: truck\n",
      "Model 2 Predicted class: frog\n",
      "Actual Label: airplane\n"
     ]
    }
   ],
   "source": [
    "# image_path = r\"C:\\Users\\n9613\\OneDrive\\Desktop\\cifar-10\\train\\6063.png\"  \n",
    "image = Image.open(image_path).resize((32, 32)) \n",
    "plt.imshow(image)\n",
    "plt.title(\"Test Image\")\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "image_array = np.array(image) / 255.0  # 標準化\n",
    "image_array = np.expand_dims(image_array, axis=0)  \n",
    "\n",
    "model = build_model1() \n",
    "predictions = model.predict(image_array)\n",
    "predicted_class = np.argmax(predictions)\n",
    "\n",
    "model2 = build_model2() \n",
    "predictions2 = model2.predict(image_array)\n",
    "predicted_class2 = np.argmax(predictions2)\n",
    "\n",
    "print(f\"Model 1 Predicted class: {class_names[predicted_class]}\")\n",
    "# print(f\"Prediction confidence: {predictions[0][predicted_class]:.2f}\")\n",
    "\n",
    "print(f\"Model 2 Predicted class: {class_names[predicted_class2]}\")\n",
    "# print(f\"Prediction confidence: {predictions2[0][predicted_class2]:.2f}\")\n",
    "\n",
    "print(f\"Actual Label: {data[\"label\"][6063-1]}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VGG16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_107\"</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mModel: \"functional_107\"\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ input_layer_107 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block1_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │         <span style=\"color: #00af00; text-decoration-color: #00af00\">1,792</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block1_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block1_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block2_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block2_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │       <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block2_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)      │       <span style=\"color: #00af00; text-decoration-color: #00af00\">295,168</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)      │       <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_conv3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)      │       <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">1,180,160</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_conv3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_conv3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ flatten_107 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_214 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)            │       <span style=\"color: #00af00; text-decoration-color: #00af00\">131,328</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_58 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_215 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)             │         <span style=\"color: #00af00; text-decoration-color: #00af00\">2,570</span> │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
       "</pre>\n"
      ],
      "text/plain": [
       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ input_layer_107 (\u001b[38;5;33mInputLayer\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m3\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block1_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │         \u001b[38;5;34m1,792\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block1_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m36,928\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block1_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block2_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │        \u001b[38;5;34m73,856\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block2_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │       \u001b[38;5;34m147,584\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block2_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m)      │       \u001b[38;5;34m295,168\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m)      │       \u001b[38;5;34m590,080\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_conv3 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m)      │       \u001b[38;5;34m590,080\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block3_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m256\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │     \u001b[38;5;34m1,180,160\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │     \u001b[38;5;34m2,359,808\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_conv3 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │     \u001b[38;5;34m2,359,808\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block4_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │     \u001b[38;5;34m2,359,808\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │     \u001b[38;5;34m2,359,808\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_conv3 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │     \u001b[38;5;34m2,359,808\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ block5_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ flatten_107 (\u001b[38;5;33mFlatten\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_214 (\u001b[38;5;33mDense\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)            │       \u001b[38;5;34m131,328\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_58 (\u001b[38;5;33mDropout\u001b[0m)            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_215 (\u001b[38;5;33mDense\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)             │         \u001b[38;5;34m2,570\u001b[0m │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">14,848,586</span> (56.64 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m14,848,586\u001b[0m (56.64 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">133,898</span> (523.04 KB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m133,898\u001b[0m (523.04 KB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">14,714,688</span> (56.13 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m14,714,688\u001b[0m (56.13 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m52s\u001b[0m 65ms/step - accuracy: 0.3978 - loss: 1.7017 - val_accuracy: 0.5511 - val_loss: 1.2867\n",
      "Epoch 2/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m49s\u001b[0m 62ms/step - accuracy: 0.5361 - loss: 1.3241 - val_accuracy: 0.5744 - val_loss: 1.2220\n",
      "Epoch 3/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m51s\u001b[0m 65ms/step - accuracy: 0.5656 - loss: 1.2396 - val_accuracy: 0.5793 - val_loss: 1.1925\n",
      "Epoch 4/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m52s\u001b[0m 66ms/step - accuracy: 0.5768 - loss: 1.2045 - val_accuracy: 0.5913 - val_loss: 1.1625\n",
      "Epoch 5/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m50s\u001b[0m 64ms/step - accuracy: 0.5882 - loss: 1.1792 - val_accuracy: 0.5937 - val_loss: 1.1597\n",
      "Epoch 6/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m50s\u001b[0m 64ms/step - accuracy: 0.5966 - loss: 1.1565 - val_accuracy: 0.5989 - val_loss: 1.1425\n",
      "Epoch 7/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m50s\u001b[0m 64ms/step - accuracy: 0.6028 - loss: 1.1413 - val_accuracy: 0.6033 - val_loss: 1.1286\n",
      "Epoch 8/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m52s\u001b[0m 66ms/step - accuracy: 0.6050 - loss: 1.1167 - val_accuracy: 0.6018 - val_loss: 1.1272\n",
      "Epoch 9/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m50s\u001b[0m 64ms/step - accuracy: 0.6103 - loss: 1.1168 - val_accuracy: 0.6045 - val_loss: 1.1239\n",
