Traffic sign classification using deep learning.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import pickle\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"train.p\", mode='rb') as training_data:\n",
    "    train = pickle.load(training_data)\n",
    "with open(\"valid.p\", mode='rb') as validation_data:\n",
    "    valid = pickle.load(validation_data)\n",
    "with open(\"test.p\", mode='rb') as testing_data:\n",
    "    test = pickle.load(testing_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,y_train=train['features'],train['labels']\n",
    "X_validation,y_validation=valid['features'],valid['labels']\n",
    "X_test,y_test=test['features'],test['labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(34799, 32, 32, 3)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(34799,)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = np.random.randint(1, len(X_train))\n",
    "plt.imshow(X_train[i])\n",
    "y_train[i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 50 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's view more images in a grid format\n",
    "# Define the dimensions of the plot grid \n",
    "W_grid = 5\n",
    "L_grid = 10\n",
    "\n",
    "# fig, axes = plt.subplots(L_grid, W_grid)\n",
    "# subplot return the figure object and axes object\n",
    "# we can use the axes object to plot specific figures at various locations\n",
    "\n",
    "fig, axes = plt.subplots(L_grid, W_grid, figsize = (10,10))\n",
    "\n",
    "axes = axes.ravel() # flaten the 5 x 5 matrix into 25 array\n",
    "\n",
    "n_training = len(X_train) # get the length of the training dataset\n",
    "\n",
    "# Select a random number from 0 to n_training\n",
    "# create evenly spaces variables \n",
    "for i in np.arange(0,W_grid*L_grid):\n",
    "    index=np.random.randint(0,n_training)\n",
    "    axes[i].imshow(X_train[index])\n",
    "    axes[i].set_title(y_train[index],fontsize=15)\n",
    "    axes[i].axis('off')\n",
    "plt.subplots_adjust(hspace=0.4)\n",
    "\n",
    "\n",
    "    # Select a random number\n",
    "    \n",
    "    # read and display an image with the selected index    \n",
    "    \n",
    "\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.utils import shuffle\n",
    "X_train, y_train = shuffle(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_gray=np.sum(X_train/3,axis=3,keepdims=True)\n",
    "X_validation_gray=np.sum(X_validation/3,axis=3,keepdims=True)\n",
    "X_test_gray=np.sum(X_test/3,axis=3,keepdims=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(34799, 32, 32, 1)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_gray.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_gray_norm=(X_train_gray-128)/128\n",
    "X_validation_gray_norm=(X_validation_gray-128)/128\n",
    "X_test_gray_norm=(X_test_gray-128)/128"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[[ 0.203125  ],\n",
       "         [ 0.21354167],\n",
       "         [ 0.2109375 ],\n",
       "         ...,\n",
       "         [-0.62760417],\n",
       "         [-0.62760417],\n",
       "         [-0.62760417]],\n",
       "\n",
       "        [[ 0.21875   ],\n",
       "         [ 0.20572917],\n",
       "         [ 0.22135417],\n",
       "         ...,\n",
       "         [-0.65104167],\n",
       "         [-0.65104167],\n",
       "         [-0.65104167]],\n",
       "\n",
       "        [[ 0.2265625 ],\n",
       "         [ 0.203125  ],\n",
       "         [ 0.2109375 ],\n",
       "         ...,\n",
       "         [-0.65885417],\n",
       "         [-0.6484375 ],\n",
       "         [-0.63020833]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[-0.59375   ],\n",
       "         [-0.62760417],\n",
       "         [-0.65364583],\n",
       "         ...,\n",
       "         [-0.5703125 ],\n",
       "         [-0.58854167],\n",
       "         [-0.59114583]],\n",
       "\n",
       "        [[-0.640625  ],\n",
       "         [-0.6640625 ],\n",
       "         [-0.65885417],\n",
       "         ...,\n",
       "         [-0.40104167],\n",
       "         [-0.44270833],\n",
       "         [-0.44010417]],\n",
       "\n",
       "        [[-0.65364583],\n",
       "         [-0.67447917],\n",
       "         [-0.60677083],\n",
       "         ...,\n",
       "         [-0.34895833],\n",
       "         [-0.36197917],\n",
       "         [-0.45052083]]],\n",
       "\n",
       "\n",
       "       [[[ 0.015625  ],\n",
       "         [ 0.10677083],\n",
       "         [ 0.23697917],\n",
       "         ...,\n",
       "         [-0.12760417],\n",
       "         [-0.13541667],\n",
       "         [-0.17447917]],\n",
       "\n",
       "        [[-0.11197917],\n",
       "         [-0.1484375 ],\n",
       "         [-0.1796875 ],\n",
       "         ...,\n",
       "         [-0.07552083],\n",
       "         [-0.21875   ],\n",
       "         [-0.39583333]],\n",
       "\n",
       "        [[-0.29166667],\n",
       "         [-0.31510417],\n",
       "         [-0.30989583],\n",
       "         ...,\n",
       "         [-0.41666667],\n",
       "         [-0.52864583],\n",
       "         [-0.5625    ]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 0.9921875 ],\n",
       "         [ 0.9921875 ],\n",
       "         [ 0.9921875 ],\n",
       "         ...,\n",
       "         [-0.47135417],\n",
       "         [-0.46354167],\n",
       "         [-0.47135417]],\n",
       "\n",
       "        [[ 0.9921875 ],\n",
       "         [ 0.9921875 ],\n",
       "         [ 0.9921875 ],\n",
       "         ...,\n",
       "         [-0.46614583],\n",
       "         [-0.4609375 ],\n",
       "         [-0.4609375 ]],\n",
       "\n",
       "        [[ 0.9921875 ],\n",
       "         [ 0.9921875 ],\n",
       "         [ 0.9921875 ],\n",
       "         ...,\n",
       "         [-0.47135417],\n",
       "         [-0.4609375 ],\n",
       "         [-0.46354167]]],\n",
       "\n",
       "\n",
       "       [[[-0.07552083],\n",
       "         [ 0.15104167],\n",
       "         [ 0.2265625 ],\n",
       "         ...,\n",
       "         [-0.6484375 ],\n",
       "         [-0.67708333],\n",
       "         [-0.69791667]],\n",
       "\n",
       "        [[-0.203125  ],\n",
       "         [-0.02083333],\n",
       "         [-0.15625   ],\n",
       "         ...,\n",
       "         [-0.6484375 ],\n",
       "         [-0.67447917],\n",
       "         [-0.69270833]],\n",
       "\n",
       "        [[-0.4765625 ],\n",
       "         [-0.3671875 ],\n",
       "         [-0.57552083],\n",
       "         ...,\n",
       "         [-0.65364583],\n",
       "         [-0.671875  ],\n",
       "         [-0.69010417]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[-0.609375  ],\n",
       "         [-0.65104167],\n",
       "         [-0.625     ],\n",
       "         ...,\n",
       "         [-0.640625  ],\n",
       "         [-0.60416667],\n",
       "         [-0.5859375 ]],\n",
       "\n",
       "        [[-0.625     ],\n",
       "         [-0.61979167],\n",
       "         [-0.625     ],\n",
       "         ...,\n",
       "         [-0.56510417],\n",
       "         [-0.57552083],\n",
       "         [-0.61979167]],\n",
       "\n",
       "        [[-0.65364583],\n",
       "         [-0.5859375 ],\n",
       "         [-0.6171875 ],\n",
       "         ...,\n",
       "         [-0.58072917],\n",
       "         [-0.6015625 ],\n",
       "         [-0.6484375 ]]],\n",
       "\n",
       "\n",
       "       ...,\n",
       "\n",
       "\n",
       "       [[[-0.83333333],\n",
       "         [-0.828125  ],\n",
       "         [-0.8359375 ],\n",
       "         ...,\n",
       "         [-0.609375  ],\n",
       "         [-0.6171875 ],\n",
       "         [-0.6328125 ]],\n",
       "\n",
       "        [[-0.828125  ],\n",
       "         [-0.83072917],\n",
       "         [-0.83854167],\n",
       "         ...,\n",
       "         [-0.65104167],\n",
       "         [-0.64583333],\n",
       "         [-0.65885417]],\n",
       "\n",
       "        [[-0.83333333],\n",
       "         [-0.8359375 ],\n",
       "         [-0.84375   ],\n",
       "         ...,\n",
       "         [-0.70052083],\n",
       "         [-0.64583333],\n",
       "         [-0.640625  ]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[-0.875     ],\n",
       "         [-0.88020833],\n",
       "         [-0.86458333],\n",
       "         ...,\n",
       "         [-0.63020833],\n",
       "         [-0.63541667],\n",
       "         [-0.6328125 ]],\n",
       "\n",
       "        [[-0.88020833],\n",
       "         [-0.88541667],\n",
       "         [-0.86197917],\n",
       "         ...,\n",
       "         [-0.63020833],\n",
       "         [-0.63020833],\n",
       "         [-0.62760417]],\n",
       "\n",
       "        [[-0.88020833],\n",
       "         [-0.88020833],\n",
       "         [-0.859375  ],\n",
       "         ...,\n",
       "         [-0.63541667],\n",
       "         [-0.62760417],\n",
       "         [-0.62760417]]],\n",
       "\n",
       "\n",
       "       [[[-0.81510417],\n",
       "         [-0.79166667],\n",
       "         [-0.78385417],\n",
       "         ...,\n",
       "         [-0.84895833],\n",
       "         [-0.8515625 ],\n",
       "         [-0.85677083]],\n",
       "\n",
       "        [[-0.83854167],\n",
       "         [-0.81770833],\n",
       "         [-0.79947917],\n",
       "         ...,\n",
       "         [-0.84895833],\n",
       "         [-0.84635417],\n",
       "         [-0.83072917]],\n",
       "\n",
       "        [[-0.84635417],\n",
       "         [-0.78645833],\n",
       "         [-0.7734375 ],\n",
       "         ...,\n",
       "         [-0.84895833],\n",
       "         [-0.81770833],\n",
       "         [-0.7265625 ]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[-0.86979167],\n",
       "         [-0.85677083],\n",
       "         [-0.85416667],\n",
       "         ...,\n",
       "         [-0.64322917],\n",
       "         [-0.8203125 ],\n",
       "         [-0.8515625 ]],\n",
       "\n",
       "        [[-0.859375  ],\n",
       "         [-0.84895833],\n",
       "         [-0.84635417],\n",
       "         ...,\n",
       "         [-0.84635417],\n",
       "         [-0.86197917],\n",
       "         [-0.85677083]],\n",
       "\n",
       "        [[-0.85416667],\n",
       "         [-0.84635417],\n",
       "         [-0.84114583],\n",
       "         ...,\n",
       "         [-0.86197917],\n",
       "         [-0.8671875 ],\n",
       "         [-0.86458333]]],\n",
       "\n",
       "\n",
       "       [[[-0.29427083],\n",
       "         [-0.34114583],\n",
       "         [-0.43229167],\n",
       "         ...,\n",
       "         [-0.19270833],\n",
       "         [-0.52083333],\n",
       "         [-0.59895833]],\n",
       "\n",
       "        [[-0.30989583],\n",
       "         [-0.39583333],\n",
       "         [-0.5078125 ],\n",
       "         ...,\n",
       "         [-0.34895833],\n",
       "         [-0.48177083],\n",
       "         [-0.4921875 ]],\n",
       "\n",
       "        [[-0.30989583],\n",
       "         [-0.2890625 ],\n",
       "         [-0.31510417],\n",
       "         ...,\n",
       "         [-0.4453125 ],\n",
       "         [-0.42708333],\n",
       "         [-0.453125  ]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[-0.46614583],\n",
       "         [-0.5390625 ],\n",
       "         [-0.61979167],\n",
       "         ...,\n",
       "         [-0.57552083],\n",
       "         [-0.56510417],\n",
       "         [-0.40885417]],\n",
       "\n",
       "        [[-0.57552083],\n",
       "         [-0.56770833],\n",
       "         [-0.44791667],\n",
       "         ...,\n",
       "         [-0.61979167],\n",
       "         [-0.61197917],\n",
       "         [-0.52604167]],\n",
       "\n",
       "        [[-0.63020833],\n",
       "         [-0.63020833],\n",
       "         [-0.47135417],\n",
       "         ...,\n",
       "         [-0.61979167],\n",
       "         [-0.65104167],\n",
       "         [-0.49739583]]]])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_gray_norm    #we dont want to feed the data with 100 to 150 pixels so it is normalised\n",
    "#data is easy to feed and marginal in size of pixels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x204a24f1f88>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DGZ9Lbf5nL8t688jltmKwu/tHAsNfWWmeEOLNhb5BJ0QiKNiFSAQFuxCJoGAXIhEU7EIkQk8LTnbKEnOL4cKHjSVebDDzsIzWbvI5jYJneZU5f4+LZdJ1iGxYtmJZdFwyyrG2bxQuzVyitvOTU8HxkR0H6JydEzwDrC/y2qoVvlpFOzwvtr55ha9VX+QLWbbAZVaWOeYFLzrqRUS2jWhvHsnoK4kUuWwjhkhWYcYiN7LAurMLkQgKdiESQcEuRCIo2IVIBAW7EImgYBciEXoqvWV5hoGxcO+tRmeezrN2WJsoSi69tSLF/8o+ni6XG/ejWAxnJ81PcylsdB/v2ZZFpBqPFMy8cnGS2+bD8w69g/eVGxsYoLas5OtRj2SOzRPps9PhEpRFpLxKRFPyWAHRInyNNK9coVM6JMsSAIxqXkBe5bZmk6fmNdphqa9DJOdlyH06kvWmO7sQiaBgFyIRFOxCJIKCXYhEULALkQg93Y2v5BlGB/uDtsZVPq+Vh93MOnzrsWV8J7PTz3ef84w/Z3sh3Cvj6tmX6Jxdt7yV2qojfDe7aM5R2+mXz1JbqxpWO27as4fO6c8j9d1qXLkYGubreObVcELOhQtcSbAK3wWfvMR3z626ndpqjfA6LpBafQBQtrhikNXC1y8AeGQ3fn6eP2eHtPqK1bvLWL07JcIIIRTsQiSCgl2IRFCwC5EICnYhEkHBLkQirKb9000A/gTADQBKAMfc/Ytmtg3ANwAcwHILqN9zd66PLD8b8rwetPT1c0mjaIYlGYskVbCWUQDQ7AvLUwBQjyTJ+EK47dLll56jc66cewe1TRzeT21Ls7PUdvb8RWobmrgxOL59fJTOqWSRVlP9w9S2/xCXFZ8/9xfB8T/702/ROdbhiU2LJZcp73nfe6iteulccPzqOS69xfJPsgF+7TQyPnG+yVt2dYiEXK9H6u5FEqUYq7mztwH8obu/HcDdAD5uZrcCeADAI+5+GMAj3f8LId6krBjs7j7p7k90H88BOAlgL4D7ADzU/bWHAHxws5wUQqyf6/qb3cwOALgDwGMAdrn7JLD8hgBg50Y7J4TYOFYd7GY2BODbAD7p7vwPyr8/76iZHTez441InXchxOayqmA3syqWA/2r7v6d7vAFM9vdte8GEPwytLsfc/cj7n6krx7enBNCbD4rBruZGZb7sZ90989fY3oYwP3dx/cD+N7GuyeE2ChWk/V2D4CPAnjGzJ7sjn0KwGcBfNPMPgbgLIDfXemJ6vV+HDwYlqJGx3nmUlmGJTZvL9E5587zTLRp55ltfaO8FVLeCMsnS1Mv0zmvPPEYtQ2OcJlvJlKzrDM4QW23HH5bcHximEubyHmqVF7hPh46fBufR7KyfvoCPy9X2tyPW/a/hdoOD/LL+Pxf/mVwvDHLr52ywj+BVka4hDnd4PX6FkktPAAoSf+n0nmNwjzaSCvMisHu7n8Fnjj3m9d9RCHElqBv0AmRCAp2IRJBwS5EIijYhUgEBbsQiWAekaE2mtvffbv/8Ad/FrQxeQ0Aik4rOJ5VeZbRUz/+PrV9+av/g9r2VLjcMfRKOIOqnFmgcyqDPGts953vpbYbbr+L2mwbl976h8ISWy0ir3Xaa2vJlFmkOGcrfM6a/FBAyc9nOc2z1E797x9Q29QzPw8/X4Mfy8b5N7/b27dR21MXz1DbbBFeDwBYIllvkXqqyEg1ytOnzmBpqRE06s4uRCIo2IVIBAW7EImgYBciERTsQiSCgl2IROhpr7ezZ1/Gx//FvwzaMosUj2yEM4Zu/dVfp3M+fDfPyCrbPKPsvA9R28Edu4PjtYJnvXUWeJ2P8yf+mtoakYKT+47cQ22V/eGCk2UtUlQy0lTMOnxepC4jnOhGlUgBk/kzJ6ntzN88Sm0XT52mNmuGvcwikmh1gkubL16dprYLczyTrsMVXVpQtV3y81IhfeVIAh0A3dmFSAYFuxCJoGAXIhEU7EIkgoJdiETo6W58q11g8lKwCC2snKPzrrwa7io157we2Lv2h2uxAYA7bw114eplaquP7gqO79+1l87JXuU79eUSr1k2/bMT1DYzyZ9z7MDNwfGJfbzV1Ghk97lW5zXoWgXffb58IezjzKkX+ZzTPJGkNXOV2twjSgNp9TV04z4655WCn5cXr/Dd+CKLqBqRnfXSw7ayw/WODlOvIolturMLkQgKdiESQcEuRCIo2IVIBAW7EImgYBciEVaU3szsJgB/AuAGLOc+HHP3L5rZZwD8PoCL3V/9lLvzwm8AvOygQRJDrl4MS3IAsNRsB8dnTvHEiUd++n+obS6SjDGzyGW5U53J4HhlB5fe9t50kNqistw8l7VaF8N+AMCF6fA6Tj/JpbxKrUptmfH7QSdWN7AIt8pCwdeXSVAA4JH7kg3wpJbBfYeC44t9XNY69dKr1LYQqdeXVXm2S4vU5AOANn3OiFxHMl5iFSVXo7O3Afyhuz9hZsMATpjZj7q2L7j7f1zFcwghtpjV9HqbBDDZfTxnZicB8FuZEOJNyXX9zW5mBwDcAeC11qSfMLOnzexBMxvfYN+EEBvIqoPdzIYAfBvAJ919FsCXABwCcDuW7/yfI/OOmtlxMzvebof/9hZCbD6rCnYzq2I50L/q7t8BAHe/4O4ddy8BfBlAsKuBux9z9yPufqRS6elX8YUQ17BisJuZAfgKgJPu/vlrxq+t0fQhAM9uvHtCiI1iNbfaewB8FMAzZvZkd+xTAD5iZrdjebf/NIA/WOmJ2u02Ll+8GLQVRF4DuOyyfddb6Jy7bnkftU2e4AphPed+dNrhzLzTlyMSWkSW23PzYe7HpUh21TTPzCuJrFi0iBQGoGhxKTKSyBVLsOISkEWKsfXVqWlgZ2RLaDxcGxAAziyFMyanL/IsukYk2yyLLEislVrMZln4+s4jn4Rz0s7LIvUEV7Mb/1cIC35RTV0I8eZC36ATIhEU7EIkgoJdiERQsAuRCAp2IRKhp99y8dJRtIi0FcmuyvKwm0PjXKo5sI9nQlWq/dRWgmc1VfKwrd3mGWrPneMFFs8P84KZ+7ZxOWliIlz4EgBq8+GsQlvgPqLBZbncI02eiGQEAJ16+JzZMD8v2RAvfDnVWaC2U+eeo7aLc+Fss/5hfu14lb+uWo2HTLvN16qMXN9MlYst/Vpu07qzC5EICnYhEkHBLkQiKNiFSAQFuxCJoGAXIhF6Kr1ZliEnvcMqOc+G6hBpooy8V+U1/nztDpea2gXPemPFFxsdLtc1C25rd8IZWQAwM8v7jdUrvP/axMBQcHzbEJf5RrfvoLb+SOZVWXJtaGYpLAFeXOTZZlemL1Db5Xl+zlqRoih5XguO92fhcQCo5/x1taq8cKRFCkQislZOrrkWk6kBtIvwsTxyHN3ZhUgEBbsQiaBgFyIRFOxCJIKCXYhEULALkQg9ld7yvILxbduDNit50cPLM+FCj5cnz9I5J5/lvc2sHZFPOlzuKDvhbLlIfUJEEqiiMkkjUiBysbNIbdOk15uT3mAAkK3xPb+MrRVL5SKFEgGgSmRZANGsyNK5zJqRNc4ihS8rEQmt3eK96grn4WR1nmU3PBC+rpYW+HluEUk3VnBSd3YhEkHBLkQiKNiFSAQFuxCJoGAXIhFW3I03sz4AjwKod3//W+7+aTM7CODrALYBeALAR92db3MDABzw8A7u1auX6KzGUngHtJz6BZ3z+ON/Sm1FJAmiE+lOlLGmRpGd7lZkxzrWEqgTqWdWrXD/+4YHg+NZJFmnKPgOc7vk8yySvFQhdQMtUuOvFVFJOhHlwjLuB0u8iu1a585tkWVEPngTtW3f9w5qGx8J+7gUiYnZSy8Fxy9d4slVq7mzNwH8hru/G8vtme81s7sB/BGAL7j7YQBXAHxsFc8lhNgiVgx2X+a1fMtq958D+A0A3+qOPwTgg5vioRBiQ1htf/a828F1CsCPALwI4Kr7//9Mfg4Ab1cqhNhyVhXs7t5x99sB3AjgLgBvD/1aaK6ZHTWz42Z2vB0pMiCE2Fyuazfe3a8C+AsAdwMYM7PXdmFuBHCezDnm7kfc/UglUvVECLG5rBjsZrbDzMa6j/sB/BaAkwD+HMA/6/7a/QC+t1lOCiHWz2putbsBPGRmOZbfHL7p7v/TzH4O4Otm9u8B/BTAV1Z6ok6ng5mZsDTQaEY0DZIEMTy2n065+73/lNp+cOG/UFs7oq1Uq9c3DgCIJFzEkkI6kfXo7xugtuGR8bAbBU+smV/krZWKSE2+0mMtu8K20vnr6hBZFgAcEektssRG5NJ2hydetSI+5gNcXhvb8R5qq+54F7V5XzjhZerKJJ1TGx0LP1f+DJ2zYrC7+9MA7giMn8Ly3+9CiF8C9A06IRJBwS5EIijYhUgEBbsQiaBgFyIRLJZ5teEHM7sI4Ez3v9sBTPfs4Bz58Xrkx+v5ZfNjv7sH+3n1NNhfd2Cz4+5+ZEsOLj/kR4J+6GO8EImgYBciEbYy2I9t4bGvRX68Hvnxev7B+LFlf7MLIXqLPsYLkQhbEuxmdq+Z/a2ZvWBmD2yFD10/TpvZM2b2pJkd7+FxHzSzKTN79pqxbWb2IzN7vvsznL62+X58xsxe6a7Jk2b2gR74cZOZ/bmZnTSzn5nZv+qO93RNIn70dE3MrM/MHjezp7p+/Lvu+EEze6y7Ht8wM155NIS79/QfgBzLZa1uBlAD8BSAW3vtR9eX0wC2b8Fxfw3AnQCevWbsPwB4oPv4AQB/tEV+fAbAv+7xeuwGcGf38TCAXwC4tddrEvGjp2sCwAAMdR9XATyG5YIx3wTw4e74fwLwz6/nebfizn4XgBfc/ZQvl57+OoD7tsCPLcPdHwVw+Q3D92G5cCfQowKexI+e4+6T7v5E9/Eclouj7EWP1yTiR0/xZTa8yOtWBPteAC9f8/+tLFbpAH5oZifM7OgW+fAau9x9Eli+6ADs3EJfPmFmT3c/5m/6nxPXYmYHsFw/4TFs4Zq8wQ+gx2uyGUVetyLYQ+VZtkoSuMfd7wTwTwB83Mx+bYv8eDPxJQCHsNwjYBLA53p1YDMbAvBtAJ9099leHXcVfvR8TXwdRV4ZWxHs5wBcW9uHFqvcbNz9fPfnFIDvYmsr71wws90A0P0ZbrS+ybj7he6FVgL4Mnq0JmZWxXKAfdXdv9Md7vmahPzYqjXpHvu6i7wytiLYfwLgcHdnsQbgwwAe7rUTZjZoZsOvPQbw2wCejc/aVB7GcuFOYAsLeL4WXF0+hB6siS33YvoKgJPu/vlrTD1dE+ZHr9dk04q89mqH8Q27jR/A8k7niwD+zRb5cDOWlYCnAPysl34A+BqWPw4WWP6k8zEAEwAeAfB89+e2LfLjvwJ4BsDTWA623T3w41ew/JH0aQBPdv99oNdrEvGjp2sC4F1YLuL6NJbfWP7tNdfs4wBeAPDfAdSv53n1DTohEkHfoBMiERTsQiSCgl2IRFCwC5EICnYhEkHBLkQiKNiFSAQFuxCJ8P8AQPOgtxsN85oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = random.randint(1, len(X_train_gray))\n",
    "plt.imshow(X_train_gray[i].squeeze(), cmap = 'gray')\n",
    "plt.figure()\n",
    "plt.imshow(X_train[i])\n",
    "plt.figure()\n",
    "plt.imshow(X_train_gray_norm[i].squeeze(), cmap = 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras import datasets, layers, models\n",
    "#CNN is densely connected neural network The neurons in each layer are densely packed\n",
    "\n",
    "CNN=models.Sequential()\n",
    "\n",
    "CNN.add(layers.Conv2D(6,(5,5),activation='relu',input_shape=(32,32,1)))\n",
    "CNN.add(layers.AveragePooling2D())\n",
    "\n",
    "CNN.add(layers.Dropout(0.2))\n",
    "\n",
    "CNN.add(layers.Conv2D(16,(5,5),activation='relu'))\n",
    "CNN.add(layers.AveragePooling2D())\n",
    "\n",
    "\n",
    "CNN.add(layers.Flatten())\n",
    "CNN.add(layers.Dense(120,activation='relu'))\n",
    "CNN.add(layers.Dense(84,activation='relu'))\n",
    "CNN.add(layers.Dense(43,activation='softmax'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "CNN.compile(optimizer='Adam',loss='sparse_categorical_crossentropy',metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 34799 samples, validate on 4410 samples\n",
      "Epoch 1/5\n",
      "34799/34799 [==============================] - 39s 1ms/sample - loss: 3.2360 - accuracy: 0.1618 - val_loss: 2.6923 - val_accuracy: 0.3093\n",
      "Epoch 2/5\n",
      "34799/34799 [==============================] - 30s 848us/sample - loss: 1.8392 - accuracy: 0.4841 - val_loss: 1.4169 - val_accuracy: 0.6125\n",
      "Epoch 3/5\n",
      "34799/34799 [==============================] - 28s 801us/sample - loss: 1.1074 - accuracy: 0.6770 - val_loss: 0.9539 - val_accuracy: 0.7184\n",
      "Epoch 4/5\n",
      "34799/34799 [==============================] - 28s 816us/sample - loss: 0.8007 - accuracy: 0.7663 - val_loss: 0.7953 - val_accuracy: 0.7639\n",
      "Epoch 5/5\n",
      "34799/34799 [==============================] - 28s 812us/sample - loss: 0.6513 - accuracy: 0.8134 - val_loss: 0.6945 - val_accuracy: 0.8154\n"
     ]
    }
   ],
   "source": [
    "history=CNN.fit(X_train_gray_norm,y_train,batch_size=500,epochs=5,verbose=1,validation_data=(X_validation_gray_norm,y_validation))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12630/1 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- 4s 326us/sample - loss: 1.4737 - accuracy: 0.7816\n",
      "Test Accuracy: 0.7815518379211426\n"
     ]
    }
   ],
   "source": [
    "score = CNN.evaluate(X_test_gray_norm, y_test)\n",
    "print('Test Accuracy: {}'.format(score[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['loss', 'accuracy', 'val_loss', 'val_accuracy'])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "history.history.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "accuracy = history.history['accuracy']\n",
    "val_accuracy = history.history['val_accuracy']\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Training and Validation loss')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochs=range(len(accuracy))\n",
    "plt.plot(epochs,loss,'ro',label='Training loss')\n",
    "plt.plot(epochs,val_loss,'r',label='validation Loss')\n",
    "plt.title('Training and Validation loss')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Training and Validation accuracy')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochs=range(len(accuracy))\n",
    "plt.plot(epochs,accuracy,'ro',label='Training accuracy')\n",
    "plt.plot(epochs,val_accuracy,'r',label='validation Accuracy')\n",
    "plt.title('Training and Validation accuracy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x204a45cc888>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "predicted_classes = CNN.predict_classes(X_test_gray_norm)\n",
    "y_true = y_test\n",
    "\n",
    "from sklearn.metrics import confusion_matrix\n",