      "Epoch 10/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m48s\u001b[0m 62ms/step - accuracy: 0.6134 - loss: 1.1009 - val_accuracy: 0.6071 - val_loss: 1.1165\n",
      "Epoch 11/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m51s\u001b[0m 66ms/step - accuracy: 0.6209 - loss: 1.0898 - val_accuracy: 0.6053 - val_loss: 1.1264\n",
      "Epoch 12/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m50s\u001b[0m 64ms/step - accuracy: 0.6209 - loss: 1.0794 - val_accuracy: 0.6122 - val_loss: 1.1063\n",
      "Epoch 13/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m49s\u001b[0m 63ms/step - accuracy: 0.6295 - loss: 1.0667 - val_accuracy: 0.6119 - val_loss: 1.1024\n",
      "Epoch 14/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m52s\u001b[0m 66ms/step - accuracy: 0.6281 - loss: 1.0564 - val_accuracy: 0.6170 - val_loss: 1.1028\n",
      "Epoch 15/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m51s\u001b[0m 65ms/step - accuracy: 0.6359 - loss: 1.0397 - val_accuracy: 0.6155 - val_loss: 1.1072\n",
      "Epoch 16/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m50s\u001b[0m 64ms/step - accuracy: 0.6347 - loss: 1.0440 - val_accuracy: 0.6177 - val_loss: 1.0973\n",
      "Epoch 17/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m52s\u001b[0m 66ms/step - accuracy: 0.6421 - loss: 1.0285 - val_accuracy: 0.6198 - val_loss: 1.0874\n",
      "Epoch 18/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m52s\u001b[0m 66ms/step - accuracy: 0.6430 - loss: 1.0208 - val_accuracy: 0.6177 - val_loss: 1.0993\n",
      "Epoch 19/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m50s\u001b[0m 64ms/step - accuracy: 0.6443 - loss: 1.0172 - val_accuracy: 0.6196 - val_loss: 1.0942\n",
      "Epoch 20/20\n",
      "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m49s\u001b[0m 63ms/step - accuracy: 0.6387 - loss: 1.0120 - val_accuracy: 0.6161 - val_loss: 1.1038\n",
      "Test Accuracy: 0.62\n"
     ]
    },
    {
     "data": {
      "image/png": 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z/fffM3r0aLZv386xY8c4fvw4Tk5OWvddmHoDvPfee4SEhGiGGCxYsICAgIBcf99E6ZIxSaJcMDc3Z9CgQSxZsoTw8HCWLl2KtbU1r7zyila+Ll26sHjxYrZs2cKECRM06c7Ozjg7OwNgbW2tta5Kly5d2LFjB9u2baNfv36a9GrVqlGtWjWAAqf451fv2rVrExERketYzn+AJfEHWte4ptWrV+Pt7c369eu1jpeXNWVyAkhd4490vV5POn/+PGfOnGH58uUMHz5ck3716tVi18nBwYHMzExiYmK0PsgLU5/HjRo1iuDgYH777Tfu3r1Lenq6VkC/bt06jI2N+eOPPzAzM9OkF3cqu4ODg846Ppm2e/du7t69y969ezWtR0C+65AVtvzw8PBc6Xfv3gXQjLd5WmvXriU5OZljx45hb2+f6/jmzZt58OAB9vb2ODk5cefOnXyv5+TkxMGDB8nOzs7z9zDn/Xny9+bJwO9xT/4+xsXF8ccffzBlyhQmTpyoSc8ZN/hknQqqN0DHjh1p2LAh33//PVZWVpw8eZLVq1cXeJ4oWdKSJMqNUaNGkZWVxZdffsm2bdsYOHAgFhYWWnlefPFF6tevzxdffKE1gyU/o0ePxsXFhQ8//FDnH/qn9fLLLxMfH6+ZLZNj27ZtWFlZ0aBBgxIvE9R/qE1MTLT+YEdEROS7gGVZsrS0xN/fn19//ZX09HRNemJios5ZcE/Kua+cVogc//d//1fsOuXMYFyzZo1Wel7rdOWlb9++ODg4sHTpUpYtW0adOnV47rnnNMdVKhVGRkZaXU4pKSmsWrWq2PXetWuXVsCZlZXF+vXrtfIV5TUrSqthp06duHDhAidPntRKX7lyJSqVKtfM0OIKCgrC2tqaXbt2sWfPHq3Hl19+SVpamua9CwwM5MqVK7m6+h6X05qra+ZaDhcXF8zMzDh79qxWelF+j1QqFYqi5Hrdf/zxx1yL1AYGBrJnz55cs0h1effdd9m6dSuTJk3CxcUl1z+NovRJS5IoN/z9/WnUqBHz589HUZRcXW2gHofx66+/0q1bN1q0aMHrr79O+/btsbe3JzY2lr///pszZ85o9ffb2dnx66+/0rt3bxo3bsybb75Jq1atsLKyIiYmhv379xMREZFrpsu+ffu4d+8eoP5AunXrFr/88gsAzz//PE5OTgBMmDCBNWvW8MorrzBjxgw8PDz45Zdf2LJlC3PnzsXc3LxUXq9evXqxadMm3nrrLfr168ft27eZMWMGbm5uhISElEqZRTV9+nR69uxJt27deO+99zRBsJWVVa7/sJ9Ut25datasycSJE1EUhSpVqvD7779ruh+Ko2vXrrRr144PP/yQpKQk/P39OXToUJGDF1NTU1599VW+++47FEVh9uzZWsd79uzJvHnzGDx4MG+88QYxMTHMnTs314doYX366ads2bKFjh078tlnn2FhYcGCBQu0pvUDtG7dGnt7e8aMGcOUKVMwNjZmzZo1nDlzJtc1fX19Afjf//5HYGAghoaGNGrUSGer6vvvv8/KlSvp2bMn06dPx9PTk61bt7Jw4ULefPNN6tSpU6z7etz58+c5duwYb775Jh07dsx1vE2bNnz11VcEBQUxduxYxo0bx/r16+nTpw8TJ06kRYsWpKSksG/fPnr16kWHDh0YNGgQy5YtY8yYMVy+fJkOHTqQnZ3N33//Tb169Rg4cCAqlYohQ4awdOlSatasSePGjTl27FiRAmcbGxvatWvHl19+iaOjI15eXuzbt4+goCDs7Oy08k6fPp0///yTdu3a8fHHH+Pr60tsbCx//fUX48ePp27dupq8Q4YMYdKkSezfv59PP/202C3e4inob8y4ELl98803CqDUr18/33xxcXHKF198oTRv3lyxsbFRjIyMFGdnZ6VLly7KggULdC7wFhERoUyaNElp1KiRYmlpqRgbGyvu7u5K7969lZUrVyoZGRla+Z9//nkF0PnYs2ePVt7Q0FBl4MCBir29vWJiYqI0atRIWbp0aZHvnzxmt3355Zc688+ePVvx8vJSTE1NlXr16ilLlizRzMB5XF6z2zZs2KCVT9dMn7xmt+la9PLJchRFvdimr6+vYmJiolSvXl2ZPXu28u677yr29vb5vBJqFy5cULp06aJYW1sr9vb2yiuvvKKEhobmOevo3r17WufrWmwxNjZWGTlypGJnZ6dYWFgoXbp0US5dulTo2W05zpw5owCKoaGhzkVKly5dqvj4+CimpqZKjRo1lFmzZilBQUG56lOY2W2KoiiHDh1SWrVqpZiamiqurq7Kf//7X2Xx4sW5rnf48GElICBAsbCwUJycnJTRo0crJ0+ezPW+pqWlKaNHj1acnJwUlUqldR1d7+OtW7eUwYMHKw4ODoqxsbHi4+OjfPnll1qzQvP7eS3o9R03bpwCKKdPn84zT84suxMnTiiKol4o9r333lOqV6+uGBsbK87OzkrPnj2VS5cuac5JSUlRPvvsM6V27dqKiYmJ4uDgoHTs2FE5fPiwJk9cXJwyevRoxcXFRbG0tFR69+6t3Lx5s9A/Z4qiKHfu3FFefvllxd7eXrG2tla6d++unD9/Xudrefv2bWXkyJGKq6ur5u9Q//79lcjIyFzXHTFihGJkZKTcuXMnz9dFlB6VohRiZTMhhCghGRkZNGnShKpVq7Jjxw59V0eIcis9PR0vLy+ee+45fv75Z31X55kk3W1CiFI1atQounTpgpubGxEREfzwww9cvHiRb775Rt9VE6JcunfvHpcvX2bZsmVERkZqDQYXZUuCJCFEqUpISGDChAncu3cPY2NjmjVrxrZt2/Jd30aIZ9nWrVt57bXXcHNzY+HChTLtX4+ku00IIYQQQgdZAkAIIYQQQgcJkoQQQgghdJAgSQghhBBCBxm4XUzZ2dncvXsXa2trnVtGCCGEEKL8URSFhISEwu3rp9dVmhRFWbBggWYxvGbNmin79+/PN39qaqry8ccfK9WrV1dMTEyUGjVqKEFBQZrjOYvHPflISUl5qnKfdPv27TwXGpSHPOQhD3nIQx7l+3H79u0CP+v12pK0fv16xo0bx8KFC2nTpg3/93//R2BgIBcuXNDs9v6k/v37ExkZSVBQELVq1SIqKorMzEytPDY2Nrn2xXl8k8nilPuknN2+b9++jY2NTVFuWwghhBB6Eh8fT7Vq1TSf4/nR6xIALVu2pFmzZixatEiTVq9ePfr27cusWbNy5f/rr78YOHAg169fp0qVKjqvuXz5csaNG5fvrtdFLVeX+Ph4bG1tiYuLkyBJCCGEqCCK8vmtt4Hb6enpnDhxgq5du2qld+3aNddu6jm2bNmCv78/c+bMoWrVqtSpU4cJEybk2sU6MTERT09PPDw86NWrF6dOnXqqcoUQQgjx7NFbd1t0dDRZWVm4uLhopbu4uBAREaHznOvXr3Pw4EHMzMzYvHkz0dHRvPXWW9y/f5+lS5cC6p3Dly9fjq+vL/Hx8XzzzTe0adOGM2fOULt27WKVC5CWlkZaWprmeXx8fHFvXQghhBAVgN5ntz05M0xRlDxni2VnZ6NSqVizZg22trYAzJs3j379+rFgwQLMzc1p1aoVrVq10pzTpk0bmjVrxnfffce3335brHIBZs2axbRp04p8f0IIIYSomPQWJDk6OmJoaJir9SYqKipXK08ONzc3qlatqgmQQD2WSFEU7ty5Q+3atXOdY2BgQPPmzQkJCSl2uQCTJk1i/Pjxmuc5A78KkpWVRUZGRoH5hKhojI2NMTQ01Hc1hBCi1OgtSDIxMcHPz4/g4GBefPFFTXpwcDB9+vTReU6bNm3YsGEDiYmJWFlZAXDlyhUMDAzw8PDQeY6iKJw+fRpfX99ilwtgamqKqalpoe9PURQiIiLyHUAuREVnZ2eHq6urrBUmhKiU9NrdNn78eIYOHYq/vz8BAQEsXryY0NBQxowZA6hbb8LCwli5ciUAgwcPZsaMGbz22mtMmzaN6Oho/vvf/zJy5EjMzc0BmDZtGq1ataJ27drEx8fz7bffcvr0aRYsWFDocktCToDk7OyMhYWFfIiISkVRFJKTk4mKigLUrbxCCFHZ6DVIGjBgADExMUyfPp3w8HAaNmzItm3b8PT0BCA8PJzQ0FBNfisrK4KDg3nnnXfw9/fHwcGB/v37M3PmTE2e2NhY3njjDSIiIrC1taVp06bs37+fFi1aFLrcp5WVlaUJkBwcHErkmkKUNzn/mERFReHs7Cxdb0KISkev6yRVZPmts5CamsqNGzfw8vLSfJAIURmlpKRw8+ZNvL29tRZsFUKI8qpCrJP0LJAuNlHZyc+4EKIykyBJCCGEEEIHCZJEqWvfvj3jxo0rdP6bN2+iUqk4ffp0qdVJCCGEKIgESUJDpVLl+xgxYkSxrrtp0yZmzJhR6PzVqlXTDKgvK127dsXQ0JCjR4+WWZlCCCHKN72vuC3Kj/DwcM3369ev57PPPuPy5cuatCcHoWdkZGBsbFzgdfPajDgvhoaGuLq6FumcpxEaGsqRI0cYO3YsQUFBWiu260NhX1chhNCnxLRMMjKzsTU3xsCgco5PlJYkoeHq6qp52NraolKpNM9TU1Oxs7Pj559/pn379piZmbF69WpiYmIYNGgQHh4eWFhY4Ovry9q1a7Wu+2R3m5eXF1988QUjR47E2tqa6tWrs3jxYs3xJ7vb9u7di0qlYteuXfj7+2NhYUHr1q21AjiAmTNn4uzsjLW1NaNHj2bixIk0adKkwPtetmwZvXr14s0332T9+vUkJSVpHc9ZVsLFxQUzMzMaNmzIH3/8oTl+6NAhnn/+eSwsLLC3t6dbt248ePBAc6/z58/Xul6TJk2YOnWq5rlKpeKHH36gT58+WFpaMnPmTLKyshg1ahTe3t6Ym5vj4+PDN998k6vuS5cupUGDBpiamuLm5sbYsWMBGDlyJL169dLKm5mZiaurq2afQyGEKKrk9Ey2nLnLqOXHaTJtB01nBFPn0z9p8flOAr85wNCgv3l//Wlm/nGBRXuv8fM/t9lzKYqzd2IJi00hNSNL37dQJNKSVEYURSFFDz8c5saGJToD6aOPPuKrr75i2bJlmJqakpqaip+fHx999BE2NjZs3bqVoUOHUqNGDVq2bJnndb766itmzJjBxx9/zC+//MKbb75Ju3btqFu3bp7nfPLJJ3z11Vc4OTkxZswYRo4cyaFDhwBYs2YNn3/+OQsXLqRNmzasW7eOr776Cm9v73zvR1EUli1bxoIFC6hbty516tTh559/5rXXXgPU+wUGBgaSkJDA6tWrqVmzJhcuXNCsCXT69Gk6derEyJEj+fbbbzEyMmLPnj1kZRXtvZ4yZQqzZs3i66+/xtDQkOzsbDw8PPj5559xdHTk8OHDvPHGG7i5udG/f38AFi1axPjx45k9ezaBgYHExcVpXo/Ro0fTrl07wsPDNQs9btu2jcTERM35QghRGBlZ2Ry8Gs2W03fZ/m8Eyenaf98ysxWiEtKISkjL4wrarEyNcLQywcHKFAdL9VennOdWJjhYmuJkrf6q71YqCZLKSEpGFvU/217m5V6Y3g0Lk5J7m8eNG8dLL72klTZhwgTN9++88w5//fUXGzZsyDdI6tGjB2+99RagDry+/vpr9u7dm2+Q9Pnnn/P8888DMHHiRHr27ElqaipmZmZ89913jBo1ShPcfPbZZ+zYsYPExMR872fnzp0kJyfTrVs3AIYMGUJQUJDmOjt37uTYsWNcvHiROnXqAFCjRg3N+XPmzMHf35+FCxdq0ho0aJBvmboMHjyYkSNHaqU9vqGyt7c3hw8f5ueff9YEOTNnzuSDDz7gvffe0+Rr3rw5AK1bt8bHx4dVq1bx4YcfAuoWs1deeUWzpY8QQuRFURROhj7gt9N32Xo2nJikdM2x6lUs6NPEnT5N3KlWxYL7SenEJKYTnZj26GvSo+cxSWlEJ6i/ZmQpJKZlkpiWyc2Y5ALr0aW+C0uG+ZfmreZLgiRRJP7+2j+sWVlZzJ49m/Xr1xMWFkZaWhppaWlYWlrme51GjRppvs/p1svZ4qIw5+S0jkRFRVG9enUuX76sCbpytGjRgt27d+d7zaCgIAYMGICRkfpXYdCgQfz3v//l8uXL+Pj4cPr0aTw8PDQB0pNOnz7NK6+8km8ZhfHk6wrwww8/8OOPP3Lr1i1SUlJIT0/XdB9GRUVx9+5dOnXqlOc1R48ezeLFi/nwww+Jiopi69at7Nq166nrKoSovEIiE/j1dBi/nb7LnQcpmnQHSxN6NXKjT9OqNK1mp9VD4WZrjpttwQsnK4pCfGomMTlBVEIa0Unp6uePBVPRSerncSkZOFialMp9FpYESWXE3NiQC9O76aXckvRk8PPVV1/x9ddfM3/+fHx9fbG0tGTcuHGkp6fncQW1Jwcmq1QqsrOzC31Ozi/o4+c82a1Y0GLy9+/f59dffyUjI4NFixZp0rOysli6dCn/+9//ClwxvaDjBgYGueqRkZGRK9+Tr+vPP//M+++/z1dffUVAQADW1tZ8+eWX/P3334UqF2DYsGFMnDiRI0eOcOTIEby8vGjbtm2B5wkhni13Y1P4/cxdfj19l4vh8Zp0SxNDujVw5YUm7jxXyxEjw6cbxqxSqbA1N8bW3JgaTgXnT8/MJj0r/8+F0iZBUhlRqVQl2u1VXhw4cIA+ffowZMgQQB20hISEUK9evTKth4+PD8eOHWPo0KGatH/++Sffc9asWYOHhwe//vqrVvquXbuYNWsWn3/+OY0aNeLOnTtcuXJFZ2tSo0aN2LVrl1bX2OOcnJy0Zg3Gx8dz48aNAu/nwIEDtG7dWqt17Nq1a5rvra2t8fLyYteuXXTo0EHnNRwcHOjbty/Lli3jyJEjmi5EIYSITU5n27kIfjsdxrGb98n5X87IQEV7Hyf6NKlK53oumJvob09GEyMDTIz0O7+s8n1qizJVq1YtNm7cyOHDh7G3t2fevHlERESUeZD0zjvv8Prrr+Pv70/r1q1Zv349Z8+e1Ro/9KSgoCD69euXaz0mT09PPvroI7Zu3UqfPn1o164dL7/8MvPmzaNWrVpcunQJlUpF9+7dmTRpEr6+vrz11luMGTMGExMT9uzZwyuvvIKjoyMdO3Zk+fLl9O7dG3t7eyZPnlyojWBr1arFypUr2b59O97e3qxatYrjx49rDUSfOnUqY8aMwdnZWTO4/NChQ7zzzjuaPKNHj6ZXr15kZWUxfPjwYryyQojKIjUji50XI/nt9F32Xo4iI+tRK3cL7yr0aeJOj4Zu2Ou5i6s8kSBJPJXJkydz48YNunXrhoWFBW+88QZ9+/YlLi6uTOvx6quvcv36dSZMmEBqair9+/dnxIgRHDt2TGf+EydOcObMGZYsWZLrmLW1NV27diUoKIg+ffqwceNGJkyYwKBBg0hKSqJWrVrMnj0bgDp16rBjxw4+/vhjWrRogbm5OS1btmTQoEEATJo0ievXr9OrVy9sbW2ZMWNGoVqSxowZw+nTpxkwYAAqlYpBgwbx1ltv8eeff2ryDB8+nNTUVL7++msmTJiAo6Mj/fr107pO586dcXNzo0GDBri7uxf69RRCVA6ZWdkcuhbDb6fD2H4+gqTHZqbVc7OhTxN3ejd2p6qdbMaui0opaOCG0Cm/XYRTU1O5ceOG7IyuZ126dMHV1ZVVq1bpuyp6k5ycjLu7O0uXLs01K7EkyM+6EOWHoihExqdxKSKeSxEJXI5I4EDIPaITH40R9bA3fzgzrSp1XKz1WFv9ye/z+0nSkiQqheTkZH744Qe6deuGoaEha9euZefOnQQHB+u7anqRnZ1NREQEX331Fba2trzwwgv6rpIQogQlpmVy+WEg9HhQFJeSe2JIFUsTevq60bepO82q25fo2nmVnQRJolJQqVRs27aNmTNnkpaWho+PDxs3bqRz5876rppehIaG4u3tjYeHB8uXL9cscSCEqFgys7K5EZ2kCYIuPQyKHp+e/zhDAxXejpbUdbWmrqs1vh52tK7pgPFTzkx7VslfTlEpmJubs3PnTn1Xo9zw8vIqcAkEIUT58XhX2eXHAqKrUYl5ToN3sTHFx9WGeq7W+Dx81HSywqyEl355lkmQJIQQQpShrGyFq1GJnL0Ty79347kYHs/lyARik3N3lYF6vaI6D1uGfFysqetmg4+LtcxCKwMSJAkhhBClRFEUbsUkc+ZOLGfvxHHuThzn78bl2v8MwECFuqvMzYa6LuqWobquNnjYm+t1/7JnmQRJQgghRAlQFIXwuFTOPgyI1I9Y4lMzc+W1MDGkYVVbGlW1pZ6bDT6u1tRylq6y8kaCJCGEEKIYohPTngiI4ohOTMuVz8TIgPpuNjTysKWRhx2NPWyp4WSFobQOlXsSJAkhhBAFiEvJ4HxYnLrb7HYc58LiCIvNPcPM0ECFj4u1JiBq5GFLHRdrvW+vIYpHgiQhhBDiocysbELvJxMSlUhIZAKXIxM5HxbHjeikXHlVKqjhaEljDzt8HwZFDdxtpMusEpEgSZS49u3b06RJE+bPnw+op6OPGzeOcePG5XmOSqVi8+bN9O3b96nKLqnrCCEqt8ysbG7GJHM1KoErkYmaoOh6dBLpmbqn3FerYq5uHaqqDogaVrXB2sy4jGsuypIESUKjd+/epKSk6Fxv6MiRI7Ru3ZoTJ07QrFmzIl33+PHjWFpallQ1AfXmrr/++iunT5/WSg8PD8fe3r5Ey8pLSkoK7u7uqFQqwsLCMDeXvY+EKG8ysrK5FZOkDoQiE7kSlcDVyESuRydqbfD6ODNjA2o5W1HbWT2YuoG7DY087KgiU+6fORIkCY1Ro0bx0ksvcevWLTw9PbWOLV26lCZNmhQ5QAJwcnIqqSoWyNXVtczK2rhxIw0bNkRRFDZt2sSrr75aZmU/SVEUsrKyZGVt8cxKz8zmZkwSVyITCIlM5GpUIlciE7gRnURmtu5gyNzYkNouVtRytqKOizW1HwZGMuVe5JCRZEKjV69eODs7s3z5cq305ORk1q9fz6hRo4iJiWHQoEF4eHhgYWGBr68va9euzfe6Xl5emq43gJCQENq1a4eZmRn169fXub/aRx99RJ06dbCwsKBGjRpMnjyZjAz1QmvLly9n2rRpnDlzBpVKhUql0tRZpVLx66+/aq5z7tw5OnbsiLm5OQ4ODrzxxhskJiZqjo8YMYK+ffsyd+5c3NzccHBw4O2339aUlZ+goCCGDBnCkCFDCAoKynX833//pWfPntjY2GBtbU3btm25du2a5vjSpUtp0KABpqamuLm5MXbsWABu3ryJSqXSaiWLjY1FpVKxd+9eAPbu3YtKpWL79u34+/tjamrKgQMHuHbtGn369MHFxQUrKyuaN2+eq2UwLS2NDz/8kGrVqmFqakrt2rUJCgpCURRq1arF3LlztfKfP38eAwMDrboLUR78ezeOj345S+d5+6j/2V90/Xo/Y386xTe7Qth6LpyQqEQysxUsTAxp7GFLPz8PJgXWZdmI5hz4sAP/TuvGlrHPMa9/E8Y8X5NO9Vyo7mAhAZLQkH87y4qiQEZy2ZdrbKEeXVgIRkZGDBs2jOXLl/PZZ59pNkHcsGED6enpvPrqqyQnJ+Pn58dHH32EjY0NW7duZejQodSoUYOWLVsWWEZ2djYvvfQSjo6OHD16lPj4eJ1jlaytrVm+fDnu7u6cO3eO119/HWtraz788EMGDBjA+fPn+euvvzQBgK2tba5rJCcn0717d1q1asXx48eJiopi9OjRjB07VisQ3LNnD25ubuzZs4erV68yYMAAmjRpwuuvv57nfVy7do0jR46wadMmFEVh3LhxXL9+nRo1agAQFhZGu3btaN++Pbt378bGxoZDhw6RmaleL2XRokWMHz+e2bNnExgYSFxcHIcOHSrw9XvShx9+yNy5c6lRowZ2dnbcuXOHHj16MHPmTMzMzFixYgW9e/fm8uXLVK9eHYBhw4Zx5MgRvv32Wxo3bsyNGzeIjo5GpVIxcuRIli1bxoQJEzRlLF26lLZt21KzZs0i10+IkpadrbDvyj2WHLjO4WsxWsesTI0edpOpW4Zquai/utmYSeAjikWCpLKSkQxfuJd9uR/fBZPCjwcaOXIkX375JXv37qVDhw6A+kPypZdewt7eHnt7e60P0HfeeYe//vqLDRs2FCpI2rlzJxcvXuTmzZt4eHgA8MUXXxAYGKiV79NPP9V87+XlxQcffMD69ev58MMPMTc3x8rKCiMjo3y719asWUNKSgorV67UjIn6/vvv6d27N//73/9wcXEBwN7enu+//x5DQ0Pq1q1Lz5492bVrV75B0tKlSwkMDNSMf+revTtLly5l5syZACxYsABbW1vWrVuHsbF6YGedOnU058+cOZMPPviA9957T5PWvHnzAl+/J02fPp0uXbponjs4ONC4cWOtcjZv3syWLVsYO3YsV65c4eeffyY4OFiz+W9OYAfw2muv8dlnn3Hs2DFatGhBRkYGq1ev5ssvvyxy3YQoSakZWWw6GUbQwetcu6eeaWZooKKHrxsvNa2Kj6s1brZmssO9KFESJAktdevWpXXr1ixdupQOHTpw7do1Dhw4wI4dOwDIyspi9uzZrF+/nrCwMNLS0khLSyv0wOyLFy9SvXp1TYAEEBAQkCvfL7/8wvz587l69SqJiYlkZmZiY2NTpHu5ePEijRs31qpbmzZtyM7O5vLly5ogqUGDBhgaPpqy6+bmxrlz5/K8blZWFitWrOCbb77RpA0ZMoT333+fadOmYWhoyOnTp2nbtq0mQHpcVFQUd+/epVOnTkW6H138/f21niclJTFt2jT++OMP7t69S2ZmJikpKYSGhgJw+vRpDA0Nef7553Vez83NjZ49e7J06VJatGjBH3/8QWpqKq+88spT11WI4riXkMaqo7dYffQW95PSAbA2NWJgi2oMb+2Fh72FnmsoKjMJksqKsYW6VUcf5RbRqFGjGDt2LAsWLGDZsmV4enpqPtC/+uorvv76a+bPn4+vry+WlpaMGzeO9PT0Ql1b1870T/7nd/ToUQYOHMi0adPo1q2bpkXmq6++KtJ9KIqS53+Vj6c/GcioVCqys3VPAQbYvn07YWFhDBgwQCs9KyuLHTt2EBgYmO9Mt4JmwRkYGGjqnyOvMVJPBqf//e9/2b59O3PnzqVWrVqYm5vTr18/zftTmBl4o0ePZujQoXz99dcsW7aMAQMGYGEhH0SibF2JTCDowA02nw7TTMmvamfOyOe86e/vIVPvRZmQIKmsqFRF6vbSp/79+/Pee+/x008/sWLFCl5//XVNUHHgwAH69OnDkCFDAPUYo5CQEOrVq1eoa9evX5/Q0FDu3r2Lu7u6+/HIkSNaeQ4dOoSnpyeffPKJJu3WrVtaeUxMTMjKyr1B5JNlrVixgqSkJE0wcejQIQwMDLS6vooqKCiIgQMHatUPYPbs2QQFBREYGEijRo1YsWIFGRkZuYIwa2trvLy82LVrl6ZL83E5swHDw8Np2rQpQK6lDvJy4MABRowYwYsvvghAYmIiN2/e1Bz39fUlOzubffv2abrbntSjRw8sLS1ZtGgRf/75J/v37y9U2UI8LUVROHg1miUHbrD/yj1NepNqdrzetgbdGrhgZCjzjUTZkSBJ5GJlZcWAAQP4+OOPiYuLY8SIEZpjtWrVYuPGjRw+fBh7e3vmzZtHREREoYOkzp074+Pjw7Bhw/jqq6+Ij4/PFWzUqlWL0NBQ1q1bR/Pmzdm6dSubN2/WyuPl5cWNGzc4ffo0Hh4eWFtbY2pqqpXn1VdfZcqUKQwfPpypU6dy79493nnnHYYOHarpaiuqe/fu8fvvv7NlyxYaNmyodWz48OH07NmTe/fuMXbsWL777jsGDhzIpEmTsLW15ejRo7Ro0QIfHx+mTp3KmDFjcHZ2JjAwkISEBA4dOsQ777yDubk5rVq1Yvbs2Xh5eREdHa01Ris/tWrVYtOmTfTu3RuVSsXkyZO1WsW8vLwYPnw4I0eO1AzcvnXrFlFRUfTv3x8AQ0NDRowYwaRJk6hVq5bO7lAhSlJaZha/nb5L0IEbXI5MAMBABd0auDK6rTd+nlX0XEPxrJKQXOg0atQoHjx4QOfOnTWzogAmT55Ms2bN6NatG+3bt8fV1bVIq1sbGBiwefNm0tLSaNGiBaNHj+bzzz/XytOnTx/ef/99xo4dS5MmTTh8+DCTJ0/WyvPyyy/TvXt3OnTogJOTk85lCCwsLNi+fTv379+nefPm9OvXj06dOvH9998X7cV4TM4gcF3jiTp06IC1tTWrVq3CwcGB3bt3k5iYyPPPP4+fnx9LlizRtCoNHz6c+fPns3DhQho0aECvXr0ICQnRXGvp0qVkZGTg7+/Pe++9pxkQXpCvv/4ae3t7WrduTe/evenWrVuuta0WLVpEv379eOutt6hbty6vv/46SUnaWy6MGjWK9PR0Ro4cWdSXSIhCu5+Uzne7Qmgzew8f/nKWy5EJWJgYMqK1F3sndGDRED8JkIReqRRdg0REgeLj47G1tSUuLi7XgOLU1FRu3LiBt7c3ZmZmeqqhEMV36NAh2rdvz507d/JtdZOfdVEc1+4lEnTwBhtP3CHt4XgjN1szRrT2YmCL6tiay3gjUXry+/x+knS3CSE00tLSuH37NpMnT6Z///7F7pYU4kmKonDkegxBB26w61KUJr1hVRteb1uDHr5uGMt4I1HOSJAkhNBYu3Yto0aNokmTJqxatUrf1RGVQHJ6Jtv/jeDHAzf49248oJ7H0qmuC6PbetPSu4qsbSTKLb2H7QsXLtQ01fv5+XHgwIF886elpfHJJ5/g6emJqakpNWvWZOnSpZrjS5YsoW3btpqFDzt37syxY8e0rjF16lTNdhY5j7Lc80uI8mrEiBFkZWVx4sQJqlatqu/qiAoiPTOba/cS2XUxkh8PXOfjzecYtPgorb7YRf3PtvP++jP8ezceM2MDhrbyZNf45/lxuD+tajhIgCTKNb22JK1fv55x48axcOFC2rRpw//93/8RGBjIhQsXtAYLP65///5ERkYSFBRErVq1iIqK0mz1AOo9rQYNGkTr1q0xMzNjzpw5dO3alX///Vfrj36DBg209rR6fDFBIYQQ2rKzFcLjU7kZncT16CRu3EviRnQiN6KTuP0ghaw8NpEF9XijIa08GdyiOvaWJmVYayGejl6DpHnz5jFq1ChGjx4NwPz589m+fTuLFi1i1qxZufL/9ddf7Nu3j+vXr1OlinrGg5eXl1aeNWvWaD1fsmQJv/zyC7t27WLYsGGa9IK2tCgJMiZeVHbyM165KIrC/aR0bsYkcf1eEjeitR85g6x1MTc2xNvRUvvhZIm3g6UERqLC0luQlJ6ezokTJ5g4caJWeteuXTl8+LDOc7Zs2YK/vz9z5sxh1apVWFpa8sILLzBjxow8VxJOTk4mIyNDE1TlCAkJwd3dHVNTU1q2bMkXX3yhtYfVk3K238gRHx+fZ96cad7JycmFWuFYiIoqOVm9abOu7VdE+ZecnsnOi1HsvRzFtXtJ3LiXSHxqZp75jQxUVHewoIajJV4OD4MgR0tqOFrhYmMqXWei0tFbkBQdHU1WVlau2TMuLi5EREToPOf69escPHgQMzMzNm/eTHR0NG+99Rb379/XGpf0uIkTJ1K1alWt1YVbtmzJypUrqVOnDpGRkcycOZPWrVvz77//4uDgoPM6s2bNYtq0aYW6N0NDQ+zs7IiKUs/gsLCwkD8eolJRFIXk5GSioqKws7OT7uoKJC0zi32X7/H72XB2XogkJSP3yvVV7cxztwo5WuJhby4rXotnit5ntz0ZPOS331Z2djYqlYo1a9Zga2sLqLvs+vXrx4IFC3K12syZM4e1a9eyd+9erTVcHt9x3tfXl4CAAGrWrMmKFSsYP368zrInTZqkdSw+Pp5q1arleV85XXk5gZIQlZGdnZ1MeqgAMrOyOXI9hi2n7/LXvxEkPNZaVL2KBb0audHIwxavhy1EZsYS9AoBegySHB0dMTQ0zNVqFBUVlefaLG5ublStWlUTIAHUq1cPRVG4c+cOtWvX1qTPnTuXL774gp07d9KoUaN862JpaYmvr6/WisdPMjU1zbXtRX5UKhVubm44OzvnuTmpEBWZsbGxtCCVY9nZCidCH7Dl9F22nQsnJunRJtSuNmb0auRG78buNPKwlZZuIfKgtyDJxMQEPz8/goODNZtxAgQHB9OnTx+d57Rp04YNGzaQmJiIlZUVAFeuXMHAwAAPDw9Nvi+//JKZM2eyfft2/P39C6xLWloaFy9epG3btk95V7kZGhrKB4kQokwoisL5sHh+P3uXP87c5W5cquaYvYUxPXzdeKGxO829qmBgIIGREAXRa3fb+PHjGTp0KP7+/gQEBLB48WJCQ0MZM2YMoO7iCgsLY+XKlQAMHjyYGTNm8NprrzFt2jSio6P573//y8iRIzVdbXPmzGHy5Mn89NNPeHl5aVqqrKysNIHVhAkT6N27N9WrVycqKoqZM2cSHx/P8OHD9fAqCCHE0wmJTOD3M3f5/Ww4N6If7cNnbWpE1wau9G7sRptajrKitRBFpNcgacCAAcTExDB9+nTCw8Np2LAh27Ztw9PTE4Dw8HBCQ0M1+a2srAgODuadd97B398fBwcH+vfvr7X558KFC0lPT6dfv35aZU2ZMoWpU6cCcOfOHQYNGkR0dDROTk60atWKo0ePasoVQojyLjQmmd/P3uX3M3e5FJGgSTczNqBTPRd6N3KnvY+TjC8S4inIBrfFVJQN8oQQoiRExqfyx9lwfj9zl9O3YzXpxoYq2tV24oUm7nSq54KVqd7n5AhRbskGt0IIUUmEx6Ww62IUf5y9y9837pPzb62BCgJqOtC7kTvdG7piZyELNgpR0iRIEkKIciQzK5uTobHsuRzFnktRWl1pAH6e9vRu5EaPRm44W5vlcRUhREmQIEkIIfTsXkIa+67cY8/lKPZfuae1jpFKBU2r2dGlviu9GrlRrYqFHmsqnoqiQEI4RF2Ee5fUXxPCwd4bnOuCUz1wrgcWVQq+lj5lpsH96xBzDSydoKofGFbOcKJy3pUQQpRjWdkKZ+/EsufyPfZejuLsnTit4/YWxjxfx4kOdZ1pW9uJKrL3WcWiKJAYBfcuQtQl7a+pcQWfb+msDpac64FT3Udfze1KveoaigIJERATAtEhEHP14dcQiA0F5bF9/ExtoWZ7qNUZanYC26p5XraikYHbxSQDt4UQRfEgKZ39IffYe/ke+67c4/5jizsCNKxqQwcfZ9r7ONOkmh2Gso5RxZAUrd0ylPM15b7u/CpDqFLjURBk465ulckJomJDdZ8HYO3+WIvTw69OPmD2FJ9B6clw/5o6AMoJgqJD1K1E6Ql5n2dqo76P2FuQ8kD7mHN9qNVJHTRVDwCjwi/EXBaK8vktQVIxSZAkhMiPoij8ezeevZej2HP5HqdCH5D92F9ba1Mj2tZxpL2PM+3rOOFsI+OLyrWUB+pAJuqCdkCUdC+PE1RQxftRF1pOa5Bj7fyDhrREuHf5YevTxUflxIflfY5ttYctTo912Tn5gIml+nh2tvr8mBCIvqrdOhR3O+/rqgzAzhMc66jr7VDr4dfaYOWs7gvOzoK7p+DqTvXjzj/AYz/oxhbg3U4dMNXqpA6s9EyCpDIgQZIQ4knxqRkcColmz+Uo9l6+R1RCmtZxHxdr2td1ooOPM36e9rK4Y3mUkaIOSiIvQOS/6qAo6iIk6t54HVAHEo93jTnXUwcWxuZ5n1NUqXHq4EkTOD3swsuzXiqwq65u8bl/DTKS8762ub068HkyEKriXfRWoOT7cH0PXN2lDpoSI7WPV6nxMGDqDF7PPQrkypAESWVAgiQhBEBscjqbT4Wx/d8I/rn5gMzHmovMjQ1pU8uRDnWdaO/jTFW7EvzQrCjunlZ/qNu4qVs8bD3KR/dLdjY8uKEOgiIvQNS/6qDo/nXt8TaPy9ViUxccfcDUqmzr/rjk+w+DpwJauAyM1APEHw+EHOuogyFLh9Kpm6JA5PmHrUy7IPQIZD+alIChCXi2fhQ0OdVVt06VMgmSyoAESUI8uxRF4Z9bD1j7dyhbz4WTlvnoQ7WGoyXtfZzpUNeJFt5VMDV6Ble8Tk+G8xvhnyB1V8yTrFzUAYddtYdfqz8KoOyqgZlt7nOeRlKM+sM66vHWoUuQkaQ7v3kVcGmgfjjXVz+eduxPWcsZK5WepA6K7D3B0Fi/dUqNh5sH1EFTyE6Ie2L8lU3VR2OZvJ8vtYHqEiSVAQmShHj2xCans+lkGGuPhRISlahJr+dmQz8/DzrVdcbLsey7D8qNe1fgn6Vw5qdHs7gMTcCjubplI/Y2ZKYUfB1T28cCqIfB0+PBVM54mCdlpD5sTXkYDOUERE92+eQwNFUHPy4NweVhMOTSQB3ElUGLxjNNUdRjonLGMt08CJmPNmRGZaj+uWn4ErT8T4kWLUFSGZAgSYhnQ16tRubGhvRu7Mbglp409rBF9ax+qGZlwKU/4HiQupUgh50n+L8GTYeCpaM6TVEgOUY9gyvujnrQcOzth18fpuU1K+xxhqYPA6eHLU9piepgKOZq3l1l9l7g3EAdDLk0UH9fpUalXd+nwslIgVuHHo1lir6iTvd9BV7+sUSLkiCpDEiQJETlll+r0eCW1enTxB0bMz13X+hT7G04sRxOrXrUUqMygDrdwX8U1OwIBsUYmJ6W+FgApSOYSgjPOxCCR11lzvUftg41UI8dMrUu1m0KPXlwC67tUo+Z8m5bopeWvduEEKIYpNWoANnZ6g+u40EQsv1RsGLlAs2GQbPh6padp2FqpQ5qnOvqPp6VoZ7OHnfnUeBkZPYoILJ2la6yysDeE/xH6rsWEiQJIURccgYbT96RVqO8JEWrW4z+WaZePDCHV1toPgrq9iq7QcGGxuquM3uvsilPPNMkSBJCPJMUReHErQf8JK1GuimKesr28SC4uAWyHq4QbmYLTV4Fv9fAqY5+6yhEKZMgSQjxTJFWowKkxsPZ9epZalEXHqW7N1O3GjV4CUxkk13xbJAgSQhR6VX4VqPIC5Aaq55Ob2j88OvjD2Pt74tzH+Fn1esand3waP0gI3Pw7acOjtyblugtCVERSJAkhKhUFEUhIj6VM7fjOBcWy9k7cZwLiyM2OUOTp8K0GkVegODJ6inRRaEzeMojoDIyVa9h9Piij44+6sCo0YCy3XleiHJGgiQhRIV2LyGNs3ceBUNn78QRnZiWK1+FaTUCSIiAPZ/DqdXqGWQGRuqBylnp6tldj3/NTENrQ1F4eDy9aGUaGEO93urgyLONzBATAgmShBAVyIOkdM6GxXHusaAoPC41Vz5DAxU+LtY08rDF18OWRlXt8HG1xsSonG8om5YIR76HQ9882pC0fh/oNAUcauZ9Xlbmo8BIE0TlfJ+WR3o6ZD58rjJQbwdh5Vw29ylEBSFBkhCiXIpPzeD8nbiHQVEcZ8NiuX0/95YWKhXUdrbCt6qdJiiq72aDmXEF2jMtO0vdarTn80cLM3o0h66fQ/WWBZ9vaPRw5WgZUC1ESZIgSQihd9nZCidDH3D6diznHgZF16N1bz5aw9ESXw9bfKva0sjDjgbuNliaVtA/ZYqi3oYhePKjmWT2XtB5KtTvK11eQuhZBf3LIoSoDDKzsvn97F0W7rmmNR0/h4e9OY097B52mdnSoKottubleKB1UUScgx2T4foe9XMzO3j+Q2g+Wj2YWgihdxIkCSHKXGpGFhtP3uGHfdc0XWjWpka0qulAYw9bfD3s8K1qSxVLEz3XtBTE34Xdn8PpNYCinmXW4g1oNwHM7fVdOyHEYyRIEkKUmaS0TH76O5QlB64TlaCegeZgacLI57wZGuBZvqfjP620BDj0LRz+DjIfjq1q8BJ0+gyqeOu3bkIInSRIEkKUutjkdJYfvsnywzc16xW525rxRrsaDGheHXOTCjTIuqiyMuHUStgzC5Ki1GnVWkHXmVCtuX7rJoTIlwRJQohSExWfyo8Hb7Dm6C2S0rMA9cDrMe1r0rdJ1dKfkp+VqR4QffckxIeDXXX1VPoqNcHSsXQHRisKhOxQjzuKvqxOq1IDOk9Tr0ckg7KFKPckSBJClLjb95P5v/3X+PmfO6Q/3AKknpsNb3eoSWBDNwwNSiFAUBS4fx3CTqqDorAT6q02MnMvGwCAqS041FAHTDmBk0NNdSBjUeXp6hJ+BnZ8Cjf2q5+b28PzE8F/JBhVwnFWQlRSEiQJIUpMSGQCi/Ze47czd8nKVq8C7edpz9gOtWjv41Syq1wnRKgDobCHAdHdU+r9zZ5kagPuTdStSLGhEHMd4u9AWpz6nMe348hhbq87eHKoCWa2edcp7g7sngln1qEZlN1yDLT9QLb3EKICkiBJCPHUzt6JZcGeq2z/N1KT1q6OE2+3r0kL7ypPHxylPgxoNEHRSUi4mzufoSm4+kJVP6jaTP21Sk0weKJbLyMF7t+A+9cg5trDr9fVXxPCIeUBhP2jfjzJwvGx4OlhS5S9F1z6A44sgMyHK4D7vgIdJ4O959PduxBCbyRIEkIUi6Io/H3jPgv2XOVASLQmvXsDV97qUJNGHnbFu3BGqnoNobATD7vNTkJMiI6MKnCuB+7NHgZEzcC5QeG6s4zNwaW++vGk9CR1t92TwVPMNfXA6+Ro9eP237qv7dkGus5QB2hCiApNgiQhRJEoisKey1Es2HONE7ceAOq90vo0cefN52tS28W68BfLzlYHQHcettqEnYDIfyE7M3deu+rqwMP9YQuRW2MwtSqhu3qMiaW6NcrVN/ex1Hh1APVk8HT/Gli7QYePwaeHDMoWopKQIEkIUShZ2QrbzoWzcO81LobHA2BiZMAA/2q80a4G1aoUYt+wpBh1MHTnH7hzXN1KlBaXO5+Fo3aXmXtT9Ww0fTN7OL7JvYm+ayKEKAMSJAlRWdy/rp7mblsVbKqC4dMvzBiXnMGR69EcvBrNnkv3CItVzxSzNDFkSCtPRrX1xtnaTPfJmekQeQ7unFAHRHeOw4MbufMZmauDIA+/h4GRH9hWk9YYIYTeSZAkREWWEAHnN8G5n5+YpaVSd//YVVMHHJqv1dVfbT10dlWlZWZx4tYDDl2N5uDVGM7dieXhJDUA7CyMea21N8Nbe2Jn8djYH0WBuNsPg6GHQVH4GchKy11nh9rqHe49/NRfneuXSEAnhBAlTYIkISqa1Di4+Duc26Beh0dRr0OEylAdDMWHq4OThLvqR14DjM3tUWyrkWDmxq3MKpxNtOVojAU3MqtwV3HkPtaAilrOVjxXy5E2tRxpU8sBCxMj9RYbN44+7DZ72HWWs5r048zsHgZE/upHVT/Zn0wIUWFIkCRERZCRCleD4ezPcGW7dgtNtZbq6eb1+4KVk3owdNI9dctObKh67Z642xB7G+Juk/0gFIP0eEh5gCrlATacxRfwBV41BB7uEJJpaA62HhjZVwdVNbjnAVdvq4OiexcfBWc5DIzApeFjQVFz9dpC0m0mhKig9B4kLVy4kC+//JLw8HAaNGjA/Pnzadu2bZ7509LSmD59OqtXryYiIgIPDw8++eQTRo4cqcmzceNGJk+ezLVr16hZsyaff/45L7744lOVK0SZy86CmwfVLUYXtmgPcHaqqw6MfPup1+h5nIEBWLuoHx7+j8YVpUdz6G4MN+KTsCYZd1U0VVXReBvdx98uER/zWNyUe5gl30WVGIlRVgrcD1E/dLHxeBQMefirZ5sZm5fayyGEEGVNr0HS+vXrGTduHAsXLqRNmzb83//9H4GBgVy4cIHq1avrPKd///5ERkYSFBRErVq1iIqKIjPz0XThI0eOMGDAAGbMmMGLL77I5s2b6d+/PwcPHqRly5bFLleIMqEoEH4azv0C5zeqFzbMYVMVGr4MjfqrW2zyaKEpaFyRoYGK2h7uPFe7Mc/VcqRJNbvce6hlpuVqgSIuDCwd1EFRVX+wcSv5+xdCiHJEpSiKUnC20tGyZUuaNWvGokWLNGn16tWjb9++zJo1K1f+v/76i4EDB3L9+nWqVNG9t9KAAQOIj4/nzz//1KR1794de3t71q5dW6xydYmPj8fW1pa4uDhsbGwKdY4QeYq5pg6Mzm3QXjjRzFbdjdaoP1RvnXvl6IeS0jLZfCqMHRciOXYjhtQM7a6wmk6WPFfLkedqO9GyRhVszGSgtBDi2VSUz2+9tSSlp6dz4sQJJk6cqJXetWtXDh8+rPOcLVu24O/vz5w5c1i1ahWWlpa88MILzJgxA3NzdTP/kSNHeP/997XO69atG/Pnzy92uaDu5ktLezQOJD4+vtD3KoROCZHw72b1zLSwE4/SjczAJxB8+0OtTmBkmuclbkQnsfLITX755w4JaY9aVB2tTHmulgNtajnyXG1H3GylG0wIIYpKb0FSdHQ0WVlZuLi4aKW7uLgQERGh85zr169z8OBBzMzM2Lx5M9HR0bz11lvcv3+fpUuXAhAREZHvNYtTLsCsWbOYNm1ake9TCC2p8eo9vs5tgOt7H5uZZgA1OqjHGdXrBaZ5r1qdna2w78o9lh++yb4r9zTp3o6WDGxejed9nPBxsS7ZzWSFEOIZpPeB20/+IVcUJc8/7tnZ2ahUKtasWYOtrXon7nnz5tGvXz8WLFigaU0qzDWLUi7ApEmTGD9+vOZ5fHw81apVK+DuhEA9zijsBBxbAhd+fbQBKqjH9jTqDw1eBCvnfC8Tl5LBhn9us+roLW7FJAPqYUkdfJwZ3tqLtrUcMTCQwEgIIUqK3oIkR0dHDA0Nc7XeREVF5WrlyeHm5kbVqlU1ARKoxxIpisKdO3eoXbs2rq6u+V6zOOUCmJqaYmqad7eHELlkpKgHXx9boh6MncOhtjow8u2nniJfgMsRCaw4cpPNJ8NIycgCwMbMiP7+1Rga4Imng2Up3YAQQjzb9BYkmZiY4OfnR3BwsNb0/ODgYPr06