    "cm = confusion_matrix(y_true, predicted_classes)\n",
    "plt.figure(figsize = (25, 25))\n",
    "sns.heatmap(cm, annot = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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23sQ4zQddBRoPbtkkxczu2LkVANDDf+fKfVlbT5mO29K7AQAwuGa7fFFMc1XyxCcAAI899rGs6bZb3wMA6H/gvXwiqUsweeApAMCBx/4me+8tO26lU741FBedzdr86Cv0PSNHAABTp2Vue3mIXg8v0Ph0+ORk1jYyQXNnq0Fz9kBZ0q++ae9tAIB3/9qfm0wtg103b/UAkM/Jc5mLaI5IU3qeE3UlwzhV4AVQOS/zR6lArx2PN021PgsDVHj8F2tS1dglfskxiGXdVMrzmiiS93yaLjlMz30dxQJ/D/WlkciYl7TCmtDxb5HuRRH/Vl7ztVL5XJmvzecff/qqZWpVFr4+5qunuhEG35QXgfBy0XM82YcfnkRqIcBdcqiGk8s5fTiGvy+SByybJGL6fM6pwiThxqgJwHPeZMcXsVIuZ21hokh4MvFIVVu0pJ+DGzdnbY0m/9aIjndK0Nb26UIpxmXh61aMRTxdwteSFwuxuictFgzPi2Kv5DAMHzF/zquHMmnRJitl+UjVoBEV6IHNRUsXMktea5kOC3OWw5x6GOrhwea3irEMah1h4RuOVQ94Ul8EAHQWKZ3iYE6uR10tmowrU8zztdOL20wWeBJQsuHS89qWDLFLU0CmiC5oCXdHL7RduLcsN6k+Z7if6r7GPEal4RzqXGn2TaFNG++WytvSvvOiOCzQ1aRm9r+V8c9foIVlqjcPMd2PfF8nAGA83521neCxBA1aKG4c3Ji1zc3TWDTnRwEA/RXZhEfRFP29nxbKd9buy9qGD9O5/NdoITpwz2DW1rWXxo+7e+bkXPMj9GLoJQDABI8xAOAT+p5qhfoer9uStR1/jlLT922mhbMbFllcqNP5oyb9vp7uata2vbsXxvLxPO6oaQB1Hi9ifnZ1daMwphR5c1RQc0SY6/RiM5DnudU5nvvUYLR0owx0dsj9TBKSU31ExPNZkddx+byap1pNPj/9hpb6XMLv5R0v7FXbYovli48pqHGq2VIL+KvEhjrDMAzDMAyjLbCFr2EYhmEYhtEWrIqrQxTMc8plIaixc5nfh3xVws4cwfckdxEzos/8eZXfsF9qdoyUSj7JNOPheKW6j4LJULks8Otg6vPKXBV8iGP2o0tzomaPgvkxDeZR5afHvz+4UURKPZ9GZppeLuEOttQ9ybPPT6vJPuDK7JtjU0tXB/nvzik/2fOdLVN1v2JPZphudnnI56WtwWbJ4B6j3WQyf0/t9xkFuWX3mCW+k8Hnkn+faquz4MZscuooF+Rz/Mg0+avnUv19tmddCSV2adL+1ed5LCwxtYV7ppxoVdtSH1+vxppwi5KLfA7Z+HVRHwR6S/cpuOdkn7vQpSJBuuT/+j/pRfqQnSG4W6R6TLygO8ZlSBf5vhTF5a7pyVdyaJr+Tp4Vl4XRDhpv8p3kC3vnzbuytsnRcQDAyycpbuXE2HjWVp05DQC4Z8u3AgA6b/+WrC1fJ9eF+sizAIC5L+/P2orVYwCAhQnx1S1y3MRCN/0dqotv51xCbg9FFsvZaYmhOTZCLhVHJw8CAKbnlbDkyBWrxPNeX6Era9rRK64XxpUJMR867Cm4JUU85nu1zop43qjzB9KGVI3O8ZgX5cKcIuNHk9dJrSS4Xck5w1jZwT7CkYpVSmt0/kity1rBtYr/FpQrX57XfcENNK+/h90zWi36DdojI+JzNfnNuCDzoj9/4L4KbPY0DMMwDMMw2oLV0fgGLa3SfESZBpa1p1Exawva1vgiSR3Cqj8ElC3Z+fAyvZUE7ZpsEdIm7VzTBv9NZOcTdkWRcvyOeRcU5blfOQluw/kaGa1pC9HUWPqXDueAkaAR8kt1SMby4GQaS6JQXWZBYC26DojktxamKUI5SXTADmtuc+Hcck96Kpw55OyrAID+7RLMUa2SPHQNcMaImjj4F5okO9WWyNPUJN3zeoP62VB9F8Ub72LVrrfFshUVqJ+dWuDZwb/JfZ518rtytmddEYViyOyiNbdLn0mtR0iTpeOPVs6G8SSMX4mKpkz4mc/xByN1n8L4EMatRAeksVXK6fvvW0uO12Sf5HPqPoThyrFWd0mwShace+GYbayMRc4WlDRlHGiwFSnme1ecWcja0lHSoMY3c2BRh9zXjl66H0OnSLs7c06yEm0u0D3a/wxpW/d+20NZmy+RNrfWeAEAMHF8PmvLF2jM6tr4Hdl7L49xxobR5wEAwzXp3xSnvlnkqXN2Xvo3NkO/Z2HhLAAgynXI9xTJ0pbL09/FogT0NXopK5Pk0jEuR0gKkNOZf0IGBdbEuvRCK3OwXOeV2aYQLEQuZEZQ67OYxzeebOOCjEUxW0yLHKSYU+fMp9TWbKr3OGNDSETRaknGpRCsFyymOtCuEYLSWeusvQLCmJXjc+sRsFxQFt2rxGZPwzAMwzAMoy1YFY1v0MDmY+WPy0vqBLQ6b6klez4Oqc4u9McNPrQtTnUWKT1Mc552p4vTlLpl+qzka508QzvZuSnKqdhqys43OK/FeVnnr1lD+RI3bqP0LNXBrVlb3EVaPl/quqDvLgq5Men/WmPiwemxgkZbaYrjvPioGJfHZ9oyIfhzh1uRKg1Xs8GykvnlyieDv1IuJg1FPCAphB64ewcA4K6I/Ne2d4tV4swE96GX0vG8ae2bs7aiux0AUJkQbcnJMyRvT778BADg6TPHs7bR6ZBLmGRbSWaWym+Bd8ITajffz35NA6yunlM+44veNHUrIcd+iE75RqchHV3IOa6e1ygftLPhWK0p5vRCWayBfE+Bx6uYc2/mCqLrKpZ7AAA9ffS3XBFfyDz7RTYX5HsmJymX9NDocQDAfEMkp8hPRz54xC/R+C5NBbQkp3RIzxfGKN35VfCdayfq7AxbLKl4A563Yp5/+hqSwGmnozRhRb5lC0XRXPWsp1Rlu2Man6JFsTD1hFyoNRqLolj5cXaRXC+yX2VTxTf0carN/K13ZO+9up98gk+9Shrf+vRU1jZfo47NJJxuNCea2+5+6l85T7+r3lQWrYh8gxMep860prO2z50gLfUPwVgOIV4lp8abiIOg6q2QSkxb1llrym+1tHUnDunPOL4BF/rzh/RnsTrnun5aG1V4Omwoi9Mwx9jEXlk5WMMbxayd1eulUPcgWMOVfOZCPETwEVafS3htmA9rNjU2t5qvPV7KNL6GYRiGYRhGW2ALX8MwDMMwDKMtWJ3gtszsr1KWcXUNH4VUFSpQiVXuQWWvA8TSUE2L06yMnhvN2oYPPw0AmDhOjvxufiJri4ODdAgu0fEcWRSdvDd2jtLMnHuJzpWrSnDbml2k6t965/cCADr6t2Vti0HlnlmdxZQVfmNQ+WsndL86l7o9SIJ8CI4r+IVgIe0CIxZrDgZTzvVpgew1cR+Z/X75ne/L2vYUSH7OvfAcAOC5px7P2hZC0EdC5wrmafpuCmrZ0idV+/ZuIreJWx8mE+WbTxzI2p45SqWNn3iFqh+dWJAUQqGMdiUX/oopKGGz1QIHN3REIkMFb3vWlZDn66stgcENKwsGi6UxG5u4bUnKRR/cGdiUqNJZFctkji5wgE/TiTtD3ZO7zVl2Z/BSLRblAp2jT41DO26jMrabcDf1V1WqHH6VAjJr0y8CACanxGRdZLtndJGgOJeVSw4V35T500RqRQy1aA65tU/cEnauofvfmdB7pXkp7buWZXCQZaNcVAFiJb4P8+QOMdeQMWyRK6L1drFsNE9nbcVtNAYVp+lcxQVxg+i8ic412jySvTdVo6C5Bs/BsXK3KLIAlBJ28ynIeNPH1bvyvdSHuXlxu6k1yNWh4elvPSdz4v7TLwMwV4flEh5LXeEsx+sKn174PKfnPbRLKkWGRzwJbqMqqDoU1I3oRWdJZLGTPzh5jOYrV+jM2tasoXlweELWZSE1muM0sHlVAVVSybKrYkt+WQjgK2Rjs/yWGicpCC6vKkPakrXk1WJDnWEYhmEYhtEWrIoaMqSjaCiNav68TGChJjQgAWzBC1qXXp6bJE3b2FHSxI4dfCprSyYolUq+GTRm8sGQ5D8rHKA1NCGlxpIAFU5xxhqP1oTULD/xDdrJz4+Rk/7GPZIwvH83vXYcmNJSv9mFfUSWNkQFnKzCLqVdSPmiRk52jp7vdbAORCrFSpE1dSEjy2xFdqjbNu4BALzv7W8BAOydPZy11Z8jbURjlO5zqS73qByClPj/8fBI1hYsHGMjElx58uDXAQA9m0grt2ng5qxt050/DQDYc9NXAAAff+yfsrbTk9TpINGRcuIPSb8dx0V2K81ilIpmx7gy2Ti0pLANa7Z4HNIFbuIsNSEfq1TFuSI9+9USa3VLotUda5JGbHiMxpPRWdHE1udI+xfGIR0Yq0Nks/ccBV1WShQg9+BWSbd39z4KWFrENgDAy8dfydoWho/zF5Jc6/g10fiCf7MKSLZ4yRXhN9M4k6uI6v6+HZsAAHv6BgAAo0Nns7aRMzRe5GZJm1udlAIRhS4610mKg8WBY1LAIl+n42/dQlq57jWinYt5nOneQ+Nca2oua5sBBXqPHn42e686RWNKrkz9zA2IhSErwsPzWKVzQD7XT0F3RRacukqD1gipRLktUQWfkvi1p55qJzw/jy0dUc9BzeUiWS99JNc3aFALIdWZGklCEZ0WW1DDMXSg13/QUxWZas2TzKbTpNWPSzJG5LtozItyYuVIGzRORRyM3VQBnaEPi+H3KEul46DNJJvzVEBfFoTszmtR6d1eA6bxNQzDMAzDMNqCVdH4BgVnrNJltHhNHXxbo0h2AZm/h6fd4PyY+IucPURpVsZeJu1YNCclH2MEDRiX1Ovuz9o6NpOPZbWXdqaVDtHChCIBs6Oyi55hDd7MOdoV+0Up6xiysk0epZKP6axKQl6nXdD6O95Knyv0ZW0Ja7XTi5QRvVgSeuMS8P3SlyzsCn1WA1slf+edcJV3xvXu3qzte99C/pFvm6H7O/mSlPT0s3QvywXSehQ7JX1Prkzfl4tZw5yI/DbYb6+xIFaCzjrJSHqMZHnqlGiB5qv0+s4HKCXaroc/kLX94ef/AgDw3BRrS9SPLvDONuIUMudq4lcX50w9txLmFugeXLSkTCj3qQvpZD6w9KdUFitCpUJyMupIIzY2I/qDIS5SUF8k2UgTdVJOAZQGbcuS6snBp1gXvKCxZY7F7JFDMkYd4BiF29jH8/bNt2Vtp7hwwfgIpZJCQ2QxaEuCBltboi7mQ2hcmu//8YcBAOVDX8ne28ChANvW0L3uiGVMOcdzzckjdB/XDhzP2sobSXM7NUNj2eyCaGILCWnG4u59AIARvy9ra56mtnSOvm9hSoRq4gyNGzOTkqqzt2sbAKDFqaq6N8lYWarSfNxRonNu2Cifq2xka8NCjb9HZGqxRhrfkJYKWrMYaW9V40okrQvHhohHrSZrd4NmHgAqUUjFGCyiOq0hPeuhaERLpaCrVOged1V47osl3eq5IZrfQqyAr8s9nB+jeJW+jZIWdJbH1gb75eYKkha0UecSxxcZbxpNsmQ0s2JB0lZkp94iWzm1FHnz8TUMwzAMwzCM5WELX8MwDMMwDKMtWJ3gNlbFJ2odnWeTbcr2w1SZplM+boErWg0dkdRPE688CQBwc5R2xXlJ69K9dj0AYN1OMut133yL/JB+ctaP8z3cJyFlNXufU7Wg2QQ5PczmpxefyNqGX6KAug4ODpkbPZe1jfBxuSKda2Dvt2VtjZjU8j5z/VAp3Cz91LIJ5pBmKgaOmOUppDPTlbRmg6mki1xffmLXTVnbrjEKZls4TQ77vro2a+u+n+Sn52aq3te5XoKHOgY4kIxjM/y8cl0YJ9mcOHAwe2/m4HEAwPQhCspMJ1SqvVkKPDrxNTrnxrulktJPPEwp86IvfhUA8OzoTNZWDxUH+beXvTbxWHq8lTCwhlwVSpF+Dun61tjkNqtMesE8mM9RYFlUWJO1zXtyozrHLg6TM+LyUstS1YUADD0SLa2k5r0ObqPXS9wfMhcMHi9VsOepCX5GGiTfSUP6sHXLhiW/6+Sxp7O2nlwwl9I5O1Xqoc6KBE8aV+YXHn47ACD3Fhk38qMUwOZ4DKt0qMp9p2hMmGlSINGjRyXwMT1MY0SR78tanusAYOA2CvZGvaUAACAASURBVFwbqdK898yXJND23DkaL5o1MinXZyVV4sIcvVcqSZDart3kGrN3B5mq1+8SV4eOMslLi935akp262dpLkw44HZ0WMbDU2P0O+Yb9JuLKvC4tUi/+V3vF/cM49KE1F46xWtI0dpMl84HAFDIF8MHAQDzizIOBFeCEHSvKzjm2HWvs0yuOLNTEqjtOR1oi2WxoFwr/ALJhp8St7tqJ625ZsbOLOkv9ZXHNXajitUA10o4KDLliquRdvMKrrLs7udk7qu3XrtLlq3GDMMwDMMwjLZgVdRGYaWuU3uF1CZB06v1Hi3enU6epCTs04ckZVk6S7uGPAcVrd8mDvYbbnsAAFDaQrtHX5SiAuCgjaB1dmqHkKVSU9pjVyBNR89mOn9nvxQj6FtPgXKHvvopAEBhUoJKps5RgFz8EmnoetaIk3c0QBpEn+fLqot2WODI8mHNZqQ0nKG2QNhNxir3UsKFHbrX0z3cplKtuNOUvH04IS3LbT/0M1lb+SHS9CLPjv0X0QZm55EYRlQ376K/t94vfRin4LaFA38HADjw0b/K2lq8mU6nKHDz2FMSZLnjvvcCAB6+l/pw5p8/lbVNLJKM5ku0q88VRDtn0rQy1m+k+784JymkyhWSk4hlqdwhaXIai3SFR+cp+GNkVoKUJqdJ3mY5ddSmHtHq9W0lTd3QJGlETo2LVg9cnCcoxHTqIdH+LinbsuSdJWMovzsyRzL77NETWVu1RP0bXL8TAFBTxRCmz5GGuIODI2fmREM0NaH6alyR3SWah9J1YnlM+ygwKG2wlXBMik1svZUGkeeO0nunp2W86eQAtgd30blu23d71vYqByv+v589BADY/7RYk5IFHiPDUKkti2whSPKS+vDlmD57LCFZP60KbPhJslbNnaT0ZwPqc2XQ+DY1TJ9/YURkZYaDzLfsIs30jjViHalxQB/wozCuTI4DtIO1BkBmQs7nOfWlWktM1Gg8yzfomW8kMmem/LoYU1ulIAFsXWUaD8sciHhmXNLglbiIUqmb1lexstY3wng2K3NY7wBZFGpckKWeqFSboQAFa3BTpfFNQvBcSCmrDJrh+Iivg1d9cKsw+5nG1zAMwzAMw2gLVkXjGzQXeVVyLvinZdoNJzuYuQnyFxp/lVJLtcZPZm1FTn/Su5F2EetvfyBrq2y5CwCQFMjHLlWJjKUcH6c8U22OC2ZorWsuO5p3JFXZiazdTWmnWintkI5++W+ztgKXfJxmn6ezhx7N2tZVSfubsgZRJ5oOZXiNKxPkqBTr68f3lW9TXmlnCyXSiGweJK1ccV52ow1PGrubfoSKZpa//U1ZWxrqjfD/9S4wWqJ5W0pIGdPMyw66tY61s2uoJPK+vk1Z23N//F8AAPUjpF0pzIkFYeSVTwMA1uwmed+3UfzxnjlBfnRzvGtuqt1yPm8+viuhlbAvoyq/2WSNWCenb+pRPq7FXpKp2hgNYEdn5NqPzZJf5cZu0vTet0vu9c3btwMARhM692f2H8rajh8hrWzCWho9JoQxCv7C5Owh9Zi7iEUtyMRkTaT30FHyZ39zHz0PN2/Zm7UNl+m3ttiKVemT1EOVqrKgGVckTWm8V8ovjIyS2mr8HFmahl6VOIDDz1Np9J3byco4fUbSeN56H81zNz3w3fQ5FY/y9/9EcSWPP0rpNWO/PWuLQfezxHJQVWNmzK+1Hv/ISZq36jWaj0fGxQKycx1ZKW65g/q3tUs0d7OnqO++RZrfjWo+X5giy+2J5+k3xz1iHtvaI5YS48rMc+rKJRm7eOgJmRF1WeICz4O5kNZMLenSrPgDW8NVjEB41ieHaO2VV36zUZnmzL5N6wAAdTVONcPYtSA+vn6BxsoC+/rOTwxLW4jxYrFM1BosFEpphQJCibLIZ7+ZPl9Q812aLrXGXg2m8TUMwzAMwzDaAlv4GoZhGIZhGG3B6rg6sJkupDoBAJep3klnnzTEVDg1TOr1xZGjAIB8Ko7V3b1kGlm/hypuVTbflbXVQ2qhUAVEp01hNXlIl9HSvuEcJJVTrhhZfejwlkotFJdI9T64jdJOzYyI6n7qhc/x7yH71vARCSrp2UqmqHyli08ppvDUKrctmzI71y+tpEV/s1RQ6l7e3EfBFPvyJIetkTNZ25Yd3wIA6H3LvQCARirBPGM1MgLWYzKDD5SU2Zf/xiFIsymfO/jiSwCAT59WlbQ4aOreux8EALx7871Z2x0/8/MAgGf/lFxmmgeOZG1T58gUXr2JXBy+dasEypw89XXqJ5uhqpE2Y5qrw0rIl2hciVuS7ikLkHTk4jC1KM/r1DRd8yPnaOwYVRWx5mv03nRK5r65CQkQ6tlBqa3WrSWZnHJ7srZGk2Tp5DEaJ9yiGqQYr/0Z3FK3B52OKKT1C1bPhnLNOT5L5tK1Jynt1YNvkkCparQNAHAujImxmLN7uiUoybgyf/SrlIpwrC4yNc35D+OIzL+9ORlT1g+Q6XgdD11ve+jhrK3zoXcAAL6yQAFCH/niy1nbk4+T60ouZRcCFcDmHd2/vKO5d01ZzNk7byIXnMG7bs3e+8LL5F544OCLAIBZFQSelOi7C1UydftYfDj6u6htbIZk99ywOFA0+HnIsUm9tShtUeO1V9lqJ/LsnqLXNiHQK8yBel5Ms5SHvCZSwW0h/VmZU531VzuytpDGcGqW1l6lWOSm2kdzUbMjrLdU/wZIBhdPK3eGaXL96u1g97CiBJen6cLSvqv+caxeNpelShY7yvTctLjyW0FdDx9f6A62UkzjaxiGYRiGYbQFq1PAgncWLpZ1dJqGohacnmNOtLrTQ5zku0Yak7xawHdvoF1x16bdAIBWUWqWI+L0LLy7qS2ItuLMWdIeNxcomKA+rwJVeHcT6j4DQJyj17kcaXlC4mgAKBZop1NkDfPATTuytoUTpKELaT1qk7Lbr42SJi+/juquIy9O/s699l1Ku7DQoPvaguxQQ4BPEraOKrXX9gEqSrFjhrSu40251vm999DnS/S5P/qD38zaXhylezmRUPDPD7zzV7K277yXdpw9HGz5qc9+Imv7y098EgDw8umx7L3ZBTr/s2ueAQDM/atfyNp++o53AgDW302am9MnRVOcTNP5x17moJG77s7aenupsEtzlAJSGkrT48yAsCKOnyTLTKsumvsQR1bm2vJru9dlbVOgQI0pDhqbmJUgIM95G0fYyvSNY2ezts5OGlceuoPk84H1UjDFs+btc4s0Fo6fFflJ65xsXms2QsGLi2U68yFtY3xB4wIHo0yO0/jaUMVX+vr5dy3S38asFOfxqxA00k583ztoblooylhUq9C8dfI4ab2aM5Lq7sG30Vg0+fQjAIDqfd+VtR2fIkvBo1+meeyZp6WQTaPBBTJYS19Slp9SRHK5vo/kbl2/aJgH15OMvPlW0cDdex+NL//8Fbr/3/j6c1lbNEwymOM5N5fK/DoySZreU2OUzqxel7Gog1NpFYL4qMJDo6OSes24MglrRHUxh1awFvP1zangtjrPhy1P1zyv1jHB+l3lBVZ3pwT2nj3J1nZen8VlWRuVBig9XUjLGqnJpsxti1Min/Esa3WnaZ7qKovMTzZofRTxmFRUKdUaoTAH5zHL6+I9WcT5hQWrCrnXvmw1ja9hGIZhGIbRFqySoyAXqVA7UZ+G1TztIhdVovTFKfI9y6e0GyhXZYeQX0tFCNLiIABgelK0FTOzlP6lwT7BNZWM/vg52lkeeZZ20+VEtg/KIyp7lZXEyzQn8mtCqqyNa2mnvO/+H8jaSiFZ8yTtXHLKZ3BhnHxLu5rUv1gX2LhMeixjKY2Q3kTt8oJ/do5lLC2J6A500+6zcpJ80ubWSLnPyj7yt371C1yMBGJB6CuSD9zI4eMAgI/8w4eytu7B9wMAHqzSTvqTj30+a5vvIA3xf/yl78ne65ojefj8Ix8BAPyXv/q9rO3b9/0OAGD7HWQ5GH9C5L0+Q/Kdm6W/9cZC1ja4lpOM8+66rhzXc3nTzq2EnjLJz+iCXN9xLjIB1mzVpmSMWiiTbMw2yDc4SXQaHvYzZ23J8Ly0PXHgOACgg61M9+4TDdxbNtF4kN5DsQNf+Mb+rG3iLI1tifKJDPU01nWTHMypQWqqRnK5wGmpcqotlDieZovYyKiUuO3upeemo0L9a0xL32cmVF4u44pMnKZn9kxTtF+efbtjjhLozckz2zVKVof8VrIC5HrFovXsUxQ3cPBwsFyKtjWOaAyL2SmyR5Rm2LGW4hNu3kbavM1bZM7Zto3m0L1bZAYsF6lf299OY9GtXTJnH3qGtLrJCfo7PiTxKzMt0uZ1rqPfd/se+Z7CDD1HsyPk615bFI0vnPn4roSg6W205Bq2eOwJKTZjZRWK2OIT5UJpYLneJdaMdrG/bK4haxWE0sYcT1MelDSaUYUELEuZqG5hrkTzZ8daVcJ9nuQFMyQjvcqXeIGLBDXm6FlJ1LQlPss830sTWpy+NCvso9PT4rVjGl/DMAzDMAyjLbCFr2EYhmEYhtEWrG5wm6q8EU6csAmuOScuC65GKvGQvqLQJUFgcRep3Oc4/Vm6IGakAjvUP3uIgpI6IlGO1+bINBRxxSQkKhglaMuVw3ioD51VCFE6+DybFuJFdsVIpe+VPjItTeU4YEAFy9Rnp/kFfXdaERuBj8XkaVyekEIsp9KWuCSkMSPJ8pwyDhAT8NgiB8Btv1nO1UnHtbZvAwC8e+9tWVt3P5lrRv7+MwCA9376n7K2F+fJjeEelpNjR8Xst/dtVF3p3vvuyN4b5ECk1gRVPfrSP4lrxPBxMq/v2XoTAKD/pm1Z2+RRMnEuLlDA2/js8axt63qStVsmSMYOjImZPrJ0ZiviZ+7fBQD4yCmRm8ZBco9qsYmu2CFVpqa51FBIQeZTMbCFMSOY6OoqFeKpaXr9yAtUzaqiAp9230bBbW++iUzdc01JXfflOgUZzYxJKqg8G/W2s3vV4EYJvjvCLjL7D5OZcXFWZMPzODfHQSMTys2szuNVnoNDWznp37Q6zrgyz71CJv5mpCpiTdL9Y+syakq3dPgQuZz0c6W/Dqi5rUz3M59nty1lzu4v0/y4pY/mnFt2b83a7rqLgpLWcuXIUlVX4qPXXRK3lM3LlX568633bsvatlRpvDm8n0zVQ0PiIhOXaOx6y/30d31ZUvglnO5z7BTJ2/yC9L23vxfG8gmpy5YGw/NaJfxPjTcRy4m/SLrUCgen9fAcODsqc1hYOsXs1lBUFfam2CVi+DS5PpWVm8GW9TQGFXplzbbYTeNoMs6uLuMS0FjlsWtikcanVkPWiMGVMQSuxzo5AgfrharAkXLlWlIR9yoxja9hGIZhGIbRFqyK2ig4XSdL0lHQ7i9l7WmjJrWdEy4GkOPdSj4vO+YWpxybq9ExPhENiOP0YGWuT46mTjHEOwkf0gLp/l34KgSohAzwkdOpoqjPuZgD2FTqrCgk9474r3wNGrybSbgvOj1Q7GyPsVyiNDjzC8Hp3/G9L3aIM/7iJO0O+xLatdY27JIPVmm3u3vPPvq8SqCdDNHO9myDzqmLQnTwnU04dVUrkbY8JwTPq8zeOc7FkhvkNHkqOKFZ54C8CgWg5LfcJH3PUcqynoQ0PVEi6aWqBZKxxgJpg6rqitRV0nzjyuzYQoUk/tfv/5fZe3/5lxQI+8p+SlXXSiQoI1ko83tseWpJsFG4C0oHnL2q8TN/goPGvvjcq9IJHud230Ka3vt3iOZurk7HP/vsC9l7uWnSoHSXSGZ3rpP+ldZScNEEy8FxDtCkvrImmrXUk/PS91m2jCUc7JcryznzzgImV8KREbr2/Sq9Uh9bMwtFev6nCqKBXYhonFnfTeOTS8X6MDVGKT7nZumc1Vgi2PZ10+v33LGTPv+QBBatXctjC+hzTRUilOPxSevHzg8M6kmlf1WEIEoKgDubE23tzk1k3dq1exsAoLN4Kmur99BZCxyNOT8j83J/r2l8V0K4e0vTmdHfiFOVqZhvRGwVLeTpPsZq4VPtoPnGL5BsNGZF2xqxzJYHSJYW1Urw5BBZH8+eojSNFW155fFt65aN2XvdmzYAAMa5GAZqYskot0imKjz3LaRiKYjD8jNLl6Yrc9CfXMzjr1pLeVyo3V4pthozDMMwDMMw2oJV0fimoYSw2ooE5UFYnacqHZAL6c+C74ry7ZgPGpOztKM8+tIj8j3zpAWO87Rz2b5Gdh0p76Z9gc5VbygNHe+eCu78/S6yTMkN1feQNsaxZi/VqTR4F+34PbdkD82/g8+ld222w1g+ScpJq5VfZS7ia8rlZTtUqrgCl451bFSoVgcvOGc408Kc+B89/9LHAQD/z+f/DgBw17e8N2u7fSOlRCtN0q43uki5a73zznK3s3zkvNIsNznBN+/K8z2irQ7HN2oka81J0c7lBui3xrmguVG73sQkaiV85MBhAMAPFeXav/87SYv1NzGlITxzVrToE+dYYiZJe+G0j1mQpnA79LjHcrLIappDk+J7W3qeiutUuDT29h27s7b795DfZ6shfranD1IsQzYeFWVMyyWceJ79S732CWTZy8oZq/iFGbakhWTxcUt+V2+HKhZkXJHte0h+FlXarzlOsckZvjBdFo1qrkLJ/yfmKQahWBNt6NAZun9TE3Q/+7tEG3zrHhrP7n2Q/CvHKnLPvvEcpT+rc1GUfE7m2e4eup+794mcpWy8HDrBqe6eldKzB16hlHrPnaPnYVKlItvXQ2lGi500LhZV/Eo+ZgsuWyY6myLzhaJpfFeCWMrVmMLriCRdWsgCABIeb1psyQxjCwB0s493feQ0ACCvCiBF/KyXB0kTO1qXe3bmNPl2+0X6vnm1xDk7QrKxZkCKYZS4tHHHWhpbF05LQZ/WOFlA+teTVjhpqGIvnPau2aS/ahmYlW7OfHvV/KvXkleLzZ6GYRiGYRhGW2ALX8MwDMMwDKMtWBVXh1Bpq6BcAtLMGsgmEeWsH9LtZPFlLWXCbdK5Ena6T72YSjZtIEfptEnBPjPz8n29XeSkve0uMguFACkA8JnpT6UXY5NCwgFp8w1VbaZFZqPOLr48ORX0Upvic3FlEWUCzXNNbB9SksgZkar65cblabJgNJRDezB5hMptuUhEN2lwwE6LHfaLUhntfKKimIK+dJACyw7xqdacOZa1+QlyiSjlSG7LeSXbXMqmqUzcIbDTcQoZXUGnxcenLBFeBabl+XclbIbykOck4ZRapSoF7bXm5rK22NKZrQh/kgI2KtXns/fiN1PAW4PNsbl+5R51jkzA+ZA+b4kbF7/m5/xigasplro8AMCBUTInRs+8CAD43pzc6103USWt3B2Siu8pR3JSKoTKmDKi1GshkDaMc3q0cUv+pEq/MVOjPhSCi5cK2vO6rJJxRfbsIfk5orxMTrOcjXEVwHpTgrr7OulanzpH7jPda2WMSPlZD3dqYI2MYTvesgUAkJCI4MnPDmVt//j4MwCAuEUuFuuLcq+3b6Rg8P7tEux7eIqOe+JROschdpUAgPEJ6tciqM9dPWrM89SfsXGSyelzY1lb0dN8XOGAyUK3zJdzLTJtyzvG5Ug4BWGi/BmytF/phYH4EbuLxry26VdVcJvsdjM/Q3KXy8vc1zFAKRWDOyckHhGuFb6X5yvdvzr/Ty1nEp7zOtfQOWvs3gAAcZjrJik1Wne3pE2r1SnQLQSw5dX6scDuXSF4T7s9rsYoZRpfwzAMwzAMoy1YnXRmUSi6rALYWJMVikbkS2rPlw+7Evr6xrwUiOhOaIewpo+c6c92iRP10DmqbX9zP2l1G92SRHl+nhyqT/NOu9WSIJEkpXMWy3Iuzh6EIgeTVEqS5TviLU+dtT2pcgpvcMoOz1rhVGl8c5wAP+bUHUu0khaMtGy4NAjyKil3KCDgM82vSk2XhABKri3elLQt51NScvjBH/45AMB9zb8GAPyfzx3J2p4fIo3vndvIkpCL1Q6crRLNJVtP3rVmTvnSvxprpJtcgKWl5D3hvuc4OCmXFzmcZyEdHaOdcVFpg/ORydNKODBK2qwPvXQoe6/j7z8FAOjmscbNSOrECqeSyxXo3ulbHZ74kDTeq4RRLkT1hoBfpVuYZ7E8NExjxyMvHMzavoPTXu3YuiV7b909ewEA05wKsgkJDGlwAYuErQlYEjy8dOzVitwaF+WJWGVTUjNAuSzaGOPKHH6Fio7MQ57ZOU6fOMqB2IuLohktJaRdLVZpnCmWRbvf10tasu4qBRb19clctWkHvU7Yarj/zMvShwkaG5qTdP9n8tWsLR9Rvx5/Wvrwmf00rr3ABVbm5ySoKcTFdXH6zgEnY+W5YZLBx8bJSoaapN0b7KK2LZv5mamKzL/8KlnR3vOTMJZBkVMeOmWdThv0Oua5RafRLOVpTugo07WvqNSrjWHS6sc8BrlOkVPfSTI1MU2q3sV5pcJdOoQtsSWFALuZSZnDgsWriw+srJPg8pkTFFiXLLC1qyryWSxQ35sN9hhQVswoBH0Hi5bqRJK8duu5zZ6GYRiGYRhGW2ALX8MwDMMwDKMtWBVXhxDskaiKGo4doyNeW3d0idO1Y3NzOsUBIPMStDM4T07Q23bcBQCYrd2ZtTX6ST3/ps2U87K6UcyC4HMGA0FL53pj1f3ksDhdP3vsJTrn6a8DAHZtFbeJTdseoL5z7fK5aXGbWBgj84Frce5YsSwg301m8TSm35qowBZYVaRlExzal+RB5uouKZtaUh1QFJziOaCsruQphO6E7L09yiw9sJaCU779PT8GAPj1r/xy1nZsmD5Ru5nyVnZUVXWucTp/XBdzVHDQb3FlrGlVTz0EvIGD06ZPShCdYzcIOJLtcofI4ek5ypk4VWf5U7la41QJnnFFujaQWbmg3KOeeYxMzwsLXwIAbF9zS9a2sYeqqg2z69SZURkqPZvfxOVBV2ikv3lOSpleJOZsPiUT3wucLxMAOooU8HZ/Wb5n82bqQ1cnmQdHmnL/G6fJdNjiYBinxrtgCQ3BtpGudMR9D0E0+ZKMyz1d5uqwEmrjJwEA87HKy83zXaXKrkuxDh48DgAYGXkUAHDbbTuzth076b6/cpLuTymvql9xTFJwH+zulGffcVTtfINk5HQiweCjB8i35uMvPZO9N81mYp/lhFXuUzxH9fCE2d0UuTm0n1wbDjQpH3ZfZTRrW99P35PyGNbVLUFULz9Lx5urw/IIAax5L8+6z4UAaP6/crwKc+SaEDTWFHlrLPJ9Yfe5uFtk49gErYVOnTpObTrBgHJZBYBUrV3meb568fjJ7L3SMMnQrm20LutV1fqKnAd9cZq+z02Li0RXP+W1PjvGbqPKdzCXclAxf3dDVUJNWubqYBiGYRiGYRjLYnVyImWpmLTWgVbqOdbUlTrEsbrEmtHGOap4U2tILo2Zk8cBADdvPwcAuP+OPVlbC1SBJtQg19U8ggN3qG6VV/WlU9YDr9ki1b7etp526a0Gnb8Qi2qmkKP+NZu0cz039GTW1pikinJ53+TfJTvm/rUcJBPTjlzHs8WrUF+6XVgMjv2R7ADDpUwS0rTP1aUCW+IafAwF7tTOyW40rdNO+MmD5GS/JpZqf5t66N4NfYW0/uUecbxfM0BBKvlekqMdW0R+Xz1Gx3/yb0R7eOcOsj587dEnAABdG+V7BnpIq7Z4kgJKFk5JZZuYNXBRibQlcUEqNo2OUBBMkx/TWkOlQfMmTyvh4AnSsp8rSKWqWo3kps617KciSRPVtY5kobNK1z6ngkbSJmmBg0zqgpAhqLG/mz53996bsrZN67kaYIVkSluliqyBbaYybs2zhaCb00O1vGg6mhzo1MrS5smzEmSjUgyWE5Ebz9qSpLm0EiIApP7SQaHGhXz7t1B+sVrHpuy9k5y+6dAJetbHzk5mbd08vEyMHQcAJIkElr1ygILGzpwmK8/6dRuythJPMcHa9exTYimYmyI5q7OGbCRR95CDtHXVwVDOL2J58SovVQH02W6Qlm7QiWUq10Nj0fgCPSOL6XjW1mKzZ5OtXK2mWEg3DFjaxZWwwPKjK8Km51eKVHSwOaCYo3Fn4fS5rM3xCFWskAANDohloovPOcAWpulpWYMd5jWYBMxKXzo5BeOOTZuz9wr9NGeVcyxTqnpceYC0v41Z0vj6msg8anRcqUjj24Ky1OY58C1p0vWIVR9c9NplyjS+hmEYhmEYRluwOtsxXoFHqew2Q7EIx75u+YpoFrrZ327k9CsAgNac+DNNniWNzMhB0rJuuFt2Kb5IGttQl17vZFuhOECmRFHbI17ex6r2eCFHu9RSvIHPpWtB0+8ZP00a6bmj+7O2ZJ52VAUudt+7cb2cs5d2/sGnxivfmDQ1H9/lElwmW8rXKGg7ENPOdGpedrZgjWoakzZ48fizWVN+irQyd52ie/nv//b3s7axAqlg6qx17dq8N2u7Zwf5V3Z20G70g+/7qaztw7//DwCAj37qL7L3PtQg+RncSBrmb3vwrVnbA+tIHs58kvo1PSTakgbvqjt6OWWR2orOTtDuuMqalHTJNtXkaSU88Pb7AQCDKp3O8CGyAhw5SuNQvijjVwWkqRvooaTsXT2SXmqyRloIn/AYp8ahkO5nLiSPPyuppPo4wftO1uaVVLL54M4eq4L1wQiVuWMm6nu4vn2rGfyN5VnpKtJx1TJrj73yea/PLfmeRkMsVtMzShtjXJGZlMagSkFk446NlMpp1yYad0ZOy/2cGiO/2O5B0pAVc3LP7rqbYllOsiEr0c7hQRlXoHNVU9Ewxz5YvnhuU7IoL9ML3gtFEbTGt4MLUNy5g+bcd90jfV8okKb300/Q2LVxw9qs7c5byaox0E/j3PCkWFUSlSLQuDJB0xmr9UKwDGUWJhX70sNpWFOOAwnjAgA49t8vraN7lajchUWWiZ48yWJTpRLLDXHRiJAmVOcSy9FxpWo5N6ipowAAIABJREFUe6vUy9ZRtu4viXnoo/mwOs3xUqNiqc3Nkb9v/wCtoRbrUuylXqexKGi+ExUzk/rXPveZxtcwDMMwDMNoC2zhaxiGYRiGYbQFq5PODEvT+wDKuBKqnkVibunbuA0AMLGOzMmtY6L+XuCAjjMHngcAFDrWyed23QsAaBQ7+dSqelem/b6wvnTIKaS9DUIwXEgNouJGMH6SggfOvkTuFrXhw+pzZHcq9lJg08BNt8sHKxQUl3Cggd5WRFZpa9mEAKFmSwVwJSEog25Ubl5MaIUBMl8vFsjc0xx6JWtb3E9uNFu+49sAAN879pWs7Uv7yQzdue4tAIDvefhHsra7t/Xy9xHrdz6ctf3Av9wGAOj5+tey93yZTE5bNlMavvu3b8vaZp/6NADg7NNPAZCUZwDQ5CDMVh+ZuF6ZkQCrV2dI1mpsciouCdg0eVoJk1xp6PtmVerEN+8DAHx9A5l2z82cytrWFslMuKFKQYsj8+KO9RxX5Uqm6T3txhTGwFm+xV89JS45R8fo+J2vkDl8wxqpcNTfR25cvV3iilHiIJFckd4bXxBXjJT74BdJRvJ5GX17OkmWSkXqRCuRwJWpRepDI0/nPssuQACwMBcqyf07GFemVaIA1mJJubs16T508Hi/dpMEuUYbyCVgMSb3qVMHZF6JWiRnfYPUVlTzRTpC8+PCAZLdSk2CFSMObpQqghczCevZkI9jN7y4IOfq7aL3tnDQ745Bqdzm3/QOeu8ecsnwTTFLB5cNn+eKlj2SFq83FTcQ48qU2AWzVq+rd+m+hNmwt1OuaaVC49Q8p8iMVeBXjtMgdvT28xtqzgjuohGNKbmiyE3E6dOKjsaISFWKC+5XkVrPhWQDEZ8zXZK6lcciHuvmZ2T8dRxcnJsjWRpQ6dYmp2l+d8HNSwVz5/OvPZWnzZ6GYRiGYRhGW7BKuUZY46s3FEnQTnFKnZxKm8IJuNffcg8A4PiEaEXSSdq5zIyRc/PRpz+RtTXrtDvZcBsFqiwWRDvi2Wvfhd2JSsztOK1L7GTX0OSIkYiLEIweP5O1nXqZUlLNnqBgpLxKO5Pj1CBrdlLwQsf6O6TvOdL65cJuXV0QCaszrkiIwFBO7CFY0vNeLZ0T7ddig3aTU5ytzp2TdGGLL5LWvmMnHfO+9//HrO3dP8ipnbjgSKmkEsOH783+yq53+04KgvvJnZJqL0h7Ok+72MknRRt86vHPAQDmOFl4qgoRlAcoiX3UR7J8+PjBrG2UU7+UOKDAqX1q5KyAxUpYe4I06S9XJch2cZwKV4xyQMjR0VeztpQ1vugnzcvWdVJIZ3yUNCinGySDjQXRfuWCJYlluKGiFc/MkQwPHaSxJjokchpEPl6iimBNCqdH9JHITUhmn+exd6P6XX1ddFxHkeSnppLGx6ypK7e4sFBFtHqNvAVMroQzT1HaxKNOAhjnU9JU9Q6STG3dIsHZ+TwFGZ1l68OpUQkCQ0yvu+ukZatWJFXiV58nS9FjXyLt/MFJaauxIKQhpageM0Mgm5Kp8HqQi5usL8q8vHeQtdTbKXCp3i/zZe0QpVtbmCCrSGdZBV+FNFYcmNXbI5q7+/fKc2NcmSTTbKogRX5dyNE9W1cVjW9zkgtDhLSYFQmY7d5AFuhcJVigZbmXLU34b7ks48cgB1pvHSRLhuuQQLZjx44DAIpFGYtKRTpvzINYS1kYIpYzxCQTHWosmh+i8S+dp99Q7ZSgzdkCj6n8u7yyquVz8t1Xi2l8DcMwDMMwjLZgVTS+wU9W+7pFQXXBPkipKsGXL9DOoGct+TVtuP1bsrYzz5I/WjpLO+Dpc6LZm3388wCA4wdJm7bjTQ9lbQOb3wQAKJS7+PskiXboVqJK4k2eIz/eMwdIqzt28vmsrTlNO/giaxmjgnxu817S9g3suA8AEHeKn15QckecCByRaJ3TJbVLjcvR8iG5vtJwhsxMvKssqHs5MsfpyDaQP93gmPgtvvCVzwAA1neQRnX3D78/aysEZddFNpDh7Bfuv7X2V/lFNUluhx97BABw+rFHs7bTT5GMFep81j7xCdy2j8rkfuNV0urMnBEtUBfLTFaWVF+Pwmvf9bYTLw2TlvVIXq5hPqYxosgVAvq6+rO2YgdpPfgP4pKUOx+8bTsA4JN8P4ZOi7x5LhMaSrXrzDutTJqyxERZW9DqREo9F/y4Q42KSBV04RoYGOwlTU1vlxrKPfnx1hco9VTsZCwEa2Dq3JVkQXwJm4nZpVbCvWvJl/Wpk6ez98ab5MN4mm/VaE2uacTpyJopmabOjorfOGZI+9XPBUXSbplXnh6jMeFJTpk46eWczZj9MNmXcom8ceBKUw1eFbYsrUlpvLqnS+bXOzbTdycV6tc/vCCxErlTNOfu4doEpT7RLJaq9KYvs3/qjMjUbI7OtU5+jnEZgsZe+7SGOa+7TPeur0s0sOMjZHVw7F9b6ZECSKXwOixDdIZX9sMtRpzWNSdCsmsn+aKv6SE5TXIytlQq9N1xU+5xLrSzFb2ofIKDJSLl+apTCUJ9ilJG1tlKGs3JGNtbJavG2OQ490+KYpjG1zAMwzAMwzCWiS18DcMwDMMwjLZgldKZEaq4RuakHQf9eipO9MEJOl+kY3o3b5MPeko7NfTiVwEArSkxI+YWSSW+cIYq4Lx07lPyuQ4KSMtXqnxuUY2Hyif1mqT18VwX2i9SAIiuOleMqK/FKpkBtuy5O2sb3EuprwoD1Oc0L+4MUnEsRBW4C9qMKxMqxnhVuS28jtis4pVZ9vg4pyXbQYGGG7Zsk5MdooClE5/4GH1uQu7z5ofYPWYbmbhzayQQJY2WBou4RD7X5OCU+rAERB7hALazHIiycEYCl3yDTDP5Pjp//xapc/7VUy8DAD7Hx0/My3MSdqV5Nqk3EpVCpqXy7xlX5OsHKWiwmBczGXtcIc9p4nLKpBcqOQbPiO5eaVuzhYJy33XnA3TuigTZHjhO8jY/R+NKrEyWomVgGVa2x+DqoFMuBvNlkVOVVZV7y5puMjlWyxQE0qxLNcDFOpvQW/P8vcr0zONewkFYTpklvarwZVyZ9XdQOs5tnTKvNMbo3g7P0vg0IrcFczW65ukiuZ7Mj4tbUyenBIv7KAiolcjzPVmj+xlzZdCbukUWW+M0J9YX6PONlqoWykHdxW5xS+hZS59dW6e2mwdV0BBoPDt0+DgA4KhyGdvFD0vcu577J7JY5zHLc/Ww1qL0vbtfvtu4MtlYVFauoeyOsJ5lY/S0yI3jINUCV3Dr13MYjz0pezp5tQZL+bmPea3To13nOGlA0uI5T62Nugo8RuRlfeVZnsNcmdMVa3mejnh8yxdEdgudXM1tlgKPm9Pi6lCscHVDdp9JFlVV4PprX0yZxtcwDMMwDMNoC1YnuI3VFKmqEx5UnCmnEHPKeTrlYB3Pu5tyj2hMyuVdAIAu3t0cevIJOecEpVRpNUiTkeq61FOkBU74r5QIkN2G0xoW7l/CWo5IJYCv8Hdvve3NAIDO7XfJufoogKrF2iFdx9qzhiY4jut4tsiZyne5pKzdTbQCii+f4zYXy72fmad0eM8eIfXK1sE3ZW3d60jDVTh+FABw4tG/yNqGX6DAt8Ja0twUtu6V7+sMkW/0PQszo1lTjdMQpWclqKU5SrtWz1aFhtJIV9ZSGqPSBkpd9iw79QPAE2cpif2xKdLqFJQ8dZQ4FWCRrAqRSo0VuVXKRNgmLCzQfVlUGs4wLkQ8bsUqwXvQ+IYgkxPjcj87hr8MALjt1CEAwB1335e1reP0hpNjpAU5fPiFrC3PBSXGJli7C0lJl+foTT0OFQtUuKDMfc43Ja3i/DjJ0EzC2lwV8BQ0PSGrYhzLOUOC+4hlSmu5o9j0ICvhEy+TRnR8XNKZTXBg19wi3duZBdGkzUzTvNXL41rHuKR2Als/z/L4VluQez3CUbhrNlNg0L1rZC7pnSFN3/gQfe+ZYRlb6gl935o+CdqsdtB5y510fHePaKtdkca47hz16/abJW3aXk6N1VWmubE5LoUI5mdZrc3FURI19q3dYOPUSkh4TRPHct26OM1mtUj3fWFOmRE8HbfIWteTrK1XTZkmNl1ikfeh8YI+hOMTH4qBqaQFF0m3lp53nL7j0Xnn12nJgoEp9CVtiFY3nqdnqruDZHC0Ls9YK33tQbg20hmGYRiGYRhtwapsx4LmRKfLyPYDYWOxpGwip6vKNLHKd7FMmojCVkqpcTenPAOA0WPfAACMvPISACAZGZHva9HO1bNDy1LlM59fvZkr0E65Y4C0cQPbtmVtgzeRZi7uJU2gL0iKkCQkgQ6/S/mhhrLEaVYWEsZV0MEpU5YkY2dZCYn7i+p4z6nEalOU2uUrEG3Jbf2UeurWAvmaNV7dL59jrVx9kjRrtcOSvsflSA4dlx6ZVzaEFmvX8spnPOScarCMRZs2ZE19u8mKceAc7dQ/PXwsazt+lrTVZfbjKuZUYQpObRU2ySWVisvFZkFYCSETmLYiZOXKs/Iyys/NZQ84AF3+FZjhJOzPs09jSaXh2b6e/CQf3n0rAOBtt4u16Mwk+XieOMelhHMyrhRbHL/QlHPNz5IGpDlN49zExEnpO493YehMlf9e87z0kktS8Z2ngUmXFIkxmVoJf/NPL9ILVRK6yDEfhQKNYQ3lCzs/S/dokEtRV52kpZrlMsRjrLmbKYhWy62hMWFHH7Xt2y7z3o6e3fS5YzQvPff1o1nb0BnyN99eEL/PdeyP3uQUd826lH4vVug7t6/hcrYVGW+2bKbzd3BhjZMzkiIv4uemyCmnPOR6zLJ2sgfGcqiztryqLDHd7Bd7dojue06nPOR5J+aBIFV+spnlOaRIU+sfsX5npZdUG89h/H/9uVgdFZBxNDRpq1o4KFjY9Riz1BKv14GNGbIedPeQ7E6oFGaL9dce32IaX8MwDMMwDKMtsIWvYRiGYRiG0RasjqsDB0+kyo7oWN2dpKHevHxVzpF6PpitdTHxlAPeQqG3Yl5Mv5s4rdia7VT/e35aHPkXJsnE2FjklDEtcZTOsVm4VBIDeYWrNFW4Qk6hQwIAHJupQrmwJXFpbFpwHAiiVffB7BDSAkXKBzukJjKuTG2eXBV8VeqHB3N/FAIplR9JiAfKNcg80mxJirmZbjIFHttA97exUerIz8+ReTGIba0l8tviwKM0JRN00hL3iYTl1UEHQ/HfkI6mQ+qpn2VXmckSuVT0ioUTw46rHfHvkp4Djh/PECDQqbaptVYdxvIRw6wy9/HLmJ/zkMKO2kJwGwduqOCxYoHGkVyRbmTUkrHt9DCZl/9+4jgAIF+SwN1qiQy+1QrJRlQQWTyTUA+njzyXvbd5LQXK7Z8guWkuSkBR+BXNJo1zerxLQrXMi1RiC25fWe1BNbg5Z75ZK6E2Rde3VJCUXTl+gmN2XUJT7kGjRvd4lt0LBkoyvvX3rgMAdPF9nE7EtaqLK2jtLtG5+soiB107aWzpWMtjzKwE3M6NUUBQTypj154OcsGai2n8GBoTt6uSo9/R0UVz4sS0BFGNcgXV3n3kwjPWEneGxQadq4PdB1P1m2sL9DvM1WF5FNjFQa85wqOdz9H98QX9XJ9XBVK7ePLr4IIZXeT5Dm1aBRoqRobPez1m8vEFnQaRx5TQZf09CY+jISguVe4MmQsF/0nUnN7k4xcWWc5a8pvzq6CvNY2vYRiGYRiG0RasTq6RkD5HaUUyx+isEECkDucdQigOECltaOT0H8R6bc7ak3yeky53yI55YAPtmIOjtPfy07yjXWesNzxZEBFre1T/WrzzcJwAPBepgCNua3IwSeS0u3cWycd/VeCIKXyXTXxeKilAAnWyC6l2h+GwlLUtg9t2Zm077t4DANi9mYpG9HSLlq1cJs2d45R7x0+LtqSjkzQj3d0kY9NTohmZW6D3XFm0ukCT+0LnajZFNodPkMZloELpjx755EeztmOnKVCqWSetiVeyFnQ+WfEOle4lNQvCygjWG631COMOR77FWuMbhWBK1sSr8aG/Quml1q6hZP6d/RI8VKp0AwAqrNXtKIs2sJutAOUSaYqn50Rrf+zrjwIAiipxveukFFKthLVAKrSkyNrCZouLG6gxNFgdEi5c4XTQmgvXAUv+0m82mVoJgx2kjcrH8qwXOQA1l6d7pmWqUaSL3cXFAjauFT3ojt00Zo3P0/08MyoFcDq7uYBBSvNf1NwunUipqEXnJhrf1u6W4Kahl9h60FABbJz8v8jzZaMhaRrL60lWB2+h83cPy/ccHaKxJwHJ8GwqqdhGuMBGOkPPRewkaPNNW9bBWD5NnufqiSo6M8uBXgVOQdgl84489xfOmSHoLM4C5WQcCHVOMm2tShHmuDjFQp3ku9mQYLICWyh1yjoXgmh53ImXzNst1bulqchC0F3M6u3cEosbPSuNCbJaFJTHgE71drWYxtcwDMMwDMNoC1angEVIl6FO12qFwhXs96pW+pk2ljUtidrdhMT8IUWK9lMLfndZ4nmVcD1Jl2pttIY5JIrXfsaZe3GWBkjvAdIlB/lY5UBih9CwI0lVOjOX+bGE0n3StjSNh3E5HN87n6r7xdaE4PfqvGhGU34v5XQ63VtFU7F5HxUhGeglbYkuoKmKTQMAbtm1R52T+hB0rJXKjqxtgUVmSJXmLLHWJ8+fmFsUub2lh1IAzQ6RdiUqioYox0UTcotcVrupkniHFG5R5qyVteWtIMqKiDkdTkGli8uxhqLCmpTuskhEscTaFY4LaDVUSp86FQbYNkgau227pPBJ9+A2AEDE5+wpi0N3uUwyWM9xcZ4x0ba5rz5Kx29en703zpq0BhcI6KmK9LZSOn+akv9vURUIanC52yAuWlT4J2daoJLSSOfzOkmgcSXWOtJ6FkoiN62ILT6e7kFBqdR7KnTNBzvp+d+yWQpEpA2+j460bFvWyr0oVel1X5XiFHq7Rd7y+aBRZW1wVc5Z76XjXz52So6fIv/gOsfHJHnxFx6YIrluDNG55gv7srZ4gDTLi560ul2D4rueuFBg4RYAwNo+GX+3b3rtxQbaiSqXVNf+rnUuGTzF/tKYVRrYoM1lS04KZXXnASDPMlhW1p1KB92/RkjDqdYxNbY+zswEa6T4m5c4vsEp83nw6fW8PtNWNRfinlxIzSmDUVi+hZ/qVDnj0JtQ8EKnhk1XobS6aXwNwzAMwzCMtsAWvoZhGIZhGEZbsCquDiEYTKvZy6HAmQsmY6WedqEWNB0fqbYoq3p2YbWRrEAcp0hraTeDKPQhBG+o+tLs6pC0lM0vmAGzICHVFlJn8YuWcreIQuq1LEWICjgKQUi5pQ7n9DsscGS5RBex4gcxCA77Tpl2gyUmjTgQLRbz7QtzZL47wCbIh7ol8EJqq7nz/gLB+Wb/MAWLDJ8+k7VN1uicT09JmqB7tpGbxJYuMk8/d1TMi2/e8TYAQAcHInjtxJ+5xdB3x6oPwZoUUrflVeCbxSGtjGB+a7XEbFfkKoy9HKy2Z8e2rK3SRXJS52s/w2ZgAKiNketBfZrM0qND4rJQ92RCrPaSG0RXQblW8OspHgs++9SXs7aOKge+dYkZ+9VTVBmsFHN6MuUu1mrQd8ehimAs5vaQni8Em+TzWm7YTYxNpFGsAnfNfWZF/Ojbvx8A8MIxGRteHaZgnAanXyorN4jePhqfBjvJXLxzx2DWFnMA9ug4pTyriZiibw3J1KZtfK5NEliG4lh4AQCIKuIiUe+i1y9PSf9OTA8DAFr8PKzZKOPhYAfJbLlIAlRaJ+PbtrX8+05TkG/cIQGd2wepccOa2wAAA1X5XZg/DGP5NFrkxlBUlcrCWqPOqTV1jH6TH/Ycz4cF5f5Z53yxIb1hU62lFmbZjcEHFztdDS1a8jenxogKu341dBBdSFIQ1mPKLyHiiSr0Qfc9uKyGUaeVXBjMng+pJtX6zK+C26hpfA3DMAzDMIy2wFl9dsMwDMMwDKMdMI2vYRiGYRiG0RbYwtcwDMMwDMNoC2zhaxiGYRiGYbQFtvA1DMMwDMMw2gJb+BqGYRiGYRhtgS18DcMwDMMwjLbAFr6GYRiGYRhGW2ALX8MwDMMwDKMtsIWvYRiGYRiG0RbYwtcwDMMwDMNoC2zhaxiGYRiGYbQFtvA1DMMwDMMw2gJb+BqGYRiGYRhtgS18DcMwDMMwjLbAFr6GYRiGYRhGW2ALX8MwDMMwDKMtsIWvYRiGYRiG0RbYwtcwDMMwDMNoC2zhaxiGYRiGYbQFtvA1DMMwDMMw2gJb+BqGYRiGYRhtgS18DcMwDMMwjLbAFr6GYRiGYRhGW2ALX8MwDMMwDKMtsIWvYRiGYRiG0RbYwtcwDMMwDMNoC2zhaxiGYRiGYbQFtvA1DMMwDMMw2gJb+BqGYRiGYRhtwTVd+DrntjnnvHMux///tHPup67iPFucc3POuXj1e2ncSJhMGauNyZSx2phMGauNydTyueLC1zl33DlX4wsx4pz7H865/5+9946T6yrv/z/P3Gm7O9u1Wq3qSpYlV9mWbbAxtumJMZCASQikYL4BQkiBJCTfhMA3CYEQ+OWXfFNIftQAKQSHhNAM2GAMuPcmyeorbZW2l+kz9/z+eJ5zz9mistJKWjHP+/WSZvaeO/eemfvcc895auZMdMYYc4sx5gsn2adXeJ87bIzJGGOqZ6Jfi4WIVhDR/UQ0SkQTRPQgEd3gtRMRfZiI+olokojuJaJLz2WfzyYqU6cGEX2KiHYTUUhEt89pU5lSmVo0J5CptxLR40Q0RUR9RPRx+1CtBVSmFg8RbSGirxHRMBGNEdF3iWir1347EVXlN7X/XnIOu3xWUZlaPCcxn1q0TJ2sxve1xpgMgO0ArgXwgQU6R0SkrhPMDID/BaADQCuAjwH4hvfQ+DlpvxFAG4AHAfzLOejnuURlavE8DeDdAJ5YoE1lSmXqVDieTNUDeC+AFQBeCODlAN539rq2LFCZWhwtAL4OYCuATgCPAPjanH0elImV/XfvWe7juUZlanGcaD4FLFKmFvXDGmP6AXwbwGUAIFqljxDR/QByADYRUTMRfZaIBkX79GESlTkRBUT0V0Q0QkQHANzqH1+O93bv73cQ0S4imiainUS0nYj+BcB6+eIzRPQHNF/Fv5qIvi4rzn1E9A7vmH9KRHcQ0RfluDuI6JrF/A4n8TsVjDG7jTEhAAJQBV+wNtllI4D7jDEHZFX1rwAuWco+nC+oTC3qt/qEMeb7AAoLNKtMCSpTi/qtjilTxph/Msb82BhTkt/03wDcMO8gNYDK1En/To8YYz5rjBkzxpQB/A2ArUTUvpTn+UlAZeqkf6cTzadO6aDH/QegB8Ar5P06ADsA/Ln8fS+AwwAuBRAHkADwPwA+CaABwErwiu/XZP93AXhejtMG4AcADIC4d7y3y/ufA9APXhERgM0ANsztk/zdPec4PwTwjwDSAK4EMAzg5dL2p+BB/tUAAgAfBfDQcb7/MwAmjvHvH0/w2z0DoCR9+7S3fQNYw7JFfrOPA/ifE12Ln5R/KlOnLlPy+fsA3D5nm8qUytSSytQC+/wPgL8819daZer8kCk5xs8CGPT+vh1AFsAIgD0APmj7Xgv/VKbOyHxq0TJ1shdqRjp2SH6AOu+H/ZC3byeAom2XbW8G8AN5fw+Ad3ltrzrOhfougPecSHjmXigRgiqARq/9owA+712o73ltlwDIn0FBT8tv8FZvWxLA30qfKwAOAth4rm/Ks/VPZeq0f7+FJr4qUypTSypTc9rfBqAPwIpzfa1Vps4bmVoLnmy92du2CWydigG4HMBOAH90rq+1ytR5I1MLzacWLVMnG6jws8aY7x2jrdd7vwG8ShkkIrst5u2zes7+h45zznUA9p9k/3xWAxgzxkzPOY+vfh/y3ucApIkoboypnML5josxpgDgS2JieMoY8zSAPwGvvNZJX34JwD1EdKkxJrfUfVimqEwtLSpTKlNnBCL6WQB/CX44jpzNcy8DVKZOASLqAHAXWIv3JbvdGHPA2+1ZIvoQgN8HT6ZqBZWpU2Sh+dSpyNRSOE8b730veIWywhjTIv+ajDE2unwQfAEs649z3F4AF5zEOecyAKCNiBrnnKf/OJ85JuKzMnOMf//fIg6VAK9MAOAKAF82xvQZYyrGmM+DfVZq0idzAVSmFo/K1PFRmTq14/40gE+DA3KePdXj/ISiMrXw51rBk96vG2M+coLTGLDpXWFUpk4Ofz41lxPK1JJGDRpjBsEC//8SURMRxYjoAiK6WXa5A8BvE9FauTn+8DiH+wyA9xHR1cRsJqIN0nYEx/jSxpheAA8A+CgRpYloG4BfBQdmnMp3utTMjhb0/71roc8Q0XVE9GIiShJRHRH9b7DZ4mHZ5VEAP0dEnfIb/TL4Qu47lT7+JKMy5RB5SoNv6oT0xd7DKlMnicqU43gyRUQvk/7cZox55FT6VSuoTDFE1AQ2q99vjJn3HYnoFiLqlPcXgf0x52Z9UKAyZTnRfOpUZOpMpMv4FbC/4U4A4wC+AqBL2j4NvimeBgfi/PexDmKM+U8AHwHw7wCmwU7eNorvowA+QJzTbaH0Om8G+6kMAPgqgD8xxtx9Wt9qcaQAfALAKHhl9GoAtxpjBqT9Y+Df4Cmwr8/vgB8uE2exj+cTKlPMXQDyAF4E4FPy/iZpU5laHCpTzPFk6oMAmgHc6Wllvn2W+3c+oTIFvB7scvW2Odo8q418OYBniCgL4E7w7/AXZ7F/5xsqUyeeTy1apsiY42m5FUVRFEVRFOUnA02QrCiKoiiKotQEOvFVFEVRFEVRagKd+CqKoiiKoig1gU58FUVRFEVRlJpAJ76KoiiKoihKTXBWJr5EtH5OahNDRFnv7xvPRj9OBSL6EhENEdEUEe0morfNaX8zET1PRNNE9BwRvfZc9bVWOM/l6T1E9DgRlYjoMwu0qzydA37l/NKEAAAgAElEQVRSZYqIXkRE3yOiMSIaJqIv25yXypnlfJUpydf6OSI6LM+9J4jop7z2zfJd/O/2/nPZ51rhfJUp4PhzqbMtU+cknRkRGQAXGmOOmVyfiAJjTPUsdutY/bgUwD5jTJGILgbwQwCvMsY8JbkJ9wF4DYC7AbwOwJcArDPGjJ6zTtcY55k8vRFAGcCtAGLGmLd7bSpPy4SfIJm6FVzf/i4AIYB/BNBujHnNuehrLXO+yBRxEYr3AvgCuOLXawH8K4BLjDG9RLQZwF5jjFZcO8ecLzIl/TjeXOqsytSycXUgon8lok8Q0XckEfGNRHQfEd3u7fN2IrrX+/sST5vxPBHdttT9MsbsMMYU52y2VU7WARgxxtxlmK+BSwweq5SecpZYxvL0FZGTsQWaVZ6WMeejTBljvmWM+S9jzLQxJgtOBH/DUvdBOTWWo0wZY6aMMR8yxhwyxoQiW70Ati/leZQzw3KUKeCEc6mzyrKZ+ApvAfBnABoBPHi8HYlrR98N4IsAVgL4RQCfIqKtx9j/k8SVSRb698QJzvVJIsqDq6ccBvAdaXoYwH4iupWIAhGWaQDPnfQ3Vs4ky1KejoPK0/LnfJOpudwEYMcSHUtZGpa1TBFRF4ALwM8/f3sfEfUSu0W0n8yxlLPGspSp48ylbPtZkanlNvH9qjHmQVllzl0ZzOV1APYYY75ojKkYYx4Hl+F740I7G2N+zRjTcox/x13JGmN+DUAG/ND4KoCSbK+AheUOsGbuiwDeaYzJL+I7K2eOZSlPx0Ll6bzgvJIpHyK6CsAfA/iD0z2WsqQsW5kioiS4zO1njDF7ZfNRANcA2ADgBQBawWOVsnxYljJ1rLkUzrJMLbeJb+8i9t0A4AZ/tQHgTXB1rJcUY0zVGPNjABsBvBMAiOgWcE3oG8H1tF8G4PNEdPmZ6IOyaJatPC2EytN5wXklUxYi2gLgWwB+wxjzwNk+v3JclqVMEVEA4N8AzAB4j90urhCPyzNxEMBvAbiFiBqWug/KKbMsZQpYeC51tmUqfiYOehrMjbTLAqj3/l7lve8F8H1jzC0nc2DiaOdfOEbzfmPMFSfZxzjY7AMAVwC41xhj1fsPE9FjAF4O4NmTPJ5y5jgf5MlH5Wn5c77JFIhoI4DvAfgTY8y/n8oxlDPKspMpIooB+Gew5u1WsUYdC9t/DXZbPiw7mVoAfy41lzMqU8tN4zuXpwDcRkR1orH4X17b1wFcSkRvIaKE/HvBsfxSjDFvN8ZkjvHvWDf/KiL6eSLKiM/lLQB+HsA9ssujAG4mom2y/zXgwJFnlubrK0vMOZUnACCiOBGlAQQAAuLUQYE0qzydfyxrmSKideDx6q+NMZ9eqi+tnFHO9XOPAHwSPCn5mbmmciK6joi2EFGMiDoA/C144jSzBN9dOTOca5k67lzqbMvUcp/4/hV45n8UwOfAKVUAAMaYSQA/BeCXAAwCGALwUQCpJTy/AfCbAPoBjAP4GIDfMsZ8S/rwfQAfBvBVIpoG8GUAf2aMuecYx1POLedangDgTwHkAbwPwO3y/o+kDypP5x/LWqbApsRuAB8mlx9zYonPrywt51qmNgF4OziLwxFPbt4k7ZvB6fGmATwNdoX4xSU8v7L0nGuZOu5cCmdZps5JHl9FURRFURRFOdssd42voiiKoiiKoiwJOvFVFEVRFEVRagKd+CqKoiiKoig1gU58FUVRFEVRlJpAJ76KoiiKoihKTbAkBSxWr1xpAMCEYbSNJO8wSfphP3mEkdzEFOPGmJejOC7bksmEfM59MBYL5HOxWefg93Yne8L5bWZWTuc5c/4F0iSbaKPb14QV6Yv9fu6Dtn+BfM7uw+/59bGdOzXJ9wm4/0f3GQD4+4/9frTtUM8wAGC14d/43W97V9R2xRtfCQBYsfGys9bHc03vA98DAKx70StUnk6CV/7U1QYASqVStI1iPPw1NjQCACpll6O/UuH3U9PTAIAgnojaQjuOyC9fqbrPGcNjYCrNueIb6lzO+GKB06FWpQ/FnKtEXbUHC9yQnAj4nPlsDgBQKlejtnLVjrU06wUAAjuuUsx2yvVdxmj76o9f9v3ePQdVpk6CRz7zVgMA61e3Rdt6Bvv5TYp/86a0e3aUygUAQP/wJACgmHKy0d6yGgBw1c2cwWmw0B61beneBuB0Mvm7NLx7dv4IALB2HadbPRpvjtqa45y9qjWBeYR5TqeaPXIAAHC47+morW/sMADAFPk8u598Imrbt3sXAODv/2u/ytRJcMFFl85Ps1Xl+75K3HTJ5U6m/u499wMAfuMjrwAA9PaXozY7vpmQPxeG7tClfBYAkC+wTFLGFUhb2dEBALh229UAgOefc7WTJmQ8rPpjnrzPlvmYm9e59L8E7s/wIMtIvuj6V5Xu5PM8DoYLTM+SCX7eJ9OeUMowuP9AzynL1JJMfO2E15/4zr16/gBrW2UOidBrS0gu/6QM3safdEazaBm0/ePbfar8btaPKAN/BbNm34Icn7xJuzwwgth8hbg9D8nE2p98h3IlbT9NqKniToVff9svAwBed+3V0ba//Kv3AQC6b7ntnPTpzJOTV0+qyzzIIFEnu7hJW6xl3dnp1k8I+QqPlsb7fQO5z6ezPGDHA7d/GPJvnU7Jw8Mfh2TkrYY8iNfXxb02GRdivE9JHgYAUJEBryKfC2NuzInJQyoWuE4UZSJhHxB+36Mx0M6Xyet8tPAO5Lt4Y5uMq3Zs88flsOom1sqJGSzx7zozOeU2ksjZxDgAoBC439dkeJJZSvBCa2poLGobyWcAAA1ZvtixjhVRW0kmDynYScNCChw7MZgvB/6YsmkLVz+Px7kPXWUn10H0dn7RrLLhxpFJ/s7PPP181HZgch/3b3IIALDSuD7E1Ki8KCZHWMEzS2km9+jq1SwT//T++6O23/3AzQCA/kGRm2D+WGTnNv4UjGRsiMug19HpCrldcfWLuE3GIkPG+xwfJO5d1zDGspeJN3FfBg5GbfE0Vz1etYYLtA30HXD9K/AYm0im5vXPTp0CGSPLJTfRjidOfw2lUqkoiqIoiqLUBDrxVRRFURRFUWqCJXF1sOYy8lwDnFvZQuZ+MbeJxjpcwE828pf1TH8xMe9Fx/Z149adLZzv8xa99X3d5G3VbiNvDWC3GWsinO8jZ/u3sC8x5r9Tr4eT5rFH7wMAJNvWnOOenHmsD/sHf/u3AACF4pGobQPYhFo2bD4tVp1/VFaKzn74vx85G9087ylU+Hf2XQJKRXEdCfn3TXhm6WR8tjktrDo3Ezf88LGKBd9vjY8VT4q7k3HuA9bjIJTBqkpu+K2WZVzxzlMsleUYvL/vBpGwY5/nxjCXirguzHJnkFfrB+x/3JyGF2kt0t3aAgBIN7jrkqvyjVmssM9kPO18J4dH2P1h/Ai7OKQSTVFbKPfzobsf5WNf5FxkDq1j/98wIdcz8OJekuwiEY/xeZKxdNRm5Po7f3BED11jeJyJe76a9nlnXfRiofOr7DnIbgz7Dg0AAB6WmAsACMTFocnw9yslG90hU+69cmLq6tjsH8Tcb28SfD3+4hOfAQD82Z+/Jmrb0y/3sfwdePewve/tFfanIFGclLhpdax2rnN1SX6NyZiZrnfjVBhy/6oVJ1NVGT/Ldps33pSLLBtDR1nW29o2RG1jY738eXHpqnjPN5KxLtPAcl0tOz/1bN69P1VU46soiqIoiqLUBEui8bWY2akbAMxWys7F6kJ8d3y7YknEpWsxX6NqNcXBrL8ZXteYIDlrH78T1VmaW15dxMwCGhMbrCd/xrzPzVW0mAXabL98bc/pxOTWGstS0+vLNs17sygmh5y25Hff9x4AQEM9a4Fyw6NRW3cbH79/gIPc6uqTUVtzXE0Ii6GQ5ejlRMJpUqxWt0EimsPQi1Qus+bVBuxWvcCvUqTtYL1BxftcEOdtoWRgCI1v/xE9g3zcH6PsXlUvc8McpfOsgF2bBaIqFqfQ09zFJUrJWsvC0B3TjtFliZgjHZdOmUKRA1JTaafVzBb4t85KsFpjPBO1jY1yYE92gjVW0xiP2gZnBgEAdUc540Mu1xO15Z9lLdtwngWnAnc913WuBQA0lPl6ZuLOYlCXYS3bSMFpyKaJn3vVBGurNzS7/pkqjz2lso0scpklDh/itkOHngIA7H7kmagtWbXWWZalrpVOW/2GG18I5eTp6OBgsFSdG+tf/e7fAQCUHmZL6FM9LhtMGFmqbWC9OxaJnNh9mlNOz3nNzS8BAIzmRngf0xK19Q7ys2h8iuWmruWCqG1FJ58g7VnHCjMsxxPDrN3N5wpRW0WGuGyO94k1uD405tk6USpZ+XTjodVWG+l7WjThgAuwOx1U46soiqIoiqLUBEui8Y2Jv8isDGLHSeVlc11Gab+8NjvTt5oZ403NA/GJi0u+wcY65z/V0cG5FOMpXqUmUs5/Kp3idFC+n95MnlfWo1NHAQDDYyNRWzXHvpVUtT52vlbX5sSbnVqNGzH7+/idV83Kec0n3/jy6H1b80oAwM997j8WdYz/+uJnAQD/+fWvRdvqmtl/r/cIa1RaYk7WhsZZ/gri6xlWXFt9m9MIKCcmleLfqz7t+UCKRaaujrVeOclVCgCVKmshSNIjVquen2xoxy3r7++GUZfuULSuXuxAJZRx0qZC9CxCgaQ/85R50XmcTsddf5s7uGrHWS++IoRNOWS/pxujwjlhC7NiD3SIWhQlw8+VHft2RdvEVRtNTZy6rO+os+4USqzRal/Jz61dewajtmrA25pWsBb5gSfvjdoawG3FhDzv4k6jti3NF+1CtAIADj77eNS28aabAAApz7Lw7Sc5/+6MyGV1hcslXC2w32+QZCFcvdFp+o4e2AEACEf4Gbq9wwlLqpmfxxVJM9Xc5LTIo4P7oSyCFP+W5XaXXuzdN94AAHjH7X8DACjNsj6KPzZmj0kA0JThudANL+b0ZM/3HorafvgU+9cW8pJGk5z1AcQyYcerGCZdm7GaWHeeZJqfT6vXsJ9whzeuZY/0AQBCeYYN9LgYlrj01aZWS/jpJKPvyK+FkpP5RNzJ7KmiGl9FURRFURSlJtCJr6IoiqIoilITLFFw2/xqaS6Fjg308t0FRIUem+sb4Nwm4vJa1+DMJvUZLqWX6NgIACjk3Of2jLA6fnKKzZWlyrQ7n2HzTKbBBbZkmtk1Yu0armRz/Vbn3I0pVs8/38NmoakpV2HHSClTVGzJJL+csa2Qwl/IL4REOHbaIWX5MnTPDwAAY3v6om2TCXaPme7rj7Y1rj12QN6+R3m/L3/zWwCAMOY56otcpKQ8bcm4tqzIbV5MlRVPnmbKSxqX+hNPKhEZ/qNtgVQ5mpHSwX66MDvuxGWITJTc/ZvNzS7b6adctOWMrTuDn0nKSIqiuJQzjnsBiqUcj19kvLLJc8aMSskFKdmxJi5jqfFLD895MysWRPa3Lg9+0B4FqgdZDNsu5sCtb33PjQNHx/j95LRU/vPst23t7I6w5cJuAEBGyhQDQG6E85lduo3b1jS6UsJTB9kN6sk+dsdLOy8+pAd2AwC669isvbq+NWprrrIrRsvWLdG2nT09AICJHLtgbGh0/ZsJ+X1uih+suScfjdpe0MyuQo3dfKx7HnIuFesaObjvgi2cquq5Hvd7PDjCff4VKCeDnRNt3X5FtO2rX/i/AIC+KXHVnBXAZscZHhuuuPmGqG1VPV+Pr/2AAxFzXvUzVKVSpOFXv7pjkODzrF3bCQAoTzs3g+ksu4HOFLxUjBXe/9CuPXysjCvhfcFqdpdpjbMsxkd6o7aczKVCKRUf8+4VNzfkfgWBm7sFS+CSpSOdoiiKoiiKUhMsidooWKAmvNWsRJrfWdmgJLjD7ulNv+slCKV1xXo+dqPTpI3P8Mpgz9O8aiiV5qc6swcLvYAOW+t6tOiteCZ4Fb2vj1faKzxtcHcnr5ovuvTVAICRYecUPnyUtcDTE6xZ9mKREE9KwJGxKZC8VEbHSTSvLF++9Cfv4zeexaIi6YG+8rtvj7a97Y5vz/rc80/tiN6/54N8jO7NlwAAxgadPNWJ1i+QoKuRGa/AgqQVMpIuqOSlrHq+z1khlBNTyLPWoqnZWXZsgEYo2hIYX3Nr1aX8UuelF8rOSJEK0Rj71ix7z1vtRegNfPEEa3qt5aqxpS5qszJRqvoBdtznvMhbyUt1ZrXM1kIWzjK32TFQguO8QhnRMClWqSDuJ5PUFHmLoXHL9QCAF0xNRNu+9+1/AQCkRdV/qSc3+8t8PZ/qleIRFRds3dLOFoYDUiiid8gFW5PIV3PnCgDApnXro7aXbeD0VzP3/xgA0Fp1z8vsNziINtN0W7Stq4kD5KazPdzPwKmPnxlkLfCBo5yOrKHFWZ9ukODxFY0NckyX6mx3nzxL5Xc4NOqn29KIycVg5H7+lZtujbZ95RMfAACU7O3vjTc5CcJ91W0/BwAoj7lnxFfu3gsACMWKGMSdLEbzI5u5ruJkOCmFUi6/8kIAQKF3d9S2YxcHwVXrXYBZTMa8SpXH1urI4ajt4DRbRzNNLAeday+M2ipDPI/r6GTrxsigC3zLFmQcjHNfjJeSEQ2nH9itGl9FURRFURSlJliiksX2df7qLvIv89rm6hWa6pwfb1vnVgBAJc2r2ud63UpkYkZ88Ww6oVn1Mmw5Y6vl8NMP2T74+TL4pSgrn4Ept/o+kuNV98gk+7NctsWV2VvZdR0fP84avcKUKzhgnXopKrcM5Tyl9+47AQAz4ywDFS9lVX2S3/cfcL5sk4/x6nrX0R4AwCfv+HzUlhCfzkpFiqZ4vkz5CU5qv7WDNb71k86fqiRJuxsDXsVPTjuBz5d0zboYqhVbvtdPki6pCcWv1ngWGpuWKoyJ9abkAgpsCrFAxpjAk42iXONAUi7WJZx2wqZYXCNFB1qaXGo1m5jxyIDzgbNpyPJFOabn52bHN1uW1i+UEcRmp03zlcFWO219e+OJuNfmF9xRTsTufn5mXHTR2mjbU4+w1mtklP3Ai21OM5obY43WqJRq7Wxx/ri2yMTIBN//wzPueQSxJG69gNMoXtt1VdRkdvfw54qska3EnUw12/LnR5+Ktl29/iIAwH2PsYXqQNGlqspLfExKUmoNTbtn6LcflQIbYG1e0is2UJACLlevZI30SnLf+W7pn3JyFGRYL3sFTPpG+RqVZWzJV9xYdOWL2c88e4S19D942GlNS1X7jJDSxaG7nnHD86rQsGzFY+56NjWwDGXH2ALQuXZj1NbQzzIyPub5hhf53EZiUuKpzVFbUeSkmJeUsp6Va00Xy1l+iudbiaRXMr4iJZVFS93c5KUwM6f/7NOnp6IoiqIoilIT6MRXURRFURRFqQmW1NVhoTQbdiMt0JYWF4f1Xa5CTL6OnfV3icN8Pu/MbwlJvVGJnCW8ikS2GhKs+dLvYGxu9yK3B7PA/lVJ+7F3mM3cheLeqO2ayy4GAHSt4kClw5Vno7bSDAccRXF1XoBdEFO/h5PH/m7nbl325T9+PwCAxFSTbHZBIB3bLgUAHPnR/dG2T//xrwEAghe/FABQl3DuOx3tbKIuTktApGf+Hp3g4+/qYdnZ4KyEKE6y6WigwPI4XfSq5dSffvWaWsKab30/K3vPGwlqq3jBY9WKDVDla+BXorQV1Ujy6oQVF1BiU4LFJH1Po1T5A4COFRzU1tHCspTyfKHiK9hcHhg3SvUP8TlL4oJRyGe9/lkXh+jM3veyfhq2QpwXZGtm71Px+m6MBrcthukJDvShdvcbliTt3fgkuzrs8VwPKMVjQmczu+yVsu56lgzv19rOgT4b1ntmaXGXWJ3hwLULMy7oLD7K7lZt170EANBx7ZuitoGP/yEf+66eaNuGX3kFAGBjGz9zu1qda9WmjSy7WRm7Pvvdp13/0Cb9431euMWZs3/82HMAgKlxlp+GuJtWtGTc91dOjE2ReNeP7o22Ted4DCqW+XXlyouitq40B4t960F2vawY99tH1dxi81M5opKULXz96+vcWJQBz72GeiQNbN3lUVuDBKnFvGJulOB0dlUZS0pekDBEFkL5XmMDU65/q9nVZ1WK76PJsBy1lWT8Tdfzs7Pi5fKMLcG0QDW+iqIoiqIoSk2wNFnwaXZ6Mn+bwfy2ugSvWDeu5KCxbF1n1NYzzCvlXIFn/x1NjVHb1m7ev2eSlxv9/QPuoCWrvrFFJLzCEtGrV0QDEuxi0655a4BQ3tsAkP4pl54l2MFJmq+/koPw6lvXRW0jU9yv4rSkmvK0KVBtyiI4N+uxnXfeGb0vZDmAoCSRkTf83v+J2mJxvq7jTzqNSH6QNS8t4ywDdZ6j/pExXlWnbRLvwGlB6ltZw1M+wqvs54ecFsiMsYa4ZTUHjdjgBgCY9oLglBMTT/FvXiy53zCQXIRWu1suO416WZKqI9IKu+tZldGsLBpiCtww2lDPYWptrazdXbNqU9TW1Gg1dXxsP2AykWTZWNHmNMShBA1Z7W7gFbfI5vj6O030/AIW4UIpFGV3igLgfE22jlGL4Yq1fK2LM+5+7u/j+39lF1su4wk3lmWa+V5f2c7Pu5HDLmXZEwP8ftsqvv5rks4qVCJ5Xtaz1nXsKTfuNM6wHLRfvJ03bOuK2lb88hsAAMP/8BfRtsr+nQCAV17LVqvnDzwZtQ0PcF83buNn2uUXuwC7g89zcFtQlOCkrGuzFtIH93AwlB+k1NjstNPKiTF5/l3Hjrig+VyB5x+JBP/O11z3wqjt8Yf4+pVL/DsbuABYG/AP0aT6BXqQ4iBMm3wgGbjnTqaTC6us6+DGmR4nb01tLBvr8k6uDx7l51S5yn3wrftGxlZrHfP7NyPFTXqrHJDXtsKNleVKD+8vQ1LMs5jHYqc/bVWNr6IoiqIoilITLI2PLxZw8rWJke2SwtPANq4QDW/TKgBA/7jTwuRlBbumnjW9L718a9S2cT3vf0CS0f8wcBqNHkktFatYlcZ8DYhZIEG7VXL4JYVd0Q3R/HqakKFJXn3tlyTkL7jM+dskEnyM4V5eIQUVd0wTevWVlWXJf/6fP4jex2z56Q6W1cZN3VGbLSSxYvuV0baeH3AC+ZlnnwAAdN34kqitd4A1Ialm8SX15Kkiitv2etakHBpwzlPJkG/P6VFejY+OO8tDKq0+44vBlvQNPT/eyM9Vig0Uim4cCmUcSSZZQxH644NoH4y8JtKuKEZTC8vL2jVsnWprcm2VEl/bnKSQqhivhLoUt4h7WpnWFh7vrH/bEb+ISmVcvlhRvoPvx+tGPP7b/Q6uZPHsmAjeTzW+iyG1kq/V9B5XdCRMstYr18B+3JOSEgpA5JzYlJyfgq5NfMOrWT7WVML58PdNsAXx2npJDbXXFQiIb+RYk5gdbzz5CTZxStDMGmeV3PX9uwAAF/7qawEA3yy689z9AFszNw/zODNVdOPNlevWyffhe+S+fUejtpmQNd8DUyyLgRd+sLZZx6nFYKyfbNb35+dtHRdfDQAYPNwXtR2ZkilcaK1P3rxHLERRWfNZ6V9FAxvwOPLqn3Yp8qZFFjd38TU3W7ZHbc899xgAIBV3/UvK/klJuxlWXWn1KvEYZ2NlyDiZohxrfEsN3QCAps6OqG3qCMu4Ldse88qpL0UxMNX4KoqiKIqiKDWBTnwVRVEURVGUmmBJXB38kLFjtfkVjFoznJ5losqnn5l01dnE6ojxAjt59ww7U9GaTnZ/2CQpX/KXOGfokpgpBwbZKTzwihCZKNWZVz0ucpqWv0PMa7P7G+9zJTlW3xCf58YLXVW311/J5oLBlXyA5/p6orZizFUsUZYXD/3j3wMAYnkvYEME48Xv/d8AgPvufyhq29PHlZde/qKXRtvij0mQyFEOuKyfcGlb1q5hE87MMAeIlMue2SbF98XRAptGVzQ7E9KIBLzkJdURvDRB015flRNjA8RM6H57W62oUpof3GaDXW0gm++eUpfm61FXz2mfMo0uOHfTenbNamvi+73kVXwLQzEBlmWbF/uaL7HPSzLp0uAZGZ4bMuwusaLqPlCR4DvrlpXNe8GOcwLezKzBzW4zsz4PALGlyBNUS0iFq0rKuaxQnH/DiaP8fMiVnftMsk6uyzhf/yMDrspWUVxrKhKktD7j/AW2ZySV4s6DAAATuvMF190gb+a7FARbt/Hrja+KthW++BnuiwSitZgVrq3IY9HuQ/w8Xt3s+vBYL+/f28dtsaqTqViM+5PP8T3WEnd9qau4viongYxThYKbwNh0ixdu5hR0ux9zc6KCVGezxcwSxrndEGScsY3xtqjNuiBs384y0updz0QH75dM8ecq5K7hRVu3AAAmhu+LtjXX8f7FHLu/xMKxqK0c5zSNFakQFyu4ypT5hARilvk+yhfcHBFSsS2UdJLkB7SF0zhddKRTFEVRFEVRaoIlKmBhNaMOW0veJlFuyLgCAJTm90Oy8vWDx2wasqKk8tnV0x+1ZVLc3RdcysmzL+t0tc7Lsu1+WbmMHBl3x4wy1Xt9jvIU2QIbwbw2wuwgEcApaSZlRbb70KGobdtFVwAASp2ckqar4lKSZJIuTZGyPDCyqP7WJ/8BAJD0nOYbNnTztg2cNP7Tv/ubUVs54BXw5vf/WbRt7Qs5AKDvHl4JTzz5aNTWeeNN/LlBDh4xcPeCvQMDCYaZyLoUR20NfJ5J0eaVvGT4puSpC5UTEoomJeYnV5d731528mrAW0koy3gSeNr2hkbWwHZ2sDaja9XaqK2tibUfpaLc+6ELVqyWWVMRSEBaPOa0rUWJcsx5KeviiSZ5ZTloanLaOavBxihrWSre2FaWoCSbps0PYAttEAwWGLOhLA4uHtB6yepoSyrzZX4tSvov4ywzMxNszclKoE+l6lJ9zVT5mh2R1FWDeWch3NLNAdT7vvMNAEBmzcVRW/xlrzh292S8yFx3U7Qp+NodAID8Dg6QeqQ6OKQAACAASURBVP3rfjpqe2rHIwCA/RKkNpV3483BAZazgliaGrxgo446lqUgxfJWLDsrR4y8sU45IabCv+9k1lkMTZrv/4TcoVNlb/9ANKll3j/wnhGhpGONJxvl2M4q1NTOn7t0E48pO/ftjNqu3MjjmbUK+enDUs1s3brcC+o//J17AQANMl7NVNdEbYUcz98ILPuVhCuGYfueqHK/Dve6+ZLUrUB9Hd8H2Sk3jja1uHnfqaJjnaIoiqIoilITLG0BC/K9fXlbUlYLqZRb+RUNz+JncqwBCT2/uyiFmPilTXglix/d0wMAaJAUQ5dvdWUTL1/NK5Fqlc/7w/KOqG1m1K6e3Hli8j4jPpbplFthjxR4xRqKf1YMTktkRE1oy4gePOLSuuSm+DztXZyGqMu4Vcr0hKYzW2488A8fBwCQaMZCT36v+j0u92nLRBI5/6NyUcrYer5sF/7M6wAARx/jdGb5kcGorXmc/eI603yeg9POp/1i0R7OZFmDm0x52jnDPnZ5kgIGgetDItQCFovBXuN4wivtKxoR69Qf8/L9VO02KTbSkHGFdNra+f5ev5Z97pob3NhREW1u0fD1CeDu+7qYFKSQBP+h51cXSuqhUsWl+6lWJQWQXPe4V9SguZm1HqFNWeZ912mS9GxSBCj0yn0mxI/Xaoj9lFqG5sdoKMfmiV1cyv7Ki52Pd/sqfs4V+tjPsc5LO5iUstnTYi2cDF1bhxS1aJQSv+s3uvRShYefBwCMTLGMrL399VEbpZxcAsCYNywcnOHn6+VdztrYff1GAMDEvU8BAFqPXhK1vWIbp2fse+BhAMDQuBvDNrdzv7LTYg1NO231+kb+znsH+TuPF91zdqqsurXFYMekQsGNA62b+JoVpux97Vn7bHpCSX9XKDsLQ0AyjxHLQrzOXYtLRWY70rz/quuuiNoaJCVfWazuoR8bJVaq+lXO+vSGX/pFAMD+Xex7/NCzzne9RByPZYc6P6UahXaMZL/kIpxPOYHH1FiFv0Ozp+XVksWKoiiKoiiKcpLoxFdRFEVRFEWpCZYouI3nzzQrnRnrtOOil7ZOygAwbVO3FFmVHiPflYDbrOnPVSECxgvc9sDznNYl7Zlbtmxih+yLV7MKPl/eErX9+FGupFb2UoSQVC5qSbP58Jpt3VHb/hybGXbu2g8AKOWcaSFGNs0RH2vCM+sMD7OrQzLJJsbDAy51R//A6afgUJYCFxlw1+c/D8DJbfpCFzTS0t0NAJiaZPNdKumlEivxMRpamqNtsQ6ukrRa6qjvvesHUdvgU48DAFqv5ICArvyuqC2YYbNQssruO0WvfwFm3wutCWca769ocNtisG4MNj0OAJTElckGfIWh+03j4k5VJ0GHnZ0ubeH6dexi1dLMaRlRcYEoCDmII4AEsJE7ZlrcLMpi4i77w6WMK/G4swUWKzxmVCo8zgVBQ9SWqmPTcwvxeBcLnHzatGQE/nw+51Lk2d8hJgG/Vc/2GKOl8XyrFVZczMFtZbjrv3kzp9h8qncIADA45YKsr1rLgY+pkLc1rXMuEpd1szm7K8bp7JqHnTtU/MABAEBGxpvkBS6wqGpN3VV2qztcds+Zz+7n6ld/eNW10bb1v/5hAMCRPe8FABSfdEFN17/hNgDAf+/nlIwjPXuithduYPnfs5+DuXu9GNEhScU3KWb25hb3XK6mXBUv5cTYOPzQC7Re1cr3eHFKkgHAT10nbno2XZiXNrYa4+tAMs1LxLxKgau6AQAzEqh94DlXDW5EcsHesJmveWPKzXEKR/l52JN3Kc7Sjdyf7o28/9P7vWqFWRmL5NyBl1oxbnj8JalkmUy477X+Uj5WeZDvI3guYPEl8MhSja+iKIqiKIpSEyzNEt/YmvBeAnhZiQaizU0kXZoNyb2OWJRSbH7tZYoqS/ipePj9UJZXkQ/uOhC1BZI4fFM3a36v7nar6akcB6Hs2N0TbavMSFoW0cKsbXWO1Q1rORhgRILi+g67FFM2B5YtapEtOy3y4CT3KylBTGOjLtKgIaHBbcuBb/7Fh6L3YdFqV2cXqwCAUl5WmCK/6ZTTYsSyfC0z9U5mSjG+5utf+WoAwOAjj0dtE+MsP7E8y8yKjFst7+vldC/rN7PGuHXUaSRHRbZiEvCQDDxtYF37ib6q4lEJbZEKp/10sWUSsOOpAeqlgEBHJ6eq2rL5sqittYk1b0YCXMtebfp4yLLRRKLN8JQzJNYrWxQj7lkRAgnKNV5qx0SMr3tRgikLFddBSrL2t76Bg5tiXmo0qzay6frKJWdFqNh0aRIwSV6kCGlw26KQ9PuIw93Pl13/GgDAwB625ByZeipqe6ifLYDrOlgr98oVzgravIq1wQ0zIlsH90VtY1m+Vl23vhkAcIDc8/KH//45AMDDE6yx+/lX3Ry1vXectXNrEl4RCSkoYNawRi28/3tRU8vuZwAAN0ua0MlpV/Bg5yinmqo28X3R6AeJ2ge6jGuda1wg0s9fuh7KIpC5UOgVqynI+BLPs9zQAkkIY/JsCP2pVMhzLhu07Rfo+c53OIARVdEQG3e+NZezZFsjUswbw0oyfD7ywN5o23iBj1uf5B2Hx9x4UxXrVlwCexPwgnen2CJhZ1BkXGrYmdJ1AIB0ie8ZP0aSKqdfvEk1voqiKIqiKEpNsEQ+vvxqZs2jRashpRTjXsLrqlU6mPkaBrvJaox9LXKk/BWNxuFxly7soZ3sj5SMs2aue0NX1HbdFtb4FkruWAf39gAAYnYx7K2irWaNYvM10camD4rUQ145Y1kOdYr2ZTR0Wu6CcZom5RwgPrGPfPmOeU31W9hXL+hwKVoQswUPWJ7qM07jS2N87Rvr3PUlWTnTGvb/XHn9C6K20W/eza+7ngMAdN3kUsfUHWEfpuF+fh0ad9rDpnbWrpTAxz5U8pKTZ04/iXctURE/3mropxDjV+u3n/S0+u0ruMx0dzf7bLa0ONmwitpSnu/pYtGVCa0PWKNRJ766lapXFEMGsISMD3FPxRylHPOVOcSaDdvlsqcFCmW8SiZsaU8nG0mxriUT8n28oh3VcLaVI/A1xQtY3pRj4/SoTnObaeMSsFdezunINrswAOwc5JiRnBSr2HfUpX1aKZdlWxeXQZ941PnejteL1eFlbwEANK1wbb+4ndMhfv43Pw0AOLzGS0/2+tvmd1oud8sbWDOdf+77UVN+lGNhXnY9l0Huc7cD6gJJwVfmvqebvJgdKaaztcyyWJ9y04p4hxawWAwUGcHd2GB9e5OBjPnkp7K06V/Fl5b8AUQK2Mg1r/pjUV4sUjFbrMubu1nLkkyOkl4axUTAY12l4hXfkRiobNamP/PVs/aE/KaYdWNlQsanquHvV/CmozadW0bGp6r3vcLq6etrVeOrKIqiKIqi1AQ68VUURVEURVFqgiVydbD6bK8KkK0FL23xhDtVUjyVfaV8dKwo4I2iLY7ZAW+VqgssOzzCZsdHJQVZU9oZorrWsqnohRe6lERJcZCOSZW2RNytAYyYxW1lJSJ3Hmsfta4YaS84ZEvIKWjediNXwCl94E+itg/8P19Y4NsqZ4sv/yGn7zHepbRW3pf8wQcBAKGXSowk2CgQE19LY8a1BRzokUg7mbZuMXUSCbDuVT8TtfXe9yAAIDvOaYymh71OpDmAJKiw205d0pmlbdWwFc3ch5FJzxQfuCAB5cQEEqlBXsquqowfria9F8VhA3YlGKxa9QI25FgJcY1IFrwUQlJpqCwuXsY7JonApWTM8APZKrKfX0mtYschSa2WNF6aqJD7EMjnqt5YaM2EBQnQjALa4AKE7ZBNnntDGKqrw1IxVeKUTgeHXJBaocRuTKMSBL3/4GjU9os3czqzxMFnAQCxYZdequvdXBkLG/j6hxPumfO9O+8FADTJwLay3q/kduxgxfRqdrca2fDyaNuRpzkgd9tWDgy/7aW3Rm19wxz41tPL36cu44LH2xrXAAAa6iTwzXMByxacO6JyYgzZRAHufq6K3ARtfM/HvSDnyDU0utbeeAMbiI9Zr9xm3Qz475jndlWRjUVxKcjnXWB+Udx6fI+KMBrHZFzz3EYD6wYrKWxN4I0xAbvphGVxh02v8r4zz+didkzyvzNOf5xSja+iKIqiKIpSEyyJxjcm6oNZs2jRXMRlnVHvaXxTKasNkQ2V+bpf66Tt14+3gWWx6NWtbuzqZO8gp46qS7uV9ktEY7KxtSXaVncpByGNj/H+QZ3TpkwV+fglCTjxFDMIRGNEstEP2lshNbWxnlO4JPNO0/KR33/PvO+onHnKE6yFf+LO7wIA4p6Gq2371QAAamEtSehp9ew1r0pKsZZWF0wWj7E2Jh44TR/JKjQvcl/ftTpqW3MDn+fAnT8EAJR2PBe1dVzDRTMOPfUj/lybCwbJTbCGuLmDtSsNUy45fXxCNSmLIZFgTUXZqxpBUlyiLAE7vsJzbEy0cT08jgSBGx86V/K1rZeUYo2NHVFbdpqvf748I5/zLF2inbXKFT8FWQhbRMNL8J4UDV/I5wlCV8AiLgKazXKgy8SkK5QwOclj2pQUT5ilrZYgP6vhiflWOg1uO23sr9k/ztf/ca8QRXsjjzONK9jK07hqU9SWKbG268ADDwAAOlq7o7Y6CZi1VsZC4ALYHjG836pL+Hwb1687uY6u5D6sfYsLgBv+84cAALHe5wEA3ZdcFbUdOSpavwSnUWzt3Bi1VeokpV6VtXSFwmDUls96qUCVE2Jvwap3KxayPBbNNHJ61YRnRUrJ/KMgca/ka0NpttXc+DpfW8xCVMYxf54llqa4VIpoSLtAxmJaCvR4lm5bgCyU4we+pcFYLTD33cRd30sByw0lJHDYSyYQitUqL+N