aPznDZt2rBhwwYSExOxslKvFnzlyhUMDAzw8PAAICAggODgYK1xSTt27KB169bFLleIIrl/HY4HwanVkBqrTjM0hYYvQfPR6gUVC+gKy8zKZufFSJYfvsnR6/c16T4u1gxv7UXfpu7qRR2FEEKUGr3+lR0/fjxDhw7F39+fgIAAFi9eTGhoKGPGjAHUXVxhYWGsXLkSgMGDBzNjxgxee+01pk2bRnR0NP/9738ZOXKkpqvtvffeo127dvzvf/+jT58+/Pbbb+zcuZODBw8Wulwhiiw7W73Y47ElcHUn8HDSqG11aD4Smg5TT58vwP2kdNYeC2XN0VvcjVN3yxkaqOha34Xhrb1o6V1FxhoJIUQZ0WuQNGDAAGJiYpg+fTrh4eE0bNiQbdu24enpCUB4eDihoaGa/FZWVgQHB/POO+/g7++Pg4MD/fv3Z+bMmZo8rVu3Zt26dXz66adMnjyZmjVrsn79es0aSYUpV4hCS74Pp1apW45ibz1Kr9UZmr8OtbuAgWGBlzl3J47lh2/y+9m7pGeqB3NXsTRhUItqvNrSE3c7mZ0mhBBlTa/rJFVksk7SMy7sJBz/UT3mKGcgtpktNB0K/iPBoWaBl0jPzObP8+GsOHyTk6GxmvRGHrYMD/CiZyM3zIwLDrCEEEIUXoVYJ0mICicjVb2u0fEl2usauTaCFq9Dw35gYlHgZSLjU1nzdyg//R1KdKJ67S1jQxU9fd0Y3tqLJtXspEtNCCHKAQmShCjIg1vwz1J1t1pyjDrN0ES9EnaL19XbdBQiqLlwN55F+67x57lwMh/uE+JsbcqrLT0Z1LIaztZmpXgTQgghikqCJCF0yc6G67vh2I9w5S80A7FtPMD/NWg2HKycCnWpqIRUvtp+hZ9P3Canc7u5lz3DArzo3tAVY0PdW40IIYTQLwmShHhcygM4/ZN6IPb9a4/Sa7RXD8Su0x0MC/drk5qRRdDBGyzcc5WkdPX6Rj0bufHm8zVpWNW2gLOFEELomwRJ4tmVkQKRF9QLPUachfCzEHkestLVx01toclgaD4KHGsX+rKKovDH2XBm/3mJsNgUABpXs+OzXvXw89S9MbMQQojyR4Ik8WxIjYOIcxB+Rh0MhZ+B6CugZOXO69JQvehjo/5gUrTVrE/fjmXGHxc4cesBAK42ZnwU6EOfxlVlyxAhhKhgJEgSlU9i1MNg6MzDFqIz8OCm7rwWjuDWGNwaqb+6NlJvFVLE2WV3Y1OY89clfj19FwBzY0PGPF+TN9rVwNxEpvELIURFJEGSqLgURb2AY/jZR8FQ+FlIjNCd37a6djDk1gis3YocED0uOT2TH/ZdZ/H+a6RmqBeBfLmZB//t5oOrrcxWE0KIikyCJFGxXNsNV3c9aiVKjdORSaUeQ+Ta6FErkWsjsCi58UDZ2QqbToXx5fZLRMar1zpq7mXP5F71aeRhV2LlCCGE0B8JkkTFsX8u7J6hnWZgDM71HrYQNVEHQy4NwNSq1Kpx7MZ9Zm69wNk76gCtWhVzJgXWI7ChqywCKYQQlYgESaL8UxTY8zns/1L93Lc/eLdTB0ZO9cDIpEyqcft+MrP+vMi2c+ruPCtTI8Z2rMWI1l6yfYgQQlRCEiSJ8k1RYMencOR79fPO0+C5cWVahYTUDL7fc5VlB2+SnpWNgQoGNK/O+C51cLI2LdO6CCGEKDsSJInyKzsb/vyveiNZgMAvoeUbZVZ8VrbC+uO3mRd8mehE9dpJz9Vy5JOe9ajnJpsaCyFEZSdBkiifsrPg93fh1GpABb2/Ab/hZVb8wZBoZm69wKWIBABqOFrySc96dKzrLOOOhBDiGSFBkih/sjLh1zFwbgOoDKDvD9B4QJkUfe1eIl9svciuS1EA2Job816n2gxp5YmJkeyxJoQQzxIJkkT5kpkOG0fCxd/BwAheDoIGfcuk6A3/3GbSpnNkZisYGqgY2sqT9zrVxt6ybAaGCyGEKF8kSBLlR0Yq/DwMQraDoQn0Xwk+gWVS9MojN/nst38BeL6OE5N71aeWc+ktIyCEEKL8kyBJlA/pSbBuMFzfC0bmMHAN1OpUJkX/sO8as/+8BMBrbbz4rFd9GXckhBBCgiRRDqTGw08DIPQwGFvCqz+D13OlXqyiKHwdfIVvd18FYGyHWnzQtY4ESEIIIQAJkoS+pTyA1f0g7B8wtYUhv0C1FqVerKIozNx6kaCDNwD4bzcf3u5Qq9TLFUIIUXFIkCT0JykGVvWBiHNgbg9DfwX3JqVebHa2wie/nmftsVAApvauz4g23qVerhBCiIpFgiShHwmRsLIP3LsIlk4w7Df1nmulLDMrm//+cpbNp8JQqeB/LzWif/NqpV6uEEKIikeCJFH24sJg5QsQcxWs3WDYFnCqU+rFpmdm8+7aU/z1bwSGBiq+HtCEFxq7l3q5QgghKiYJkkTZenATVrwAsbfAtjoM/w2q1Cj1YlMzshiz+gR7L9/DxNCA7wc3pWsD11IvVwghRMUlQZIoO9FX1S1I8WHqwGjYFrAr/a6uxLRMRq84ztHr9zEzNmDJMH/a1nYq9XKFEEJUbBIkibIRdVE9BikxEhx91GOQbNxKvdi45AxGLD/GqdBYrEyNWDqiOS28q5R6uUIIISo+CZJE6Qs/C6v6QnIMuPjC0M1gVfotOTGJaQwNOsaF8HhszY1ZObIFjavZlXq5QgghKgcJkkTpunMCVr8IqXHg3gyGbASL0m/JiYxP5dUf/+ZqVCKOViasGtWSem42pV6uEEKIykOCJFF6bh2GNf0hPQGqtVKvpG1mW+rF3r6fzKs//k3o/WTcbM1YPbolNZ1kHzYhhBBFI0GSKB3X98LaQZCRDF5tYdA6MC39QOX6vURe/fFvwuNSqV7FgjWjW1KtikWplyuEEKLykSBJlLwrO2D9EMhKg1qdYcBqMDYv9WIvRcQz5MdjRCemUdPJkjWjW+Fqa1bq5QohhKicJEgSJScjFc6shW3/hewM8OkJrywDI9NSL/rsnViGLT1GbHIG9d1sWDmqBY5WpV+uEEKIykuCJPH0Ii/AyRVwZh2kxqrTGrwELy0GQ+NSL/74zfu8tuw4iWmZNKlmx4rXWmBrUfrlCiGEqNwkSBLFk54E5zepg6M7xx+l23hA81HQ5j0wMCz1ahwIucfrK/8hNSOblt5VCBrRHCtT+bEWQgjx9OTTRBSeosDdU+rA6NxG9aw1AAMj8AmEZsOhZscyCY4Adl6I5K01J0nPyub5Ok78MMQPc5OyKVsIIUTlJ0GSKFhKLJzboA6OIs49Sq9SA5oNg8aDwdqlTKv0+5m7vL/+NJnZCt0auPDtoKaYGkmAJIQQouQY6LsCCxcuxNvbGzMzM/z8/Dhw4ECeeffu3YtKpcr1uHTpkiZP+/btdebp2bOnJs/UqVNzHXd1lc1OtSgK3DoCm8fAV3Vh2wR1gGRoCr6vwPA/4J2T8Nz7ZR4g/fzPbd5bd4rMbIUXm1ZlweBmEiAJIYQocXptSVq/fj3jxo1j4cKFtGnThv/7v/8jMDCQCxcuUL169TzPu3z5MjY2j1ZPdnJ6tMXFpk2bSE9P1zyPiYmhcePGvPLKK1rXaNCgATt37tQ8NzSUD1kAkqLVM9ROroToK4/SneqB33BoNKBMVszOy4rDN5my5V8ABrWozud9G2JgoNJbfYQQQlReeg2S5s2bx6hRoxg9ejQA8+fPZ/v27SxatIhZs2bleZ6zszN2dnY6j1Wpov0Bvm7dOiwsLHIFSUZGRtJ6lCM7G27sU3enXfxDPX0fwNgCGr4EzUaAhz+o9BuMLNx7lTl/XQZg1HPefNqzHio910kIIUTlpbcgKT09nRMnTjBx4kSt9K5du3L48OF8z23atCmpqanUr1+fTz/9lA4dOuSZNygoiIEDB2JpaamVHhISgru7O6amprRs2ZIvvviCGjVqFP+GKqL4cDi9Gk6ugthbj9Ldm6oHYTd8Gcz0v9+Zoih8teMK3++5CsA7HWsxvksdCZCEEEKUKr0FSdHR0WRlZeHioj2excXFhYiICJ3nuLm5sXjxYvz8/EhLS2PVqlV06tSJvXv30q5du1z5jx07xvnz5wkKCtJKb9myJStXrqROnTpERkYyc+ZMWrduzb///ouDg4POstPS0khLS9M8j4+PL+otlw+KAle2q1uNrmwHJUudbmoLjfqrB2K7NdJvHR+jKAoz/rjI0kM3AJgYWJcxz9fUc62EEEI8C/Q+u+3J1gBFUfJsIfDx8cHHx0fzPCAggNu3bzN37lydQVJQUBANGzakRYsWWumBgYGa7319fQkICKBmzZqsWLGC8ePH6yx71qxZTJs2rdD3VW7tmgYHv370vHqAutWofh8wKV97nGVlK3yy+Rzrjt8GYHqfBgwL8NJvpYQQQjwz9Da7zdHREUNDw1ytRlFRUblal/LTqlUrQkJCcqUnJyezbt06zXin/FhaWuLr66vzOjkmTZpEXFyc5nH79u1C17HceHATDn+v/r7Ff+DtYzDyL2gyqNwFSBlZ2Yz/+TTrjt/GQAVf9mskAZIQQogypbcgycTEBD8/P4KDg7XSg4ODad26daGvc+rUKdzc3HKl//zzz6SlpTFkyJACr5GWlsbFixd1XieHqakpNjY2Wo8KZ88X6kHZNdpDjzng5FPgKfqQlpnFW2tO8tvpuxgZqPhuUDNe8a+m72oJIYR4xui1u238+PEMHToUf39/AgICWLx4MaGhoYwZMwZQt96EhYWxcuVKQD37zcvLiwYNGpCens7q1avZuHEjGzduzHXtoKAg+vbtq3OM0YQJE+jduzfVq1cnKiqKmTNnEh8fz/Dhw0v3hvUp4jyc/Vn9feepeq1KflLSs3hj1T8cCInGxMiAH4Y0o2Pdsl2HSQghhAA9B0kDBgwgJiaG6dOnEx4eTsOGDdm2bRuenp4AhIeHExoaqsmfnp7OhAkTCAsLw9zcnAYNGrB161Z69Oihdd0rV65w8OBBduzYobPcO3fuMGjQIKKjo3FycqJVq1YcPXpUU26ltGs6oECDF9Wz18qhhNQMRi3/h2M372NhYsiPw/xpXctR39USQgjxjFIpiqLouxIVUXx8PLa2tsTFxZX/rrdbh2FZIKgMYexxcCh/s8Nik9MZvvQYZ+7EYW1mxPLXmuPnqb9FK4UQQlRORfn81vvsNlHKFAWCp6i/bzasXAZI9xLSGBr0N5ciErC3MGbVqJY0rGqr72oJIYR4xkmQVNld/hPuHAMjc3j+I33XJpe7sSkM+fFvrkcn4WxtyprRLantYq3vagkhhBBFn93m5eXF9OnTtcYKiXIqO+vhWCSg1Ztgk/fsPX24FZPEKz8c4Xp0ElXtzPn5PwESIAkhhCg3ihwkffDBB/z222/UqFGDLl26sG7dOq2VqEU5cmYd3LsIZnbQ5j1910ZLSGQCr/xwhLDYFLwdLdkwJgAvR8uCTxRCCCHKSJGDpHfeeYcTJ05w4sQJ6tevz7vvvoubmxtjx47l5MmTpVFHURwZqep1kQDajgdzO71W53Hnw+IYsPgoUQlp+LhYs/4/rXC3M9d3tYQQQggtxV5MsnHjxnzzzTeEhYUxZcoUfvzxR5o3b07jxo1ZunQpMmlOz47/CPF3wKYqtHhD37XROHHrAYOWHOV+UjqNPGxZ90YrnK3N9F0tIYQQIpdiD9zOyMhg8+bNLFu2jODgYFq1asWoUaO4e/cun3zyCTt37uSnn34qybqKwkqNgwNfqb9vPxGMy0crzeGr0Yxe+Q/J6Vk097Jn6YjmWJsZ67taQgghhE5FDpJOnjzJsmXLWLt2LYaGhgwdOpSvv/6aunXravJ07dpV54azoowc/g5S7oNjHWg8WN+1AWD3pUjGrD5JemY2bWs78n9D/bAwkcmVQgghyq8if0o1b96cLl26sGjRIvr27Yuxce6WgPr16zNw4MASqaAoooRIOLJA/X3HyWCo/0Bk69lw3lt3isxshS71Xfh+cFNMjQz1XS0hhBAiX0X+BL1+/XqB23dYWlqybNmyYldKPIX9cyAjGar6Q73e+q4Nv5y4w4e/nCFbgRcau/NV/8YYG+ptX2UhhBCi0Ir8aRUVFcXff/+dK/3vv//mn3/+KZFKiWK6fx1OLFd/33kqqFT6rA2rjtxkwgZ1gDSweTW+HtBEAiQhhBAVRpE/sd5++21u376dKz0sLIy33367RColimn355CdCbU6g3dbvVbl//ZdY/Jv/wLwWhsvZr3ki6GBfoM2IYQQoiiK3N124cIFmjVrliu9adOmXLhwoUQqJYoh/Ayc/0X9facpequGoih8vTOEb3eFADC2Qy0+6FoHlZ5btYQQQoiiKnJLkqmpKZGRkbnSw8PDMTLS/yDhZ9bOaeqvDfuBWyO9VeOrHVc0AdKH3X2Y0M1HAiQhhBAVUpGDpC5dujBp0iTi4uI0abGxsXz88cd06dKlRCsnCunGfri2CwyMoOMneqvG6duxLNh7FYCpvevzVvtaequLEEII8bSK3PTz1Vdf0a5dOzw9PWnatCkAp0+fxsXFhVWrVpV4BUUBFAV2TlV/7/caVKmhl2pkZStM/vU8igIvNavKiDbeeqmHEEIIUVKKHCRVrVqVs2fPsmbNGs6cOYO5uTmvvfYagwYN0rlmkihlF3+HsBNgbAnPf6i3aqw9Fsq5sDiszYyYFFhPb/UQQgghSkqxBhFZWlryxhvlZz+wZ1ZWJuyarv4+4C2wctZLNWIS0/hy+2UAJnT1wcnaVC/1EEIIIUpSsUdaX7hwgdDQUNLT07XSX3jhhaeulCik02sgJgTMq0Drd/VWjf/9dYm4lAzqu9nwasvqequHEEIIUZKKteL2iy++yLlz51CpVCiKAqCZwZSVlVWyNRS6ZaTA3tnq79tNADMbvVTjxK37/PzPHQBm9G2IkSwWKYQQopIo8ifae++9h7e3N5GRkVhYWPDvv/+yf/9+/P392bt3bylUUeh0bDEk3AXbauA/Si9VyMzKZvKv6gUj+/t74Odpr5d6CCGEEKWhyC1JR44cYffu3Tg5OWFgYICBgQHPPfccs2bN4t133+XUqVOlUU/xuJRYODBP/X37SWBsppdqrPk7lAvh8diaG/NR97p6qYMQQghRWorckpSVlYWVlRUAjo6O3L17FwBPT08uX75csrUTuh2aD6mx4FQPGg/USxXuJaQxd4f6/f5vNx8crGSwthBCiMqlyC1JDRs25OzZs9SoUYOWLVsyZ84cTExMWLx4MTVq6GeNnmdKfDgc/UH9fafPwMBQL9WY9edFElIzaeRhy6AWMlhbCCFE5VPkIOnTTz8lKSkJgJkzZ9KrVy/atm2Lg4MD69evL/EKiifs+x9kpkC1VuATqJcqHLtxn00nw1CpYEafhrJxrRBCiEqpyEFSt27dNN/XqFGDCxcucP/+fezt7WWPrtIWfRVOrlR/33kq6OH1zsjKZvKv5wEY2Lw6javZlXkdhBBCiLJQpDFJmZmZGBkZcf78ea30KlWqSIBUFnbPACULancDzwC9VGHlkVtcjkzA3sKYD7v56KUOQgghRFkoUpBkZGSEp6enrIWkD2En4cKvgAo6T9FLFSLjU/k6+AoAH3Wvi72liV7qIYQQQpSFIs9u+/TTT5k0aRL3798vjfqIvOyapv7aaAC4NNBLFb7YdpHEtEyaVLOjv381vdRBCCGEKCtFHpP07bffcvXqVdzd3fH09MTS0lLr+MmTJ0uscuKha3vg+l4wMIYOH+ulCoevRfPb6buoVDCzb0MMZLC2EEKISq7IQVLfvn1LoRoiT9nZsHOq+vvmo8Des8yrkJGVzWe/qVfWHtLSk4ZVbcu8DkIIIURZK3KQNGWKfsbDPLMu/gbhp8HECtpO0EsVlh26wdWoRBwsTZjQVQZrCyGEeDbIbqTlWVYG7Jqh/r71O2DlVOZVCI9LYf7OEAAmBtbF1sK4zOsghBBC6EORW5IMDAzyne4vM99K0KlVcP8aWDhCwNt6qcLMrRdJTs/Cz9Oel5t56KUOQgghhD4UOUjavHmz1vOMjAxOnTrFihUrmDZtWolV7JmXngx7/6f+vt1/wdS6zKtwMCSarWfDMVDB9D4NZLC2EEKIZ0qRg6Q+ffrkSuvXrx8NGjRg/fr1jBo1qkQq9sz7exEkRoBddfB/rcyLT8vM4rPf1IuGDgvwooG7DNYWQgjxbCmxMUktW7Zk586dJXW5Z1vyfTj4jfr7Dp+CkWmZVyHo4A2uRyfhaGXK+K51yrx8IYQQQt9KJEhKSUnhu+++w8Oj6GNWFi5ciLe3N2ZmZvj5+XHgwIE88+7duxeVSpXrcenSJU2e5cuX68yTmppa7HLL3MGvIS0OXBqC7ytlXnxYbArf7boKwCc962JjJoO1hRBCPHuK3N325Ea2iqKQkJCAhYUFq1evLtK11q9fz7hx41i4cCFt2rTh//7v/wgMDOTChQtUr149z/MuX76MjY2N5rmTk/asLxsbGy5fvqyVZmZm9tTllom4MDi2WP19p8/AoOwnIM74/QIpGVm08KpC3yZVy7x8IYQQojwocpD09ddfawVJBgYGODk50bJlS+zt7Yt0rXnz5jFq1ChGjx4NwPz589m+fTuLFi1i1qxZeZ7n7OyMnZ1dnsdVKhWurq4lXm6ZOLkSMlOhemuo3bXMi997OYq//o3A0EDF9L4NZONiIYQQz6wiB0kjRowokYLT09M5ceIEEydO1Erv2rUrhw8fzvfcpk2bkpqaSv369fn000/p0KGD1vHExETNRrxNmjRhxowZNG3a9KnKTUtLIy0tTfM8Pj6+UPdZZM9/BI61oYo3lHGAkpqRxZQt6pW1X2vtRV1XmwLOEEIIISqvIvflLFu2jA0bNuRK37BhAytWrCj0daKjo8nKysLFxUUr3cXFhYiICJ3nuLm5sXjxYjZu3MimTZvw8fGhU6dO7N+/X5Onbt26LF++nC1btrB27VrMzMxo06YNISEhxS4XYNasWdja2moe1aqV0gavBgbg2w+q+pXO9fOxZP91bsUk42xtynuda5d5+UIIIUR5UuSWpNmzZ/PDDz/kSnd2duaNN95g+PDhRbrek905iqLk2cXj4+ODj8+jbTECAgK4ffs2c+fOpV27dgC0atWKVq1aafK0adOGZs2a8d133/Htt98Wq1yASZMmMX78eM3z+Pj40guU9OD2/WS+36MerP1pr/pYy2BtIYQQz7gityTdunULb2/vXOmenp6EhoYW+jqOjo4YGhrmar2JiorK1cqTn1atWmlaiXQxMDCgefPmmjzFLdfU1BQbGxutR2Uy7fcLpGVmE1DDgd6N3PRdHSGEEELvihwkOTs7c/bs2VzpZ86cwcHBodDXMTExwc/Pj+DgYK304OBgWrduXejrnDp1Cje3vD/UFUXh9OnTmjwlVW5lsutiJDsvRmJkoGJ6HxmsLYQQQkAxutsGDhzIu+++i7W1taaLa9++fbz33nsMHDiwSNcaP348Q4cOxd/fn4CAABYvXkxoaChjxowB1F1cYWFhrFy5ElDPQvPy8qJBgwakp6ezevVqNm7cyMaNGzXXnDZtGq1ataJ27drEx8fz7bffcvr0aRYsWFDocp8lqRlZTP1dPVh7VFtvaruU/fYnQgghRHlU5CBp5syZ3Lp1i06dOmFkpD49OzubYcOG8cUXXxTpWgMGDCAmJobp06cTHh5Ow4YN2bZtG56engCEh4drdeGlp6czYcIEwsLCMDc3p0GDBmzdupUePXpo8sTGxvLGG28QERGBra0tTZs2Zf/+/bRo0aLQ5T5LFu29xu37KbjamPFuRxmsLYQQQuRQKYqiFOfEkJAQTp8+jbm5Ob6+vs9cgBEfH4+trS1xcXEVdnzSrZgkuny9n/TMbBYMbkZPGYskhBCikivK53eRW5Jy1K5dm9q1peWholIUhSlb/iU9M5u2tR3p4Zv34ptCCCHEs6jIA7f79evH7Nmzc6V/+eWXvPJK2e8zJoon+EIkey/fw9hQxdQXZLC2EEII8aQiB0n79u2jZ8+eudK7d++utaijKL9S0rOY9vsFAN5oV4OaTlZ6rpEQQghR/hQ5SEpMTMTExCRXurGxcelt1SFK1II9VwmLTaGqnTlvd6il7+oIIYQQ5VKRg6SGDRuyfv36XOnr1q2jfv36JVIpUXqu30tk8f7rAEzuVR8Lk2IPSxNCCCEqtSJ/Qk6ePJmXX36Za9eu0bFjRwB27drFTz/9xC+//FLiFRQlK+jgDdKzsnm+jhPdGhR+ZXMhhBDiWVPkIOmFF17g119/5YsvvuCXX37B3Nycxo0bs3v37go7Ff5ZcjFc3SXaz89DBmsLIYQQ+ShWX0vPnj01g7djY2NZs2YN48aN48yZM2RlZZVoBUXJURSFkKhEAGq7yGBtIYQQIj9FHpOUY/fu3QwZMgR3d3e+//57evTowT///FOSdRMl7F5CGgmpmRiowNvRUt/VEUIIIcq1IrUk3blzh+XLl7N06VKSkpLo378/GRkZbNy4UQZtVwA5rUheDpaYGhnquTZCCCFE+VbolqQePXpQv359Lly4wHfffcfdu3f57rvvSrNuooSFRCYAUMtZutqEEEKIghS6JWnHjh28++67vPnmm7IdSQWV05IkQZIQQghRsEK3JB04cICEhAT8/f1p2bIl33//Pffu3SvNuokSJoO2hRBCiMIrdJAUEBDAkiVLCA8P5z//+Q/r1q2jatWqZGdnExwcTEJCQmnWU5SAqzlBkrO1nmsihBBClH9Fnt1mYWHByJEjOXjwIOfOneODDz5g9uzZODs788ILL5RGHUUJiElM435SOioVslebEEIIUQjFXgIAwMfHhzlz5nDnzh3Wrl1bUnUSpSCnFcnD3hxzE5nZJoQQQhTkqYKkHIaGhvTt25ctW7aUxOVEKdAM2pZWJCGEEKJQSiRIEuWfZjySi4xHEkIIIQpDgqRnREiUrJEkhBBCFIUESc+IRzPbJEgSQgghCkOCpGdAXEoGkfFpgLQkCSGEEIUlQdIzIKcVydXGDGszYz3XRgghhKgYJEh6Blx9OB5JVtoWQgghCk+CpGdASKTs2SaEEEIUlQRJz4Cr92Q7EiGEEKKoJEh6BuS0JEl3mxBCCFF4EiRVcklpmYTFpgCy2rYQQghRFBIkVXLXHna1OVqZYG9poufaCCGEEBWHBEmVnAzaFkIIIYpHgqRKTgZtCyGEEMUjQVIlJ4O2hRBCiOKRIKmSuyob2wohhBDFIkFSJZaakUXo/WRAgiQhhBCiqCRIqsSu30siWwFbc2OcrEz1XR0hhBCiQpEgqRJ7NGjbCpVKpefaCCGEEBWLBEmV2NVI2dhWCCGEKC4JkiqxkKicNZJk+r8QQghRVHoPkhYuXIi3tzdmZmb4+flx4MCBPPPu3bsXlUqV63Hp0iVNniVLltC2bVvs7e2xt7enc+fOHDt2TOs6U6dOzXUNV1fXUrtHfXkUJElLkhBCCFFUeg2S1q9fz7hx4/jkk084deoUbdu2JTAwkNDQ0HzPu3z5MuHh4ZpH7dq1Ncf27t3LoEGD2LNnD0eOHKF69ep07dqVsLAwrWs0aNBA6xrnzp0rlXvUl4ysbG5GJwHqMUlCCCGEKBojfRY+b948Ro0axejRowGYP38+27dvZ9GiRcyaNSvP85ydnbGzs9N5bM2aNVrPlyxZwi+//MKuXbsYNmyYJt3IyKhSth7luBWTRGa2gqWJIW62ZvqujhBCCFHh6K0lKT09nRMnTtC1a1et9K5du3L48OF8z23atClubm506tSJPXv25Js3OTmZjIwMqlSpopUeEhKCu7s73t7eDBw4kOvXr+d7nbS0NOLj47Ue5ZlmzzYXa5nZJoQQQhSD3oKk6OhosrKycHFx0Up3cXEhIiJC5zlubm4sXryYjRs3smnTJnx8fOjUqRP79+/Ps5yJEydStWpVOnfurElr2bIlK1euZPv27SxZsoSIiAhat25NTExMnteZNWsWtra2mke1atWKeMdlK2c8knS1CSGEEMWj1+42IFcrh6IoebZ8+Pj44OPjo3keEBDA7du3mTt3Lu3atcuVf86cOaxdu5a9e/diZvaoyykwMFDzva+vLwEBAdSsWZMVK1Ywfvx4nWVPmjRJ61h8fHy5DpRk0LYQQgjxdPTWkuTo6IihoWGuVqOoqKhcrUv5adWqFSEhIbnS586dyxdffMGOHTto1KhRvtewtLTE19dX53VymJqaYmNjo/Uoz0Jy1kiSIEkIIYQoFr0FSSYmJvj5+REcHKyVHhwcTOvWrQt9nVOnTuHm5qaV9uWXXzJjxgz++usv/P39C7xGWloaFy9ezHWdiiorW+G6ZmabrJEkhBBCFIdeu9vGjx/P0KFD8ff3JyAggMWLFxMaGsqYMWMAdRdXWFgYK1euBNSz37y8vGjQoAHp6emsXr2ajRs3snHjRs0158yZw+TJk/npp5/w8vLStFRZWVlhZaVuVZkwYQK9e/emevXqREVFMXPmTOLj4xk+fHgZvwKl4/b9ZNIzszEzNqCqvbm+qyOEEEJUSHoNkgYMGEBMTAzTp08nPDychg0bsm3bNjw9PQEIDw/XWjMpPT2dCRMmEBYWhrm5OQ0aNGDr1q306NFDk2fhwoWkp6fTr18/rbKmTJnC1KlTAbhz5w6DBg0iOjoaJycnWrVqxdGjRzXlVnQ545FqOllhaCAz24QQQojiUCmKoui7EhVRfHw8tra2xMXFlbvxSQv3XmXOX5fp08SdbwY21Xd1hBBCiHKjKJ/fet+WRJS8q5Ey/V8IIYR4WhIkVUKysa0QQgjx9CRIqmSysxWu3XvYkuQiLUlCCCFEcUmQVMncjUshOT0LY0MVnlUs9F0dIYQQosKSIKmSyelqq+FohZGhvL1CCCFEccmnaCWTM2hbtiMRQgghno4ESZVMSJR6OxIJkoQQQoinI0FSJXM1SgZtCyGEECVBgqRKRFEUzZgk2bNNCCGEeDoSJFUiUQlpJKRmYmigwstRZrYJIYQQT0OCpEok5OGgbc8qFpgaGeq5NkIIIUTFJkFSJSKDtoUQQoiSI0FSJSKDtoUQQoiSI0FSJSKDtoUQQoiSI0FSJXI1ShaSFEIIIUqKBEmVRExiGveT0lGpoKaTBElCCCHE05IgqZLI6WrzsDfH3ERmtgkhhBBPS4KkSuKqjEcSQgghSpQESZXEoyBJutqEEEKIkiBBUiUhayQJIYQQJUuCpEoiZ7VtCZKEEEKIkiFBUiUQl5JBVEIaIEGSEEIIUVIkSKoEcsYjudmaYW1mrOfaCCGEEJWDBEmVwFUZjySEEEKUOAmSKoGc8Ugy/V8IIYQoORIkVQIhsh2JEEIIUeIkSKoENGskuUiQJIQQQpQUCZIquKS0TMJiUwCoJXu2CSGEECVGgqQK7to9dSuSo5Up9pYmeq6NEEIIUXlIkFTBPRq0La1IQgghREmSIKmCC5HxSEIIIUSpkCCpgpM1koQQQojSIUFSBSfT/4UQQojSIUFSBZaakcXt+8mALCQphBBClDQJkiqw6/eSyFbAzsIYRyuZ2SaEEEKUJAmSKrCQh+ORajtboVKp9FwbIYQQonLRe5C0cOFCvL29MTMzw8/PjwMHDuSZd+/evahUqlyPS5cuaeXbuHEj9evXx9TUlPr167N58+anKre8uirjkYQQQohSo9cgaf369YwbN45PPvmEU6dO0bZtWwIDAwkNDc33vMuXLxMeHq551K5dW3PsyJEjDBgwgKFDh3LmzBmGDh1K//79+fvvv5+63PImZ42kWjIeSQghhChxKkVRFH0V3rJlS5o1a8aiRYs0afXq1aNv377MmjUrV/69e/fSoUMHHjx4gJ2dnc5rDhgwgPj4eP78809NWvfu3bG3t2ft2rXFKleX+Ph4bG1tiYuLw8bGplDnlLTO8/ZxNSqRlSNb0K6Ok17qIIQQQlQkRfn81ltLUnp6OidOnKBr165a6V27duXw4cP5ntu0aVPc3Nzo1KkTe/bs0Tp25MiRXNfs1q2b5ppPU255kp6Zzc3oJEAWkhRCCCFKg5G+Co6OjiYrKwsXFxetdBcXFyIiInSe4+bmxuLFi/Hz8yMtLY1Vq1bRqVMn9u7dS7t27QCIiIjI95rFKRcgLS2NtLQ0zfP4+PjC32wpuBWTRGa2gpWpEa42ZnqtixBCCFEZ6S1IyvHkrCxFUfKcqeXj44OPj4/meUBAALdv32bu3LmaIKmw1yxKuQCzZs1i2rRp+d9MGcpZRLKmzGwTQgghSoXeutscHR0xNDTM1XoTFRWVq5UnP61atSIkJETz3NXVNd9rFrfcSZMmERcXp3ncvn270HUsDbKxrRBCCFG69BYkmZiY4OfnR3BwsFZ6cHAwrVu3LvR1Tp06hZubm+Z5QEBArmvu2LFDc83ilmtqaoqNjY3WQ5+u3pMgSQghhChNeu1uGz9+PEOHDsXf35+AgAAWL15MaGgoY8aMAdStN2FhYaxcuRKA+fPn4+XlRYMGDUhPT2f16tVs3LiRjRs3aq753nvv0a5dO/73v//Rp08ffvvtN3bu3MnBgwcLXW5FEBL5cCFJGbQthBBClAq9BkkDBgwgJiaG6dOnEx4eTsOGDdm2bRuenp4AhIeHa61dlJ6ezoQJEwgLC8Pc3JwGDRqwdetWevToocnTunVr1q1bx6effsrkyZOpWbMm69evp2XLloUut7zLzMrmes7MNlkjSQghhCgVel0nqSLT5zpJN6KT6DB3L2bGBlyY1h0DAxm4LYQQQhRGhVgnSRRfTldbTScrCZCEEEKIUiJBUgUkg7aFEEKI0idBUgV0NWf6v4uMRxJCCCFKiwRJFVDOQpK1pCVJCCGEKDUSJFUw2dkKV6Oku00IIYQobRIkVTBhsSmkZGRhYmhA9SoW+q6OEEIIUWlJkFTB5Aza9na0xMhQ3j4hhBCitMinbAWTM2i7lqy0LYQQQpQqCZIqmJCoh9uRyHgkIYQQolRJkFTBhGgGbcv0fyGEEKI0SZBUgSiK8qi7TVqShBBCiFIlQVIFEhmfRkJaJoYGKrwcZWabEEIIUZokSKpActZH8nSwwNTIUM+1EUIIISo3CZIqEBm0LYQQQpQdCZIqEBm0LYQQQpQdCZIqEBm0LYQQQpQdCZIqkJzuNgmShBBCiNInQVIFEZOYxoPkDFQqqOkkQZIQQghR2iRIqiByxiNVs7fA3ERmtgkhhBClTYKkCuLRoG1pRRJCCCHKggRJFcTVSBmPJIQQQpQlCZIqiJyWJAmShBBCiLIhQVIFkbPadm0XWSNJCCGEKAsSJFUAcckZRCWkAdKSJIQQQpQVCZIqgKv31OOR3G3NsDI10nNthBBCiGeDBEkVQEjOStvS1SaEEEKUGQmSKgDNoG1ZRFIIIYQoMxIkVQCPBm1LkCSEEEKUFQmSKoCrspCkEEIIUeYkSCrnEtMyCYtNAWRmmxBCCFGWJEgq5649bEVysjbFzsJEz7URQgghnh0SJJVzMmhbCCGE0A8Jkso5GbQthBBC6IcESeXc1Sj1QpIyaFsIIYQoWxIklXOPNraVhSSFEEKIsiRBUjmWmpFF6P1kQLrbhBBCiLImQVI5du1eIooCdhbGOFjKzDYhhBCiLOk9SFq4cCHe3t6YmZnh5+fHgQMHCnXeoUOHMDIyokmTJlrp7du3R6VS5Xr07NlTk2fq1Km5jru6upbkbZWIxxeRVKlUeq6NEEII8WzRa5C0fv16xo0bxyeffMKpU6do27YtgYGBhIaG5nteXFwcw4YNo1OnTrmObdq0ifDwcM3j/PnzGBoa8sorr2jla9CggVa+c+fOlei9lYSrMh5JCCGE0Bu9Bknz5s1j1KhRjB49mnr16jF//nyqVavGokWL8j3vP//5D4MHDyYgICDXsSpVquDq6qp5BAcHY2FhkStIMjIy0srn5ORUovdWEkIiZTsSIYQQQl/0FiSlp6dz4sQJunbtqpXetWtXDh8+nOd5y5Yt49q1a0yZMqVQ5QQFBTFw4EAsLS210kNCQnB3d8fb25uBAwdy/fr1fK+TlpZGfHy81qO0heRM/5dB20IIIUSZ01uQFB0dTVZWFi4uLlrpLi4uRERE6DwnJCSEiRMnsmbNGoyMjAos49ixY5w/f57Ro0drpbds2ZKVK1eyfft2lixZQkREBK1btyYmJibPa82aNQtbW1vNo1q1aoW4y+JLz8zmZox6Zpvs2SaEEEKUPb0P3H5yQLKiKDoHKWdlZTF48GCmTZtGnTp1CnXtoKAgGjZsSIsWLbTSAwMDefnll/H19aVz585s3boVgBUrVuR5rUmTJhEXF6d53L59u1B1KK6bMUlkZStYmRrhamNWqmUJIYQQIreCm2NKiaOjI4aGhrlajaKionK1LgEkJCTwzz//cOrUKcaOHQtAdnY2iqJgZGTEjh076NixoyZ/cnIy69atY/r06QXWxdLSEl9fX0JCQvLMY2pqiqmpaWFv76k9GrQtM9uEEEIIfdBbS5KJiQl+fn4EBwdrpQcHB9O6detc+W1sbDh37hynT5/WPMaMGYOPjw+nT5+mZcuWWvl//vln0tLSGDJkSIF1SUtL4+LFi7i5uT3dTZUgGbQthBBC6JfeWpIAxo8fz9ChQ/H39ycgIIDFixcTGhrKmDFjAHUXV1hYGCtXrsTAwICGDRtqne/s7IyZmVmudFB3tfXt2xcHB4dcxyZMmEDv3r2pXr06UVFRzJw5k/j4eIYPH146N1oMMmhbCCGE0C+9BkkDBgwgJiaG6dOnEx4eTsOGDdm2bRuenp4AhIeHF7hmki5Xrlzh4MGD7NixQ+fxO3fuMGjQIKKjo3FycqJVq1YcPXpUU2558GghSVkjSQghhNAHlaIoir4rURHFx8dja2tLXFwcNjY2JXrtzKxs6n+2nfSsbA582IFqVSxK9PpCCCHEs6oon996n90mcrv9IIX0rGzMjA2oameu7+oIIYQQzyQJksqhkEj1eKRazlYYGMjMNiGEEEIfJEgqh0JkPJIQQgihdxIklUOPr5EkhBBCCP2QIKkcypn+L0GSEEIIoT8SJJUz2dkK16KSAFlIUgghhNAnCZLKmbDYFFIysjAxNKC6TP0XQggh9EaCpHImZzxSDSdLjAzl7RFCCCH0RT6Fy5nYlHSsTY1kPJIQQgihZ3rdlkTk9mJTD/o2qUpKRpa+qyKEEEI806QlqRxSqVRYmEj8KoQQQuiTBElCCCGEEDpIkCSEEEIIoYMESUIIIYQQOkiQJIQQQgihgwRJQgghhBA6SJAkhBBCCKGDBElCCCGEEDpIkCSEEEIIoYMESUIIIYQQOkiQJIQQQgihgwRJQgghhBA6SJAkhBBCCKGDBElCCCGEEDrIVvPFpCgKAPHx8XquiRBCCCEKK+dzO+dzPD8SJBVTQkICANWqVdNzTYQQQghRVAkJCdja2uabR6UUJpQSuWRnZ3P37l2sra1RqVQleu34+HiqVavG7du3sbGxKdFrlzdyr5XXs3S/cq+V17N0v8/KvSqKQkJCAu7u7hgY5D/qSFqSisnAwAAPD49SLcPGxqZS/6A+Tu618nqW7lfutfJ6lu73WbjXglqQcsjAbSGEEEIIHSRIEkIIIYTQQYKkcsjU1JQpU6Zgamqq76qUOrnXyutZul+518rrWbrfZ+leC0sGbgshhBBC6CAtSUIIIYQQOkiQJIQQQgihgwRJQgghhBA6SJAkhBBCCKGDBEl6snDhQry9vTEzM8PPz48DBw7km3/fvn34+flhZmZGjRo1+OGHH8qopsU3a9YsmjdvjrW1Nc7OzvTt25fLly/ne87evXtRqVS5HpcuXSqjWhfP1KlTc9XZ1dU133Mq4nuaw8vLS+f79Pbbb+vMX5He1/3799O7d2/c3d1RqVT8+uuvWscVRWHq1Km4u7tjbm5O+/bt+ffffwu87saNG6lfvz6mpqbUr1+fzZs3l9IdFF5+95qRkcFHH32Er68vlpaWuLu7M2zYMO7evZvvNZcvX67zvU5NTS3luylYQe/tiBEjctW7VatWBV63or23gM73SKVS8eWXX+Z5zfL83pYWCZL0YP369YwbN45PPvmEU6dO0bZtWwIDAwkNDdWZ/8aNG/To0YO2bdty6tQpPv74Y9599102btxYxjUvmn379vH2229z9OhRgoODyczMpGvXriQlJRV47uXLlwkPD9c8ateuXQY1fjoNGjTQqvO5c+fyzFtR39Mcx48f17rX4OBgAF555ZV8z6sI72tSUhKNGzfm+++/13l8zpw5zJs3j++//57jx4/j6upKly5dNPs56nLkyBEGDBjA0KFDOXPmDEOHDqV///78/fffpXUbhZLfvSYnJ3Py5EkmT57MyZMn2bRpE1euXOGFF14o8Lo2NjZa73N4eDhmZmalcQtFUtB7C9C9e3etem/bti3fa1bE9xbI9f4sXboUlUrFyy+/nO91y+t7W2oUUeZatGihjBkzRiutbt26ysSJE3Xm//DDD5W6detqpf3nP/9RWrVqVWp1LA1RUVEKoOzbty/PPHv27FEA5cGDB2VXsRIwZcoUpXHjxoXOX1ne0xzvvfeeUrNmTSU7O1vn8Yr6vgLK5s2bNc+zs7MVV1dXZfbs2Zq01NRUxdbWVvnhhx/yvE7//v2V7t27a6V169ZNGThwYInXubievFddjh07pgDKrVu38syzbNkyxdbWtmQrVwp03e/w4cOVPn36FOk6leW97dOnj9KxY8d881SU97YkSUtSGUtPT+fEiRN07dpVK71r164cPnxY5zlHjhzJlb9bt278888/ZGRklFpdS1pcXBwAVapUKTBv06ZNcXNzo1OnTuzZs6e0q1YiQkJCcHd3x9vbm4EDB3L9+vU881aW9xTUP9OrV69m5MiRBW72XBHf18fduHGDiIgIrffO1NSU559/Ps/fX8j7/c7vnPIoLi4OlUqFnZ1dvvkSExPx9PTEw8ODXr16cerUqbKpYAnYu3cvzs7O1KlTh9dff52oqKh881eG9zYyMpKtW7cyatSoAvNW5Pe2OCRIKmPR0dFkZWXh4uKile7i4kJERITOcyIiInTmz8zMJDo6utTqWpIURWH8+PE899xzNGzYMM98bm5uLF68mI0bN7Jp0yZ8fHzo1KkT+/fvL8PaFl3Lli1ZuXIl27dvZ8mSJURERNC6dWtiYmJ05q8M72mOX3/9ldjYWEaMGJFnnor6vj4p53e0KL+/OecV9ZzyJjU1lYkTJzJ48OB8Nz+tW7cuy5cvZ8uWLaxduxYzMzPatGlDSEhIGda2eAIDA1mzZg27d+/mq6++4vjx43Ts2JG0tLQ8z6kM7+2KFSuwtrbmpZdeyjdfRX5vi8tI3xV4Vj35H7eiKPn+F64rv6708mrs2LGcPXuWgwcP5pvPx8cHHx8fzfOAgABu377N3LlzadeuXWlXs9gCAwM13/v6+hIQEEDNmjVZsWIF48eP13lORX9PcwQFBREYGIi7u3ueeSrq+5qXov7+Fvec8iIjI4OBAweSnZ3NwoUL883bqlUrrcHObdq0oVmzZnz33Xd8++23pV3VpzJgwADN9w0bNsTf3x9PT0+2bt2abwBRkd9bgKVLl/Lqq68WOLaoIr+3xSUtSWXM0dERQ0PDXP9lREVF5fpvJIerq6vO/EZGRjg4OJRaXUvKO++8w5YtW9izZw8eHh5FPr9Vq1YV7j8VS0tLfH1986x3RX9Pc9y6dYudO3cyevToIp9bEd/XnBmLRfn9zTmvqOeUFxkZGfTv358bN24QHBycbyuSLgYGBjRv3rzCvdegbgH19PTMt+4V+b0FOHDgAJcvXy7W73BFfm8LS4KkMmZiYoKfn59mNlCO4OBgWrdurfOcgICAXPl37NiBv78/xsbGpVbXp6UoCmPHjmXTpk3s3r0bb2/vYl3n1KlTuLm5lXDtSldaWhoXL17Ms94V9T190rJly3B2dqZnz55FPrcivq/e3t64urpqvXfp6ens27cvz99fyPv9zu+c8iAnQAoJCWHnzp3FCuAVReH06dMV7r0GiImJ4fbt2/nWvaK+tzmCgoLw8/OjcePGRT63Ir+3haavEePPsnXr1inGxsZKUFCQcuHCBWXcuHGKpaWlcvPmTUVRFGXixInK0KFDNfmvX7+uWFhYKO+//75y4cIFJSgoSDE2NlZ++eUXfd1Cobz55puKra2tsnfvXiU8PFzzSE5O1uR58l6//vprZfPmzcqVK1eU8+fPKxMnTlQAZePGjfq4hUL74IMPlL179yrXr19Xjh49qvTq1UuxtraudO/p47KyspTq1asrH330Ua5jFfl9TUhIUE6dOqWcOnVKAZR58+Ypp06d0szomj17tmJra6ts2rRJOXfunDJo0CDFzc1NiY+P11xj6NChWrNVDx06pBgaGiqzZ89WLl68qMyePVsxMjJSjh49Wub397j87jUjI0N54YUXFA8PD+X06dNav8NpaWmaazx5r1OnTlX++usv5dq1a8qpU6eU1157TTEyMlL+/vtvfdyilvzuNyEhQfnggw+Uw4cPKzdu/H97dxMS1ffHcfxzrZlpZnAx5ZQamFGmKRQ9EZYlJYgGgWUUYTG2Ec2kFm2iB61dENUmhoRykyDMopDEBMM2RhSEJWWueliEVPRAJrnx+1/0b/hN3vr1q9RG3i+4cOeee898zxwHPtw5Mz61np4eKywstPnz50+7uf3qw4cPFggELBqNuvaRTHM7UQhJU+TChQu2YMEC83q9tnLlyoSvxUciESsuLk44/9atW7ZixQrzer2WnZ393T/qv4kk162lpSV+zrdjPX36tC1atMhmzZploVDIioqKrKOjY/KL/4927dplGRkZ5vF4LDMz07Zv326PHj2Kt0+XOf2nrq4uk2SDg4Pj2pJ5Xr/+XMG3WyQSMbMvPwPQ2Nho6enp5vP5bOPGjdbf35/QR3Fxcfz8r2KxmOXm5prH47G8vLy/IiD+aKxPnz797nu4p6cn3se3Yz106JBlZWWZ1+u1cDhspaWldvv27ckfnIsfjXdkZMRKS0stHA6bx+OxrKwsi0Qi9uLFi4Q+psPcfnXx4kXz+/32/v171z6SaW4nimP2/9WiAAAAiGNNEgAAgAtCEgAAgAtCEgAAgAtCEgAAgAtCEgAAgAtCEgAAgAtCEgAAgAtCEgD8BsdxdO3atakuA8AEICQBSFrV1dVyHGfcVlZWNtWlAZgGZk51AQDwO8rKytTS0pJwzOfzTVE1AKYT7iQBSGo+n0/p6ekJWygUkvTlo7BoNKry8nL5/X4tXLhQsVgs4fr+/n5t3rxZfr9fc+bMUU1NjYaHhxPOuXz5sgoKCuTz+ZSRkaEDBw4ktL9580bbtm1TIBBQTk6O2tvb423v3r1TVVWVwuGw/H6/cnJyxoU6AH8nQhKAae348eOqrKzUgwcPtGfPHu3evVsDAwOSpJGREZWVlSkUCunevXuKxWLq7u5OCEHRaFT19fWqqalRf3+/2tvbtXjx4oTnOHnypHbu3KmHDx9qy5Ytqqqq0tu3b+PP//jxY3V2dmpgYEDRaFRpaWmT9wIA+HVT/R92AeBXRSIRmzFjhgWDwYTt1KlTZmYmyWpraxOuWbt2rdXV1ZmZWXNzs4VCIRseHo63d3R0WEpKig0NDZmZWWZmph09evS7NUiyY8eOxR8PDw+b4zjW2dlpZmZbt261ffv2/ZkBA5hUrEkCkNQ2bdqkaDSacGz27Nnx/cLCwoS2wsJC9fX1SZIGBga0fPlyBYPBePv69es1NjamwcFBOY6jly9fqqSk5Ic1LFu2LL4fDAaVmpqqV69eSZLq6upUWVmp+/fvq7S0VBUVFVq3bt0vjRXA5CIkAUhqwWBw3Mdf/8ZxHEmSmcX33c7x+/0/1Z/H4xl37djYmCSpvLxcz58/V0dHh7q7u1VSUqL6+nqdOXPmP9UMYPKxJgnAtHbnzp1xj/Py8iRJ+fn56uvr06dPn+Ltvb29SklJ0ZIlS5Samqrs7GzdvHnzt2oIh8Oqrq7WlStXdP78eTU3N/9WfwAmB3eSACS10dFRDQ0NJRybOXNmfHF0LBbT6tWrVVRUpNbWVt29e1eXLl2SJFVVVamxsVGRSERNTU16/fq1GhoatHfvXs2bN0+S1NTUpNraWs2dO1fl5eX6+PGjent71dDQ8FP1nThxQqtWrVJBQYFGR0d1/fp1LV269A++AgAmCiEJQFK7ceOGMjIyEo7l5ubqyZMnkr5886ytrU379+9Xenq6WltblZ+fL0kKBALq6urSwYMHtWbNGgUCAVVWVurs2bPxviKRiD5//qxz587p8OHDSktL044dO366Pq/XqyNHjujZs2fy+/3asGGD2tra/sDIAUw0x8xsqosAgIngOI6uXr2qioqKqS4FQBJiTRIAAIALQhIAAIAL1iQBmLZYTQDgd3AnCQAAwAUhCQAAwAUhCQAAwAUhCQAAwAUhCQAAwAUhCQAAwAUhCQAAwAUhCQAAwAUhCQAAwMX/ACdX6nuit8c5AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "base_model = VGG16(weights='imagenet', include_top=False, input_shape=(32, 32, 3))\n",
    "\n",
    "base_model.trainable = False\n",
    "\n",
    "x = Flatten()(base_model.output)\n",
    "x = Dense(256, activation='relu')(x)\n",
    "x = Dropout(0.5)(x)\n",
    "output = Dense(10, activation='softmax')(x)  \n",
    "\n",
    "model= Model(inputs=base_model.input, outputs=output)\n",
    "\n",
    "model.compile(optimizer='adam',\n",
    "              loss='categorical_crossentropy',\n",
    "              metrics=['accuracy'])\n",
    "\n",
    "model.summary()\n",
    "\n",
    "\n",
    "history = model.fit(x_train, y_train,\n",
    "                    epochs=20,\n",
    "                    batch_size=64,\n",
    "                    validation_data=(x_test, y_test))\n",
    "\n",
    "test_loss, test_acc = model.evaluate(x_test, y_test, verbose=0)\n",
    "print(f\"Test Accuracy: {test_acc:.2f}\")\n",
    "\n",
    "\n",
    "plt.plot(history.history['accuracy'], label='Training Accuracy')\n",
    "plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n",
    "plt.title('VGG16 Training and Validation Accuracy')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(history.history['loss'], label='Training Loss')\n",
    "plt.plot(history.history['val_loss'], label='Validation Loss')\n",
    "plt.title('VGG16 Training and Validation Loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J7s7n/fON1F9Z4sU7BQCAIRQAAIZQAAAYQgEAYAgFAIAhFAAAhlAAABhCAQBgCAUAgCEUAACGUAAAGHfByuO/+01o8VCgn6heq4Z2P//08+7ZTRtfDu3+9/84zj27cEGss2nfnu3u2Vwu1tuTJbF8T/JF92x9Jg3tbsjf3TI5Uw/tHtz9unt2Ori7u9ffqyRJ7/63o92z83r7Qrtnpv1dVgt754V2z+vwd1ON7x8N7a7J331UrPj7tyQpy2LX4Z7d/tegfOx2k9RwTwYrm0LzSbizyfH3v+UbAQD/tAgFAIAhFAAAhlAAABhCAQBgCAUAgCEUAACGUAAAGEIBAGAIBQCAIRQAAMbdffTorx8KLY50Hz29YUNod3dbr3u2q707tLs27e9X2Tc0Gdpdrfq7eAppM7S7WYv1/AzXx9yz47FDUZpm7tmW9o7Q7s5u/3y5XArtXrJsWWi+u2+Be7alrTu0uzbtfz4XBjubOlv8nUPN+TOh3c2iv0QoV4w9PyMjI6H53bv2uWcnp4ZDu2dm/H1taervSZKkNPPfcFlK9xEAYA4RCgAAQygAAAyhAAAwhAIAwBAKAABDKAAADKEAADCEAgDAEAoAAOOuuahV/R/rlqTqtL8CIp+5D0OSNJPb756dnJoI7X5uk3++0tYe2n34/KJ7tl7z11BIUqM6FZrPtVb8u7PYR+m7u/3n5ZAlS0O7CwX/tTLTjFU0pM1YVUja8NcRdLb7q1kkKdfpr4CoBu/N+qR/vj4TO4fTtZp7dunS/tDuWj12HY6M+e+h+nTs/inkAt9PB2tissB1lQXvTQ/eKQAADKEAADCEAgDAEAoAAEMoAAAMoQAAMIQCAMAQCgAAQygAAAyhAAAwhAIAwLiLZPbt93cZSdL4hL9LpD4dKwcZG93jnm0q1g0y2fDnZH7c3x8kScl03j07v7Mc2l3MxR5nM9AhFO1uKRQjXVaxvqFm5p9vprEDbwa7krKs4Z5NghU1o/v9/V5jgY4fScoFenvSNA3trgW6j/r6lsR2z8SuldH9o+7ZN17fGdq9dMli92yhGHvy0zRzz2aZf9aLdwoAAEMoAAAMoQAAMIQCAMAQCgAAQygAAAyhAAAwhAIAwBAKAABDKAAAjLuPYKLq/0i/JCnx5021Wg2trtb8FQAqxHKvvbvPPVtqidQ5SENT/qqQWhqrXEjr/noBSaoMj/iHs1JodzlwXrp72kK7e/o63LPNWEODqtVYlctMfXpOZiVpanLCPTs9HdsdqUbIBfs5ymV/9cvQ0FBo9/S0vzpHktra/NfWGzl/BY0k7R/3Xyvd8/zXrCQ1A80VKTUXAIC5RCgAAAyhAAAwhAIAwBAKAABDKAAADKEAADCEAgDAEAoAAEMoAAAMoQAAMO6SmkMW+TuBJKmrfZl7Nq9iaHeS8/cwjY6PhnYfedTR7tlFS5aGdv/XM8+4Z4eG3gjtVjPaleSfT+uxQ6mO+7t4Xt8d679p7Wh3z+YU67NpNkPjylL/91SFfKw/qqu72z1bCvQNSVIS6DNqNGKdZ6WS/3G2tsR6r6q1WPfRtm2D7tmR0bHQ7nrDX6xVqMRe30ZGht2zne2xc+jBOwUAgCEUAACGUAAAGEIBAGAIBQCAIRQAAIZQAAAYQgEAYAgFAIAhFAAAxl1zsaAtlh+tHa3u2SWHrAzt7ujqdM9mWay7oLu7yz3b3uZ/jJK0cNGh/mF/E4EkqRxrdFDWDNQXpFlod7Pp78XI52MPtLvLX3NRDJ6TQjF2LOU2/7UyvzdWiZLk/fdbGrzGIxdXM3KdSEoD10qiWPVHmsaOZWpq0j27a/ee0O43Cv56luHRWJVLJv/jLBeWhHZ78E4BAGAIBQCAIRQAAIZQAAAYQgEAYAgFAIAhFAAAhlAAABhCAQBgCAUAgCEUAADG3X20e9vLocUL+490z+4q7g3tnqjOuGfLFfdDlCTl8/759jZ/B5MkFQJdPNXqdGh3Ltgh1NHe5p4tFGLnMAl067S0xPqjFKhhKhVinU2p/NeVJE1X/fsHXtke2p0r+M9hPtjxNFP3d1MpC57Dpn8+l4t1HyXBb2E/cOYq9+yLL2wK7X799dfds+0dLaHdLa1l/3CjFtrtwTsFAIAhFAAAhlAAABhCAQBgCAUAgCEUAACGUAAAGEIBAGAIBQCAIRQAAIZQAAAYd6nN9FQztLizZZ57duHixaHdScnfC1OtjYd2T1TH/MP5Q0O7Szn/cb+8dXNod5bGenvmL+h1zyaKlevU6w33bE9PT2h3PufvYeroaA/tbjYDnUCSpgMdXGkaWq1SqeierVQCXTmSmk3/vVws+o9DkrKG/xqvtMV2NxV7DeruXuCePf742LVyxOH+15Wu7o7Q7pGRN9yzm196PrTbg3cKAABDKAAADKEAADCEAgDAEAoAAEMoAAAMoQAAMIQCAMAQCgAAQygAAIy7M6CW+D++LkkzWeaeXbDI/3F0SWrtaIscSWj3+NikezbNYpm6bPEy9+z8vr7QbiWxCoBSyV8XkcvF6ggiVRS5fOwcFgv+3eVK7LiDl7gaDX+dRy43d99/5fOxGpKILHAfS1JW9883gt0fQyPDoflSueKeLQSv8Z7ubvdssRR7fpqNmns2eMm68E4BAGAIBQCAIRQAAIZQAAAYQgEAYAgFAIAhFAAAhlAAABhCAQBgCAUAgCEUAADGXSQz3oh1CG3atsU9Ox0s8FjxrsPds+86rD+0e37fQvfsTDXWN1Sb8p/Djs720O5csP4mUjmUBLqMJKmQ9/fIFAJdRpKUZf6+nGa9Gtotxbp4Gk3/81+v10O7q9P+Y5+c8vd1SVIz0NkU7T6aGJ9wz9ZmYudk/qLFofmOjk73bHVyKrQ7UmU1NjYS2j0x4T+HuTloP+KdAgDAEAoAAEMoAAAMoQAAMIQCAMAQCgAAQygAAAyhAAAwhAIAwBAKAADj7hho754XWtxI/R+lf23wldDuetVfAbDrtW2h3f39K9yzRxx+bGj36NBe9+yO7aOh3bkkVkeQZv7np63NXxcgSeNj/o/pj4zGKgDGx8fcs21tpdDu3r7YNb715a3u2TRQzyFJe/f6r5WdO18L7e7vPzQwG6uJ2Ra4l6drseqcVR86NzTfM3+Re7ZarYV2T035r8M77/x/od21mr9yY1FvrA7Hg3cKAABDKAAADKEAADCEAgDAEAoAAEMoAAAMoQAAMIQCAMAQCgAAQygAAAyhAAAw7u6jQpIPLS7m/HlTbvh7eCRpeO9O9+zeffXQ7omxfe7Zro6u0O5tr/h7YZ5+5snQ7nrd3wclSR0dbe7ZM89cFdr9/PMb3bNbtmwJ7a7V/B01i5f4u28k6eSTTw7ND24bcM8Wi+5bTZL02mv+PqPBwcHQ7hX9y9yzne2tod1j40Pu2SQf66aarvo7gSRpJtCtVCwWQ7sHBvz38vbt20O7J8ZH3bOF5tLQbg/eKQAADKEAADCEAgDAEAoAAEMoAAAMoQAAMIQCAMAQCgAAQygAAAyhAAAw7s/e5xWruUjSzH8Q+VgFQFdvj/84Sv7jkKSZKf9H6Ufe8FcRSNJLLz3vnt2z9/XQ7nzs6VFXt7++IM2aod3DI/6qkEIxCe1uaW13zzbq/poDSarPxOZ7e+a5Z6cC15UklYr+Coj5ffNDuyN1K68M+Ks8JOn1wHV79DHHhnY3m7HKmtHAddiox6p2BgZeds/2L+8P7d69y38zV6uxa9aDdwoAAEMoAAAMoQAAMIQCAMAQCgAAQygAAAyhAAAwhAIAwBAKAABDKAAADKEAADDu0qFcEizXCWiUyqH5nkWHumdXHvGu0O7XBl5yz7768qbQ7smpMfdsqaUltLtSiZ3DvoXL3LP7hiZCuwe37w5Mx/ps2tor7tmWNNarNLDV3wkkSbt2+Xt+pqenQ7tnZvznJR8svtq5w3/ck1OTod3VQD/Rzp27QrufevLx0Hyt5u8FqgV7r7Zu3eqezeVi12Gz4e9halZj3W4evFMAABhCAQBgCAUAgCEUAACGUAAAGEIBAGAIBQCAIRQAAIZQAAAYQgEAYNw1F1FJzp831XrsI+Ybf/+Ce7YZ3H34IQvds5tf3BjavX3HDvdsMwnmdRb7uPu8eT3u2bH9sYqGiQl/LUaxFHuc0/um3LPd7V2h3du3bw/NT035jyVN09DuRqDqoF6PVYVE5nOB+1iSioGXlB2vxs73azt2huYjj7MZ2hw7L9EakkJgvpx76+uHeKcAADCEAgDAEAoAAEMoAAAMoQAAMIQCAMAQCgAAQygAAAyhAAAwhAIAwBAKAAAzZ91HWaCLJzIrSaPjQ+7ZRx59LbR7z2HL3bOdvfNDu3ODr7pnp6ZjfUP5YEfNwMCAezaXxC6TfN5/LC2VltBuyT9frVZDmxt1f9+QJLW0+I8l0pMkSTMz/s6u6P0TkQt2cBUDz32WxfqgkuCxlALXVha8f9LAOY92H0Xu5VJC9xEAYA4RCgAAQygAAAyhAAAwhAIAwBAKAABDKAAADKEAADCEAgDAEAoAAEMoAACMu9Sm2WzO2UFEm1tyif9Y6vVaaPezv9/onu2ZNy+0Ow080CS0WSoUYv1EjYa/52dmJtbbUyqWA8cR67+Z1+0/51MTY6HdkxPjoflI51D0/skF+m+SJHa1ROYLwd6eJHDc0V6lyDmRYvdEmoudwzSNXbcRkesqSd/67+t5pwAAMIQCAMAQCgAAQygAAAyhAAAwhAIAwBAKAABDKAAADKEAADCEAgDAzFnNRawCwF+5IEmJ/B8xT2Kf0lfkUPYMj4R2Z2ndPRutLpjLj91Lsee+UPR/rzFvXk9o97Klh7pnd25/JbQ7WnMRqQopFouh3ZHnP1ItIUn5wHy0PqUYqMWI1lzMZZ1HtMQnzfz3W+S1UJLSpn93Gi7E+dt4pwAAMIQCAMAQCgAAQygAAAyhAAAwhAIAwBAKAABDKAAADKEAADCEAgDAEAoAAOMuNon0vEixrqRor1I9nfEPB3tHCnl/10sa3N3M/I8zC1aaZGmwXyUNnPPg42yttLhn/+3dR4d2t7d1uGcHBzaHdhejPT+lkns2H+gEis7not1Hgd35XPC4A8cSPe6oUOdQ8P5RM3CDBu/lJO8/lre++Yh3CgCAP0EoAAAMoQAAMIQCAMAQCgAAQygAAAyhAAAwhAIAwBAKAABDKAAAzEFRcyHFPmKepJHZ2O58GlgemZWURDI4F/sAe7CJQlng2LMsVnUwPTntn50YC+0efmOve3Z8bH9od6VcDs2XAvOR+gcpWEURrNCI1EskSbSjIVJzEb3Gg7UyoXs5tDp0DtPg60TkZs7n3/qiC94pAAAMoQAAMIQCAMAQCgAAQygAAAyhAAAwhAIAwBAKAABDKAAADKEAADCEAgDAuLuPwuU6IbH+jkgfSy7QxfKHfyE2HhHtbplLaeAchmqsJNWqVffsE088EdpdCPT8VMqV0O6WlpbQfLFYdM9GunKi89HdkfsnfMVG7s3gcUc7hJLAwUdfJiK7o69v4SKmtxjvFAAAhlAAABhCAQBgCAUAgCEUAACGUAAAGEIBAGAIBQCAIRQAAIZQAAAYd83FwVPQICW5wEfp5zD3InUBUqzmIro7KnIsxaK/DUWS8nn/OS8U/FURklSp+KsrysVSaHehEH2c/sqN6PM5lzUXkbqI6FUYeZ2I1lZERU55PngOm825O/ZQDckcVOfwTgEAYAgFAIAhFAAAhlAAABhCAQBgCAUAgCEUAACGUAAAGEIBAGAIBQCAIRQAACbJ5qI8AwDwT4l3CgAAQygAAAyhAAAwhAIAwBAKAABDKAAADKEAADCEAgDAEAoAAPPft+RgMjMWbCgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
      "Predicted Class: truck\n",
      "Actual Label: deer\n"
     ]
    }
   ],
   "source": [
    "# image_path = r\"C:\\Users\\n9613\\OneDrive\\Desktop\\cifar-10\\test\\4.png\" \n",
    "image_path = r\"C:\\Users\\n9613\\OneDrive\\Desktop\\cifar-10\\train\\8839.png\"  \n",
    "image = Image.open(image_path).resize((32, 32))  \n",
    "plt.imshow(image)\n",
    "plt.title(\"Input Image\")\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "image_array = np.array(image) / 255.0  \n",
    "image_array = np.expand_dims(image_array, axis=0)  \n",
    "\n",
    "predictions = model.predict(image_array)\n",
    "predicted_class = np.argmax(predictions)\n",
    "\n",
    "print(f\"Predicted Class: {class_names[predicted_class]}\")\n",
    "# print(f\"Prediction Confidence: {predictions[0][predicted_class]:.2f}\")\n",
    "print(f\"Actual Label: {data[\"label\"][3]}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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