1xbOEJRdIOrBYVOOrKIqiKIqi1AQ68VUURVEURVFqgiVxdbA5bUNPXW6D1KoSWEFe8EUmLTlPpTaz8fT6NCfkjWZVg5urlp8f+FYS1f2uviHvfOzqcO1FF0Tb1ndwgsW17eyWUKy481Qk11woKv/ZLhyY1Ye0V1/6h/u4xnnnI2wOeuEbnSk8mVgolE850/zd7/4GACdjXkpTXPvbvwPAyVjo5ZUOrKsNWAaa25ybTCIleVK92udR9SJLnbu11r+SzYl9DzwBAChMjEVtmSyfs309V1R6em+vaxPZSodsss4YJ4nFQNesi8NeWy+XZWhmvfoBJaUsm9rKR4ekzXe54vfrpN59gpwbRKqOzXbFIl+7UsmZuuMJaxJkeQtiTkZCGwTiHSuZ5IBKmyPaVF3btLg2jI4e5dcxZ1IeGWP5yklQjMH8vtsgOjPL1UHHqMVhg368QUVybq9pZLeUa9e5fPLTMs40ruSxZOXqbVHb+gGWvYeG+LpuertzjaNrr5d3fH169j8WtdVn2fT8C2/hqpOmYZF5c1e4RMMNa/i5NX5gFwCgbdi5M6zr2gIA6J06CAAY8eRtzLDbVSnLsl5fcm3rG5amOGytYKc2Zc/lyYi7XcI+D+KubVqKmMUkioy8e71qcwHbIS+c79YU2Fy/vgwX+XzZLM/dJqsukDor/Yp50W0xSQxg+zkriC6aG7LMB2n3HLVjUGirxnnuZE1SKdPsYhfAsOyqtVHd6cuUPj0VRVEURVGUmmBpgttsrXt/ri9vc6Jpm8i6lBhNqzjtSbKBnaZLXuWjqDybvJBX7N7GgrTV8+e621zAUYOkmyrI6qHi1XPOTvOKZXDMadrqWiUdkAS9hJ4GrVi2FZMWcqLmbTb7WUO969+BcV7xfuxz/w4AaP/6N6K2F9/IaWPe+jt/uMAxlaVgfIR//3u++81o29CDErAhAtX1opuitliGnetLIqOpwK2WCwVe7RqpUNPW7gKYGhtY4xv3AgmsJs3KaKXstIfpLg5cWXcTV0Q6+PU7o7bRHTsAAMmrOMitXD4YtZVE9gfGJL2MZ5Voaqqf/wMox6QSVT3z9RF8jewY42t8K6LBL0+zNuto6Nrs20DMBx2ebCTiPA41NPL4kp1216wcSlW+mI1E8VIPSdBHYFzavJiRoDZJATQx7gLYbFDu6AhrpEe9sS1fsOPXfMuY1QgtGMi2QCVN5dj09rAFJ5lw6buefZLv36DKQYed7U4Dmy6wdjYUa0L7lLMGTD3wKACgoYG1XrSp251I1IChCF5ryj3brl/DQWqTu3oAAJl2F5Dm8FPdcaBUbx9Xjbtws9Pqbn7HuwAAPX/7dwCAtgeeidpW/fzrAQDbcvy9+o+6QNupPg5mM2UeM5ta3e8xWpljCVOOi51y+JZua60sT/E93tjiUslNl/g3r0iKWD9PQCxmNapyX89Sc0oaRFcqN2qplvl8TZKSsTnhLNdBI8tn4I1ddty02l3fEE9RIgKbKCDhtVXlWDS7LwDWSkq8AzmWs6qXUrax0fXnVFGNr6IoiqIoilITLFEBC/vq+ZLJiqUY8up0bMSlOOlazavMNSt5Ndwz6VaPYZRuyGqR3UzfKoOzRdYep9NO47t9K2vVOjpZi1f2tHE2+wUFvi+WPeb8ZPJVqT0eWg2bpwmKwab44GMlXaYPjOQ4ZUdBalYPZd2K/uDAfwJQje/JYPPtxxPH38+ybwdrvT7+f38fALB13FkXbNq5nFy3a975G1Fb1Vh/Jf67WPZkJsFyEci1v/i6a6O2ziu3AwCSvu+krWVvC6N4hRJiMV6hrn/ZqwEAAz9+0PVB0q0FOT5P58q1UduB/aI9knR8cT8xeHiSP44CAKiE1qfNYa+7LV5T8jTqJKoTez2ny+5etjXvrfa00L0lalu/llNUxYmveV1mZdRWkGT+hQqPdylymrEgbjUpLmUZQt42OcZ+vOOjLm5hdJQ1dta3N18oev2brc31x2UrQpFCyUup5u+nnJgn770DAJDLOYtlXt4HotlqCpzGMycFcrZ0XgMA2Azn77hviK/jxbe+ije84Op55/vh43zRjh5x8vaG218KAPjBPf8MAOjY7ApSWJ/tQs6lPvzkp36P97+fU5Z97OOfjdou3MwWKaz+KgBg4InHo7bVN7CfcYtYWXeNuDG2b4RlMSNGqK6G9qjNt1IoJ8begpXK/HlPboqLorSvdakyJ3nKgbxYqas0a4ST/2WO48VZ2bgse8/7/v1Wu5qVB3BL0o1TJsmf8wt+2XdkLVm+4d++l24Z33fZ+hnH5Vnp+S6nZni+WCxKqkmvgEXVi3U4VVTjqyiKoiiKotQEOvFVFEVRFEVRaoIlcXWwXgJmVnAEz6mrousen/IqC4np7iJJkXJ0yAVmTE2wCYWqkp7DN7/J+4K0Pdd71PVBTM0X5Dh9TGOr80FIpySQzbOd2+oiQYz3y3lm7kpJUv14pgGLxB6go0WqKlE2asvNcOBATL5z2TMfTC9wLGVh3vXrvwoA+MxnPnvMfaanpqL3H/zQOwAAr/+ZNwMAnv7QB6M26zC/9iU384Z6FxQm3gwol6x7gm+jkYo4EhR1x3+4gLm+ITbt/fr7fjvadsEqrlcfi0uqPq+yTSimo/rVvM/aF78watvzjbsAAFO7OYXQputeELUd6ecKcYGYl8pld8wZl2FGOQnq0myuq3ppcSoSLFSt2qpp3j1qTYDi/uC7QuWm2e1hOCaf92x7tlLb2lXsshKPN0ZtKUnDE5Z57EjEnQkxHhNXB68q08gIj5lHhzlN4tCwS3V3ZJhlsCAVjsLqrCRC8mrm9T0ybUbBmOrecKqsauRUYBOeu0j/JLszrFnHz7aEZ5W15tuNK7i62tR/uzGlkOHnFr3qnbzBONkAsftER4ZTO112yfVRUzzBLi6TGXabyHtP9HiBTeOf+JsPR9u+cAe7Wdm0VB/6u89HbZ/4Px/n89zMxy/td8FtR555EgAw2MWuOF//gXODSAT1cj6W14ND7rm8Mr5QgLhyIkJv7lCR8ala5rnGzGRf1Jap5+DGmZIEq5W8apB2fLOJAuKuzbps2jKSxjiXnKqMeWHVuk95/pziN0rku03I/jZ9mtf3KJg22uCPRRJULK1rVjs3r6GBnQCAsrh8+Gna/IqXp4pqfBVFURRFUZSaYGmyS8sM31ceOC0Db8x76cUOD/UAAK5o5bQcm9atitp2lw/z/tPzNaRuIcHHnCy61eTDe3gV9Pj+ft7DWxXERfvma1PSkj4oaTV0cfdTTOZ5pZPLc+qWVMz1pV1SYDU38LlHxvqjtgbi72ii9Bze6kaTw580jz/OWom+/fuibWsv4Hr1X/8caz2++M2PRW2t7Vw0YO+XvwhgVrwOjKR0edHtrBUOKy4ooyoBSFUJFCM4GYWsaMMcr7J33Hdv1DQjqa727tgTbdu4imU4STatjFd3XKwJRgIC1rzydVHbofsfAQAUR9nqERt3FoS1a1gLNDrDbQUvaCmXU5XvopBUS1UvvZJNEl+2RXZ8rYJoI2w8bNwLjLX7W6tDNXAaroRNi1jlfVZ1rova6utY/dfQyOOer4m1AbhTEigEAEcGeCzsH+IxZvCIC27LyvW3IlFdYHyJtEZ+29zdyNd96Bi1GGzKwzDp0iu1b+wGAKRXsMY/4cnU6kAK3+zmwLJYr0tdmJF0l8FqSY3nPaswxcGQ4b79AICOFZe7tga+fs3yGi+7QPEffe5TAIAvf81plicKPNaFIt/37XFa3fv3fg8A8JrtnPKxcN8TUdtkD8veRd0v4X7mnorahnJiAZnifQJPjrY2qG7tVAi9scGqJ62yNO9pfLvWcrBh2Y5vXtBzXhIFRMFn/nPR2IIX1dkHh7NylUsF6YuzPsREuxsP3HzJPjcjO5NXaMlE6czsHNGbcso5m5r5ddt6l/rvkd0sSzY9mzcFQ6F0+jKlUqkoiqIoiqLUBEtaT3BWOjNXgUK2OG2VTW12eC+vNru3Or/GwhouIXywl7UdpbznPyerFEPzNRnVcLbvmvF83oqwpfTcsmESdsVTkFffl5g/G8jqZnWz83HpXsVaGxNy+pk2zxUrRrzaKstqveClJKlqIu+TpiSalNvf+ZZo24uv5QIPjz3L2rW6eucPdOP1twAAnv34+wHM1rJ0v5LbwpRoOrzVaCgFBWwGmHjVtZXFjzyQfHU3XO+0LE89y5roa691KYeoalNicd+9WhguXQtxW7rdJSBffyP7++76n+8AACZ2PRu1dV7J3/no06x5aUu6lFUTS7DqrSUKUjzAeBrOsDrX/9BPx2hfraZivt9aTHzaqlmXLmoixtdob9FaFtw5Nm7cyp8Tn7m6pDvfkSPsx9s/6Px4+wYOAAAGhni8tBYoACjZscXMlwNbeCeMyov6/nE2faN8F6J5n1NOjvEEa6jCvEt1lyuyLNQ3SnrDuIspWJVhH/+pHvaPbfM0aatvEitQynugWJpYC7zttW+TDZ7PpTy/btxyBQCg6BXOeUSsk1uvf1G07eIKbwvE0lltclOA/udZizu5iY+VutTFIhS+9h8AgHgvW58uanbfa2iUZVdusSgFFQA8OamxLYshSg3rF5iRn7AqKb3iobtnBwb3AgA6VlwKAMh71z80fI0LUZpGf6yw26yvv2uzc6mqzGfCsBy1Jeq4wE7aT2dGVrMsJdlj3lzHztkkhsFPT2tNsxs3cgrI5x/576gpW5B5mU3vVnXHHPJ8yE8VfXoqiqIoiqIoNYFOfBVFURRFUZSaYGlcHSJzmZm3yVbnMMY56xdFbb3nyCEAQNKrBX3lVq5qk4p1AwB297mKb2WpcR55OnjzdptJzSrw/dRqzrHaT4NhXSNsn13fkxKg0t3GZqGuNucwXhhnM3cm4DOtTLm+59L8flSqKKVjzlzR6NVsV46PrQozOuYCve57nM2+l1zObjHpZle1b+eX/gEAEJOAgNC7zms3XwQAGHyE3QViXpCSdXFIpq0bhLvOoWGHfVs17Zaf/aWo7ZY38XVOeyn6SpISjQIx5cSdXIS2Qo3Iua0KBwDrr3sZAODA3Ry0V8264JT4NN8nnau4+tfhHhfU0FinldsWQ3SfeyZEMnNcAXyzv7gSRK4BXqyJHUdSNmjWc2MqTHPqKREH7Nm3w/VBxoNLNnCg5uSou9ZHBjiArXfwcLStb5C3ZWU8qVZ8M6b9OvNNyWQrNomsx73UehB3BhuAO2tEJNWDLIZUmiuUjYy6ceCBZzktYUMf35/bN18ctV0dsFDUT4kbTLorakvnxXVgWMy4gX8tZlfXInIuL/Z6poy4zyTc+Pb+n/pp3uXFrupkkOaxxCTr5VjeFCCQMcU+O7dvj5qqd/4XAKC/j03rN124Imp7+PDT/LEKfy4JN/bFNah7kdCcVyArrn/ZGR5bjO8GIfOqYXEpWbfmStdkRM4kx10hjHtts19jXlXQUFwdMgneP+nl5KuKvMVjvuuXHCuamHnP2MhFjMfIGNxY2byZXXiSg/cDAEaODLvPSR+iXnnBnrEl0NfqSKcoiqIoiqLUBEui8Z2v7wVCm8ZiAS1CFO4mCZJ3Dbi0UNNlXqVcc9UrAABr2zNR2wOHWAMyM8yBZSi5YJ8YZgcFmFm9sepnr060pOCoxniVu7LN1U2/vEmC1BK8su7p3RW1zUwNSOclObyfdUQ0KzFZKcU8jW8woYniT5aYrO5yOafZGBvl1FGHezilz8/+zG1R2zP/zppQuxKMe9f5kX/4K26LapO788TlPFHqMU/LYt9Vo1f3QZt4O/Qc9YNIgybH9Jz/A3s0OX4q4bS1tsCGEU2vX0NjRtK5rbqaA+sOHXDawJG8CzhQTowtKDK7SAW/WLnxUyDamLGq3OfV0L/+VhvBxwrIS3VW4m0lCXLygzn27WGLVVOcx7jShNP4HhpgTV/foLNwFUTTW4kC2fwgtain/L/X5pLfzx9zbIv9/OySQzpGLYbmNg5SLXlWmhixZW9VOz+PLt3gnl/TT3DqwgyxtSpW5wo37f/M7wMAJsDatbJvPbXX2I4xMaeBi0lxpqoUJ4hnPC1yhuUmP+jSQqYCLrqRIVA+sAAAIABJREFUrpPAp7x7hpYrIscS9NlQcuNvQp7LsQKfp63i0vQ1Ez87AzMhffe0h6rwXRzynAo9605+Rp4NMk6ZWc8isTSOSXAsuefC2nUcnJjO8nUcd2KKXFnGNUgqR9/aKWPdhFRJ6mh041u9BFaGXjqzmMyhyAaLe8UtYiILoXyvy650ctM6xMkNHnv+OQBApeLJvGiUbSAxeeO2odMPwlWNr6IoiqIoilITLInGt1Kdr3Vwfrh25u7P0mf71PmpKkYmOIH708/dAwDo7NwUtb3xEk51Np1n36oDk24Js2eQVzW5Aq9ME15pUktT2q1qNrSyj1NLE6+Ap4pudTsywb7HI0O8Uq54mmVEPjHzS36SfP9YeXY6IQAo5jVV0MkSk4TwxtP4jo+zH11cCo8ceua+qK1qtaxW1rxUdjaxf0o0b5WkE/nSVVfIMaXohJcKpioyaVehoXFtVuNX9lblLr2LTXXl+mBdq4IxSXt0ZMR9V+mzPZS/Eo3lWGuYFFfn5tbmqC03Ngbl5InGodh8rb7zI/NiBqpRXqHoCJYo9aHsX/ZLtQcsu/VJ1solEy71VCgp73p6OGWZ8Vw180X+XDzuYgFiwbT0U8ayqtPm2HSNlShlmdf3ORpfX+sWRD7L9lt7Ps+q8F0U41m2QgVJpxHr7uJn0+oGTreY9vy/94jPdnc9x45Upz2LoKSc6pRrHCu4QjuBtRrEbJopp/EtyjWbEDktNcxEbTNSnj1xxMVKNEiJ4zqxOtXn3LOtKoV5ArFMNbU7P97RGMtndlqKOuU8zWIr+2o+N8DjVc6Tt3JV05kthijcwCuoZS3VFZENinnFI+ZY1Ivjo9H7g7m7AABrNl8GAGiqd2k0R+RRlK3wscplXzXP1+xwP2uRczknB0GR2w7NuOtfMrassGzzzODpBpbBm7fzfTG49/6obW8/W7fa29gq4hvjxqdYZqsyzrW1u5ie1szpx7eoxldRFEVRFEWpCXTiqyiKoiiKotQES+LqYANGFk6tw5jZiXNkozgue6bCspjuprJs3iv2u8C33r6dAIBEis1Ize1ro7Yrt7IaP17H21Ke60K+ic2H5ogXODLCZqf+w3z8Yt6ZiCpinrFpzcgLRrJ9tibqsh/dFrKpyAaXeNbxKKWVcmJskA35wWZiCsxLSpc9Y+53v/hNbwAATM3wNc+k/eAxviaNcTYP5grOtLf+mhsAAJ0d4rBfdSZLIxevXGQ5DD2TEkmaqJ27dkbb1nZziqomCTIJK87VpiQuFA9+404AQJ1fnUkqvVXFPYYqzoQUitwlV7FsV/c582cKKk+LobLA2OQqDsnfngkxjNLeyb3sf17SPtkgzETg0jetlap861asAgCQX1ktZPmslsWMZ5zJGiXuS/f6VdGm8Wl2+5qYYbeWsaxzbxnLshwHMoSbcL7LgnXvCLwUfnExl5ckCC/mp83SMWpRZMUdypS9QFOpEJmT+7Nv3FX163jRzQCA1hYO8MmEvpsB39s25SH8KnpSCa2QZ7lJtzizL8b4Oj43wX15ZteDUdPaBh5ntl3nKrDV1bGbRTwprhhl99ybnuRnYlpSngXeA6xUlUCnOB8zP+FM6sV9HHAshQwRemZzLQa4OFxVSPfDJeWZEpN5T8pz17MBuTEJNkskvDYZ2cb2c/BYlvZHbRdcwSnuNsbYzeDosEvJN5njY+55gl2ydodDUVtR5kZlb+qYTPC2VBcHOd601VVVnTrKY9iTj3NVtmTBS3UnqUKj6WDZzdns/KoaVQB2v0dpCdxnVOOrKIqiKIqi1ARLovGNtAa+UjeKCVkg2ZlNyyJatJiXnDiV5tVCGOOVZaLO1QS3K5/Q1hn3tWMSFEdZ3ifwCgikShyE0AinhUs288o3kbmQN1Td6jsvtaknp9gDvLCANrgoa4ZRrw9ZSTtinbt9La8JNXLkZLGBZX5Kl3iC5aEolQEeue/7Udv4xZcAAI7288q0yQ8Cm2ZNxVXb+DrnZtzKdt11rPFNihaj5CXlhqR3MYFoOGZcgMgXPvNFAMDTTz0WbXvxT70OAHDjS18EAOhsdKvedFosIhk+Vu+UkzWTkqTvKdY6F6ZdH8ox3rb3IV4tx0IXKDNT0jxBiyGUMWahlF02XZQfBZYQDYqNbSt5bRTn65JKsLZk7ar2qO1yKTaSmmQN3syEk5uYyHVVxoV80Y0dzaLxxbDTELYnWNZbM2yxam3ucJ0e4/FucpKTvldKflJ7Ox5LiitP4xtKsJUNgPOlKBZTPchiSNTz9W9KOJmq5PgZkGnkaxY0uWDFPaL9msnwmLSp26Uea2ph7X8QSHpDL7WTyfHzJ5AA2ryXdi+eYUvTBjEGjNY7eStKcOzXSvlo28tf+loAQChFEeIVZ0W468fPAwCGDvP+fjGdkUlOt1cs8X1RzDo53dfLaRazElBeqS4QyK6cFCSazXSDC4qtk5R1dl5Bwfy0hrboU7Xq7uG8WAhyOb4u5YqTgx33fhsAEMrcLd7knpndUmBnTTO/dra55xUleKwrekGbh/rZ8nmohwuZ3LPHyU1aAtUTYiWrLJCmzwXVegU24CUUAFAqubGysT6J00VHOkVRFEVRFKUmWBKNry0E4KfZCKu8ynBFHDz/SXm1mo/A84OLy2pxY2cbAKCjc3XUFoj/FKRMcL1XSi8jvksNdaxpS3oFLUyeV6fPP3FPtG2yl0svBrIaSng+k3YtY32cMp5PifVCKYhGOUx6fnrWDzTym3OrIlqCpMu1QlSa1fOrrdpUTqI162hzieF793HauTVbOT1ZIuY0+/ms+Pg28wq6NHE0aouJ/29FynaSl/zbyqYRufjrj/5l1NbXx75wVU8L+ONv/Q+fT9IQvf4Nr47amqREcXaa5bBvvytEkYqLdUC0OHV1Tp5yeT5WRfwx056sNaeXptp4rZCUsSn0rllUTl38d5NeCqGy+JRbqxR5VqkgzmPMpi7WiGxud9clP8FWh0nR6rd1rIna2lbyWFaX4bGt7PkNHx3gIixHB/dG24pF1tiUsrxfIu2K7FzUwdrCngpbs4Y8y1PMjrU2Gb43ftkUi9bKNruMu1oRFkOj3I+p0GnS6lL8uzZInEEy7qdW5KdHWcYZ46VlKseqso9o4r3iR2HdnOvpWRIbRTHY0MUau8tvujxqG5vi8x16zPl21ndwStC4jJGjQ06ztrOftb9PPsvpPGemnPY4lxf/dBsH4cmUjdGJDHS+v7laERbJ/BLpNoYqsNc95qc64xebUjaZdL/35JSVJbF2+TJVtSnI+NpdtNpZky5bx1rd8hTLTWHI+d42rRDtseePm5hgq1OzxDBMe9Z2e+7IAcB4cyI5d8JaMLyvZcddI6nVQuPH35y+FUGlUlEURVEURakJdOKrKIqiKIqi1ARLE9xmzYF+DWlRX0e14f0KZxIxEtpWL21KIOa9dJVfM15wWzzD7gxJcXloTDkH8IxUw2lI8/51XkBHYHhbW+rl0baDYlKekFQfNO0C2AKxCJTFLOqbR7PyPaxpetwzO9mqYm3NbMrMF93POyGpYpQTU5SUY2Uv9diUBJd1reLfduvlF0dtg4d6AAD1zZzmxxRcAJu1GdWl2EwcI+dmUATLURBKUIbxbgfZNnxI0t71DbgmW73Pk3ebTuqJH9wNAMgXnJnwF37h9QBc9cLGhFtvliRQYUoqInkWdaTlj2mROeOX4Ipp0MhiMGWbatBtswX+AnENKJc8l4DolT9Hnplw1RqWwQtXceBS44QL9Bkv8Vhz2TXXAQA2Xr7NnbCB90818FiV9VIubpHqkAN7dkXbevby+4lhdp84OujGkDZxt8g3solyPOf6Z83ltqqbn6YsCuSz45hvUzXq6rAYcpP8zCgV3bMjlHGjWOQxyBg3DthSfcUSuzDl884ly1YKjBl2gwg9U7ILrJRxgLzrlLLPSTZPD4w7t5t4Hbv7tTa6bQ12iBMXhGTSPUPTcXmGJlmmCt4zuxp9RzFV+64O9llvZrsHAUBCXR0Whf0Nq16VxoqU/rTXPfADbUlSKoqLZ96rxGdT4wXiPupXH73sCk5xd003uwweeG5f1Db80A95f7l2flXIqf0H+TyebLSt6QYAXLiB0/Q9d+hQ1DYuaWmtvFW8ioQ2ZVk0R/Srakb5EmwAnPvOxZJzlzhVVCoVRVEURVGUmoCMrvIVRVEURVGUGkA1voqiKIqiKEpNoBNfRVEURVEUpSbQia+iKIqiKIpSE+jEV1EURVEURakJdOKrKIqiKIqi1AQ68VUURVEURVFqAp34KoqiKIqiKDWBTnwVRVEURVGUmkAnvoqiKIqiKEpNoBNfRVEURVEUpSbQia+iKIqiKIpSE+jEV1EURVEURakJdOKrKIqiKIqi1AQ68VUURVEURVFqAp34KoqiKIqiKDWBTnwVRVEURVGUmkAnvoqiKIqiKEpNoBNfRVEURVEUpSbQia+iKIqiKIpSE+jEV1EURVEURakJdOKrKIqiKIqi1AQ68VUURVEURVFqAp34KoqiKIqiKDWBTnwVRVEURVGUmkAnvoqiKIqiKEpNoBNfRVEURVEUpSbQia+iKIqiKIpSE+jEV1EURVEURakJdOKrKIqiKIqi1ATndOJLRN1EZIgoLn9/m4jeegrHWU9EM0QULH0vlfMZlTHldFEZUs4kKl/KUqMydXxOOPEloh4iysuXP0JE/0xEmTPRGWPMLcaYL5xkn17hfe6wMSZjjKmeiX6dCkT0KSLaTUQhEd0+p+2tRPQ4EU0RUR8RfdwKaC2iMrZ4iOhG+b38f4aIbjvXfTsXqAydGicYpy4jou8S0QgRmXPUxWWBytepQUQvI6In5Fl3gIjeea77tFxQmTo9ZB5liOjti/3syWp8X2uMyQDYDuBaAB9YoBNEROo64XgawLsBPLFAWz2A9wJYAeCFAF4O4H1nr2vLEpWxRWCM+bEMSBn53V4DYAbAd85x184lKkOL53jjVBnAHQB+9az2aPmi8rUIiCgB4KsAPgmgGcCbAPw1EV1xTju2vFCZOgWIqBXAHwHYcSqfX9SPaYzpB/BtAJfJye8loo8Q0f0AcgA2EVEzEX2WiAaJqJ+IPmzV5EQUENFfiQbhAIBb53yZe/3ZOxG9g4h2EdE0Ee0kou1E9C8A1gP4hqyU/oDmq/VXE9HXiWiMiPYR0Tu8Y/4pEd1BRF+U4+4gomtO5cc7wW/1CWPM9wEUFmj7J5m4lOQ3/TcANyx1H85HVMZOmbcC+IoxJnuGz7PsURla1G91vHFqtzHmszjFh8tPKipfJ00bgCYA/2KYRwHsAnDJEp/nvEdlatF8FMDfARg5pU8bY477D0APgFfI+3XgQfDP5e97ARwGcOn/z96bR9mR3XWe31+8NfdFUmrfVVJJqn2x8VIub9h4xYybA2awMWDGPg0N9BkODWfoY5qBNj3dTENPw4ExiwHbjI0xtsE23su4quzaV6mkUkmlPbVkpnJ7+4u488fvd5e3KJWZylKm6v0+50iZGTdexI24vxc37m8FkAaQAfAF8AqvB8AIgIcBfFj2/wiAQ3KcYQDfAWAApIPjfUh+/3EAZ8CrIAKwC8DW5j7J39uajvNdAH8CIA/gNgAXAbxJ2n4b/JB/O4CU3MAfzHH9TwOYvMy/P5nH/bsfwAevsM8XAPz+lY71cv2nMnbVMtYNYAbA65d7LFWGrlsZuuxzSq7JLPcYq3xdf/IF4NMAflHO8SoAFwBsXu7xXAn/VKYWLVOvAPAoWHHrrmtB936egzMrnTkhF90V3MzfCfZdC6Bi22Xb+wB8R37/NoCPBG1vmWNwvgbgV64kMM2DIwMfA+gL2j8G4BPB4HwzaNsHoPQSCvecL74AfhbAaQCrl/uLuFz/VMau+v69H8CLAGi5x1Jl6LqVIX3xVflacvkC8C4A5wHU5d8vLPdYrpR/KlOLumcp8Evvq5qvayH/5htQ9R5jzDcv03Yq+H0reGUySkR2WxTss6Fp/xNznHMzgKPz7F/IBgATxpiZpvOEKvdzwe9FAHkiShtj6os436IhovcA+H2woC1OZf/yQWVs8fwMgL8x8iToYFSGlJcSla8FQEQ3AvgMgB8D8A0ANwD4ZyI6a4z58lKc42WAytTC+LcAnjbGfP9qDrIUmQTCyfYUeFWy+jIXOgq+6ZYtcxz3FICd8zhnM2cBDBNRXzBAW8Cq/QVDRAfAQteOTxpjPrLI4/4IgI8DeIcx5pnFHKODUBm7/Gc3A3g9gA8v5twdhMqQ8lKi8tXKTQAOG2O+Jn8fJqIvA3gbAH3xvTIqU628CcC9RPR2+XsYwO1EdJsx5pfme+4ljRQ0xowC+DqAPyCifiKKiGgnEd0ru3wWwC8T0SbiqLzfmONwfw7g14joTmJ2EZG9SecB7LhMH04BeBDAx4goT0S3gKOSP7XIa9pvguj5pn9zvZBkiSgP9qHJSF8iaXuj9Oe9xpiHF9OvTkVlrIX3A3jQGLOYFXxHojLkucJziqQtK3/niSi3mP51EipfjicA3ECc0oyIaCc4+8xTi+lDJ6My5fgggL1g/+LbwG4P/wnA/7GQc78UKTI+AH5QHgRwCcDnAKyXto+D/UueAqfP+fzlDmKM+XsAvwd2jp8BO3YPS/PHAPwWEU0SUbs0YO8D+6acBadT+agx5htXdVUL5+sASgBeDeD/ld9fJ23/EZze5Svkc7B+9Rr373pGZczzAQBXzM+otKAyxMz1nNoqf9usDiUAh69x/65XOl6+ZDH+c+Do+2lwYNQ/APiLa9WHlxkqU8ZMGmPO2X8AqgCmjTFTCzkOqVugoiiKoiiK0gloUmRFURRFURSlI9AXX0VRFEVRFKUj0BdfRVEURVEUpSPQF19FURRFURSlI9AXX0VRFEVRFKUjuCYvvkS0JUjbNUtEhogKwd/3XIt+LAYi+hUieoyIqkT0501tryaibxLRBBFdJKLPENHa5eprp3K9yhcRpZr6PUtEMRH99+XuW6dxHctQnoj+kohOEtE0ET1ORG8N2m+W59cleU59nbiilnKNuY5lTJ9TK5TrVaZCiOhGIqoQ0Seu2TmXI50ZERkANxhjXphjn5QxJr6G3bpcP/4NgBqAdwCIjDEfCtreASAPzoWZgGttrzLGvHM5+qow15N8hRBRP7jk45uNMQ8ud386metFhkRmfhWcy/kUgHcB+CSAfcaYU5LMfgBcWjQC8MsA3m+MuWOZuqwI14uMNaPPqZXL9ShTRPQtcH7io8aYD16Lc64YVwci+iQR/TER/QsRFQDcQ0T3E9EHg30+RET3BX/vCzSuh4jovUvdL2PM54wxXwQw0abty8aYfzDGzBhjCgD+GMBrlroPytWzUuWriR8HcEYnk5XJSpQhY8y0MeZ3jDEnjDGJPKtOAbhD2i8ZY44b1nAQeIG+ayn7oCwdK1HG2qDPqeuIlSxTRPTT4Gpx330pjn850tfyZPPgpwC8HcBDADJz7UhEfQC+AeA3AfwIgFsBfJ2InjXGtFQXIqI/A/ATlzncsSXSgLwOvsqRsvJY6fL1M9AqbCudFS1DRLQewE5wdSe7LQVgHECfbPqtKx1HWVZWtIxBn1PXIytOpohoAMBHAdwL4N/O8zqWhBWj8RX+0RjzfdFcVK6w77sBPG+M+RtjTN0Y8xi49N6/abezMebDxpjBy/y76pdeIrodXC/616/2WMpLxoqVLyLaAbYW/M1CL0q5pqxkGcqCy5D+uTHmSHDc2BgzCHZ5+BUAT8zzWpXlYSXLmD6nrk9Wokz9ZwB/aow5u7hLWjwrTeN7agH7bgXwGiKaDLalAXxiSXs0D4hoN4AvA/hFNf+saFayfH0AwH3GmJMv0fGVpWFFypBodT8FYBb8ctuCMWaWiP4UwAUiusEYM77U/VCWhBUpY4I+p65PVpRMEdGdYAv5ry7VMRfCSnvxbY60KwDoDv5eF/x+CsC3jDFvm8+BiTMy/ORlmo8aY26ddy8bj7sdwDcBfNQY8+nFHEO5ZqxI+SIiAvB+AP9pPudSlpUVJ0NEFAH4KwBDAN5hjKnPcZoIQC+ADWD3B2XlseJkTD6rz6nrl5UmU28AsB3AKRYr9AJIEdF+Y8zd8znv1bDSXB2aeRLAe4moS7SqPxe0fQnAfiL6KSLKyL9XENGedgcyxnzIGNN7mX9zfdnTRJQHkAIPTF60KyCizQC+DeD/NsZ8fKkuWrlmLLt8CfcAGAHwD0tyVcq1ZFllSF5G/gzs1/ujzWZMInorEd1KnJKqH8B/B3ABQIuvnrJi0eeUstQst0z9CTjI9jb593E579uX7ArnYKW/+P438ErlAoC/BKfpAQAYY6YAvBXATwMYBadX+RiA3BL34bcBlAD8GoAPyu+/KW3/G4BtAH6XfN68yTbHUFYmK0G+AA4W+ZzhzCDK9cVyy9AOAB8CZ3E4HzyHbLDJEIDPApgCcBRsxvwRY0x1CfugvLQst4xZ9Dn18mFZZcoYUzTGnLP/wBrokjHm4lKdYy6WJY+voiiKoiiKolxrVrrGV1EURVEURVGWBH3xVRRFURRFUToCffFVFEVRFEVROgJ98VUURVEURVE6giXJ43vX7lcYAMis2eK2rdowDADIUw0AkFRnXVu12AUAuPHutwAAhjb0u7a+Pk4tNzS0GgCwYcNq17ZpsIePGREfJ4ldW75SBAAc/943AQC/98d/6NoupG4EAOx890+7be9596sAAHf08Lt/Np24NpPi25IiOU+l7Npicw4AcOL7fwsA+N5nH3BtRwrcv2KGf3Z1D/rPdXG10H/87P8kKHMyMDBsAICCwEtKpfinjEkUpCWkiCswJpK+lCK/nktF/LlalbM8hbGcCUiOiYZjA0AkOxrX1rpGTBIvM/aTNljUmCTYk7dFnAWvoQ/uV3td7Zai0glCcD75DoyNj6k8zYN8rssAjfcexH+QW/+HtzJp2BKOpvu4tJpAFu2RjPtJwf7G/QZ4ueN+XT7I2B6DAplq2ZuC74PrF7XsTZhDXGS3crWkMjUPDh05ZwAgjvztqsk9jOR5QYFuycQ8XyUxP6ey6ZRvszefGp87fAyZpmX440AOEjl3UuckHanwGWYfJsafx8keuA9hS+Seo3z8WhLKm+wpx6/HNd8m+2fSkRzT98E+f/fuWqMyNQ/M6P9jAGCq5t85nnmc3zkefYprUBx83hc6KxV53C+O8/6XMl2ubc+u7QCA7Wv4PeR1d+xwbZXuMf6c4XeVetGP57ZufgebPPUiAODo9JRre+T0aQDAbXfe7LYNPncCAPDsYU5oVaANru32HZsAAN0bef69GJ92bflefifa37OZ2w4d8+c5ex4AcK7En9u8dpVre/sO/twP/7u/X7RMqcZXURRFURRF6QiWROObOLWILxhEsqqtR7LKrYc6E/5ArcqrjLjmU0qahLtEor1LBaqNUpW3mQx/viJaXgAw1RKfz66YA9WZLWQU13xu93qN+xODV7m1erCClZV5bx+vhjLBbapW+dxZWclGwerWrvLtpiTynY+TK5XHVjx83xokJua/UlZLEvkxSaxGVbQfcRxoRmVMnAbFhBo4u433TxLfZlp1ai39o1DL5jQ80qdQnSdbE6cNDlrsftKHsC0lx7QanihqUBHO0T+lmYisFjTUYjVqXhvHpXFbo2qhWdFArb8aq032B23+LbQiWFEybbSzdluoPW6WzyjU3TV1ev5qEZWpheAUosENzsiQRjKggdIUVZlX7PeY0n786zIHuqGjUBssPxMrB8FBpTElVsrQElZ35/PHiposUknwTElEC1yXQyShxc3KoDw/o0B2nSzK/vY6ASCtet4FceD8NADg4tNPum2zpTwAYLrAbVM1/65Si3nck5jHuDLr34lOn+LCjH39AwCAcpe3rO+9kbWsA6MzAIBLk6P+c6OcSvfFUf78FPn3s32bWYPbW1njtj09dQkAcL7EWuShfp/u92TEcvbOPRsBAPf0DLi2oUE+VmGc+9UTeW31E+N8rZUqv5/1rlvv2nbdOIyrRTW+iqIoiqIoSkegL76KoiiKoihKR7Akrg7WKB3XSm5Lqcjq76o4aefTXv2dMWLCrVsTsz+SibnNek3EgYtEsczHqojmnYIPppzrgpgHAzN0kvDnymVfTbha46qLsTj+pwJzUDabBQBE4gaRhnfhqNetmZKvJ0llgrsg1yOnDoMQEPljKIsninhssjl/3+siY/U6m9hCk3VdzEIu2KwhuKnRDhcGGFFzlFngIuFMlcHHk6TR3IcGrwQxE7btAjX+DANDJKAvihrlCmiIZVLmQXc3m9Gq1cDdycmLBLIFA+pFoTVArNkloG3AmPOVCPczjZvaBNqF26wJ2XvphI3t+tX4OWuWbnCpaO5Duz4r84TvYirQH9n5Kpa5IHRJSdlnioxHPZjbYvlyU9Q6Bs7FwT1bAqcZ524h82bwkLCuWwbeNB41fTBOwgcV/7CuDlFwXRHZZxDPY1HgamYScSeT+diEchTpg2ohPPRtdnHY1O1dAtau4+dU+jTf12LN39N6je99WdxA47J/B5u+yC4L46d5rM4f9S4C1QmeP8fO83tQ5fQ513Z0gj93VsZz3Xrv1nDxOLs/HLzog/ovFFi+Nss73rZ+724x1sOBaFv3/hBfV+6Mazt1mIPZtm3fDwCYoBnXNgEOqNt9w1oAwN17dru2DbffiKtFNb6KoiiKoihKR7AkGl+rMakFwWbFAq9SihLkRt1Zf1IbaCKv3amM195ZTVtdVhuFkl/BpCXdik1tFTrOO21NSla+xjvYx3XW8lQqhaDPkmbNWE1suAbg41drEphX9uk8ylO8GqrZVXj/QNDmU7YBAAV90HXv/LGaziRIV2dJYlb3V0MFelOuqTDNmE/f07rGs+LjFBRRkCbIagFdKqlAkxKbpg+2iTULNhjTqLlr1Cza80iqs0BSYrmOyGmD20RfKfOiS1LnUPCN5NIrAAAgAElEQVQVTSTgNJZnVPt4wTYaVTf87bSuNsjRalZNy+eadpVjyfjHrTLv5Cccc6f1u7zm1ysP2wXYKVeLVa5SGExrbGBuayI8G6zqNLeBdtYGSXulbvAMs9rgphSL4XnskVLB5yLY9Gnh/qKlbhPR2RwAHAWa5ZRL/Sda3TCdmdP0ynnD51vbRIDK5bj3Jg7iOnX6hNuWZCQJAInFOvGpziYnxdpZ4UHOBunM1uT4950Zfs3bXPbvZ6miWKy7ewEAtVS3a3tqisesZ9tOAEC/8e9nTzzPKc6Kxj+8Nm7iILVfeh2niK2e9drjg/tvBwA8d4YD9Gbz/lrXb7+L+7yeNbhTDz7i2nr2cNtbbt0LALglE3gMPP0c//LGH8NiUY2voiiKoiiK0hEsjcZXVnX1ul+JpGui4Y1l9Rj6EqVlVSwa0QR+SZoksroRzV4c+jPJe3o6stoRfz6rwSV7ReRXmjZVWTVIWVaXVXStztqeYCGCuMjHP3zimJzHJ1bOpjjNhpHjx0FxCyMr/yS2qam8WrI3v0Tu1J2A83sNfOdEy2rH18T+3qao0Xcu1LI0l5hoSC/ltB1WSxekhBINnC2Okc348YslWbz92XAmq/UwLS2+MUwyb/exWpPQt9gmrHffjwanUCjzJxbHxTDxvksv16Q1AwLtvPxspyltt60lWZ4JR9/GH/DfYZqptIx7uK1Ua0qBOJfCP/RPpyY5a+hos6a4Nb2bMj9iZ1nyY0bO19b6+Abjn3aJyfj/4HbbFIyRWD+TUPPv4gfsgcLUdXy+6SrvX6j6OJbBhDV8PZHXliHPKTpNxh6jjdXKPYtCbbBNyWjntkCT26TppUCGw9SSypXZ9eZX8E/a57bF06xB7VvFFuvnn/uSaxuv2cIi/HNgYMi17dywDgCwbjVrc0fTXnN7yzrW0m48xsUwDlb8fPqaXbcBAGZFVgpjl1zbti5Og7ZmvfcXvuWGrQCAo8e5OMXojB/zW7ayNnfXxlsBAJv6drm2VJrfnc7K5w6/eNG13b2Vi2184wfPAABOrPPXddsEF7d4xRuxaFTjqyiKoiiKonQE+uKrKIqiKIqidARLms6sFgRz9Ut1tayYbEJXAmtSjsXWEwc2H2siiiWfWbUeVIOLbABALJ/zppiaPUaaz0Qpf8ZIyr9VAleMUk2OL/0rzPoAtpNSe/rgIXaiHi8859p6R9hsdM9OrkSSLXqH8bSY3wsVWU+kff8y02rymS/WghiZcF1mc4HZn2HanqY0ZoGpzQYLUWQrKQUphMQsmUqzW05PV49rW9XHtcFXD6wGAHTnfHBmLMEFU7MTbtvU9IT8ZDkqBXILMfeRSy8VmiptKi3bryD1lPh1GFNpuHS+HjVLL4SZKR6f0NXBpvvyaaIaomUb2hrutvMkaPo8/8E/0OaY9uOSCqqhEJ+4NZjguZW2aa9MoxtN48EuLwdWkkw79552H9NqgAvCuurFSejO0ph6LLyjNhCNJAA7DqLO6taVy7oLBKnOyKTtAfhHIMPFMpu/T8r89U8PfM21jZzgeet/vecNblvfXk4dVcmz+TuV9sFQIJE96Xs4Lxt5ZtlqcGGgpXMHstcQBUHdRue9BRHdyT+ND+pP9XBls01b7gMA7Bjx7zGnj0qQmrz3rBr0wfab1vHvW9azy0PP+u2ubXU/B66NH30MADDxonfnnKhyyrFZSfcYpsjrlTkpk/Lz24VZTkN2Xoa6OOBl6uwzPwAAvOE2PncWg8HFspvF+QtfAAAcP/N917Kjxi4V69fxPPz6d/2sa9u9BEVwVeOrKIqiKIqidARLovF1zuxBIFokBRvs6q9BKyLv27XYanz9+7cNOKlL4FA5SMicJJySKCGrJQuOKMfoSfFqI53yq450li8zmwTHKvGqKU5Yy/fck4+5tmMPHwQATMvKvHdkxLXt2M6a3tMXeFV0KVzty7VWCuwMPhMEvk1OhTpvZW6s9sNvsWXtnSYlDB6zqeWSVi2L19jxwTI575S/bg0n5s5lWVa7M16TkqrwKrY6xhqVWhBMZxW26ayX2xs2smxO9fMxSymvIb5w7ihvE+tANaxE0RTwZoJAT3shNvF9WBCFNJ3ZgrDjZ5LLazXDO2r3c1rdtmnJ+Jco+KQtXNC2qIVsS0sAU7rmnw+u6E2gzUtLMEos2uBG3VlzwZPW4LZ2WkcbpERttLsqUgsjSlkNrrfgpMS6WLWFc5LA+mSzmFltbhC8a+fOquRpDDMyFmdZTs5LmqiTRw+6tqPPPc4/z7wAADh+/kXXtq+fj//pSz411rpDHGy0fSdrfvfuuMm1dQ9ywFMi2uAwY2TdBqmZ1kIZPlWkjTwOAya1cNOCGOPALQz0+m1pvod961je9m5f5Zqe/AHPKTV5V+nJeo1vfw8HqY0M8OfTp15wbV/4+GcBAPVxlo1Cyed5jOusRc6LXFcDYazK8+bi2aDLeX63KXezZrpf5kIA2F3neTQL+6zzFnI8zhreL/7F/8f73vHDruknX/lKAADtZG318SP+/ewhKYrxyg2LL2ShGl9FURRFURSlI1gaH19Z+YYJuW1aF6sNDn0rI6fVlTJ7wQrRllC0JRzTmbAkcGMKsij2BSmqJV4pHXzmEfmcX3VkpTBBwa6mAIyd4pXH9ACvKDaPbHBtlzK8MpoRX+RT53wpvfHZ4wCA9f3c1h34zeRrUo5vcox/FLwzSq2uvk7zxWXVmWOfUOPQrLwKrQtG0pEhy766QyM+Lcqmbh7D2XMsF1HsV70mtv641u8tVIeJVpa8dnZ6WmRZfJi6B7wv0/6NLGNnx9nicLbo5bZWmmy4njAVkF2VRjZFUkPJWvXHXBDOtZWaNwX+vH73luIUDbUjGq0Ocds8Y42p0gAgk2ErQNqmagxTkLlje5mKyPoCt/bPy3hr/+YSDeeD2qaAgVa3WBj2EZQOKinVJR2nLS9NQUowm9rLznsUBXEDxM+p6SLLxvPPH3Ft3/n2PwMATh87DACYHPXqNipwes1EijRl4OecI+f5WMeP+Xmv92nWCG9YxfPknbv9/HXbK7nYwNCOmwEAg+t9mdhICiPY9I710MKAxmtNGjS+qltbCGdf/FcAQNTj31/W7OI5q2oOAQBmZ3zar2mxWCc9PE/t27DHte0ZYN/u3KV/BADc/+W/cm0T52Q8RYMfR76ART3LYzxrLVNZ/w5mU8OWA2tVuSRa5zLLW/+wH/+R7Zzq7OnvcInj4bX+c9/61F/zNRjW3G7rXu/aMrs47Vn12KN8DXU/N+/Y5a9xsahUKoqiKIqiKB2BvvgqiqIoiqIoHcHSuDqIG0MY5OEs0aIurwUVqexeVQnkCN0gEnF1yKa5a+kg9ROJn3xazEmpmXHX9tBDXwcAfPMRrvRRDpy8eyT9VHHGpyx7+kFWoffn+Dyb6tOurZrKNPSlGpgBVu/gNCCbhthMVTH+Fk6O2ao53K96xQfTaVWk+ZNqs635/pk2dlln/A1kJptnOVgzyKaTkewF1zZ99nnev25Twnjzkunj4IKM1DJPZYL0eOLikJS8C0xFAteMjHll7KTfv87HGMiwO022x5s4z4PdHqbLkiYoWIu6Qk1yPdlMYFKtB0FwyhWhVm8sXyHQ/d3ukzZwMvgYmt0ZPFHTQaIoHbTJ/i4lVBjcJD/DdHsyxhlJt5dUvRnbybpL7xekl6LG70aD64OtsiVHSBpD+qDMn5RNxxlUBLVDmoqsy15YRdIGsEnAd+zH81SBnwMPHeRn0qNf/WfXNnr4QQBAvcjziqm3ug3a50ZjqsSc9MGPsQ26KxRHAQBnL/jn1MHTTwAAXvNqDjK6Ya+vArdlF7s/oIeDg00g195tRuS6Ib2bznsLYcPu1/Ev+SDNXJqDo4uzPI9cmA3cTPI83ntvfBsA4LW77nBtXVOfAgB8/1tfAQCMnw++31K5L9vH7zMbtu93TQObOYA/P2wD7LycXpR5beyid58Zv8BBl9MTLJ/nTvk59vc/+gcAgP03vQoA0NfnvysnxWNjZB/Pi3fcu821ZU+xW08pZjfBPbcGadBy/n1ssajGV1EURVEURekIlkbjO0chexfcFlaxT9l0ZhIQlARppGzxAgkAMXX/udkJ2SYa1Rcef9i1PfQYp+W4lPBqINR6pGQV3BukipqQZMlf/xo7+7/j7h9ybdO2NHpGnLV7fQqOXBdr9GLDxzx5xgcaXLw0JdfVqgHXWKTF0KotMK5WfOt+Vs9AWZ/uZWQVr16HM7xSrVwYc21xzBqRVRu3AQAG1t/s2vo38ue6BnifKOPr3VslW6rq5ak8wQUSpkefAgCMvvCMayvOsMUhm+OV8WC+37XVxaG/WmMNTDlMXC+BJDbFXyq4HSktYLEguvKsNS1LAAbg7+tlqjk0tDWk+mr6MjemAbOpqvj5kE577T7qxYazJUHKu3ye5ascFNKxGrRIjhUOudVcW8tH1DYXWev1WQ1cc0q21t+VK5GSex4aX8iNi31OBanuJJCoUONt5y74AjhPHOF56PNf/gwAoHzUPz+6K6wNjowEdYcBsGmWG1sUhdoo8MNA4ESsDaWEvwfFku986QjLXr38HQBAZdoHUeVl/+Hdd/OGHv8McxY2K6dB/zSoe4EM2MCt8L6xbKQTtjrWI3/v9265CwDww3s5QGxH5LX0X/3WJwEAZ86y3FQGd7q2TTdxIOP63ayJXbf/bt+2ibWsGUk9NjnurQLmBGtey4P+vac+xCk8owu8LTXtn2HrKvxuV3/iCdnX970iltMzE7z/xiDd2rZRlr2hd34YADCTnHNt3dNi8feHWjCq8VUURVEURVE6giUqWcyEaUysSiFV4ZViOvCRdB5yNnVPWEZUUoBVpGTx+VKghZgW36gyr4AefPIp1zRWtEtt6/PktbS1mmxL+cvNEPerNMrH+sZ3/f79fewXOtwviZzhtUTVI+x78lSJtx045hOGXxIf34r4USXB8lt1KfPH3qsouGuJS8bfRgNnNb4kpYeDlGVre7mtcJo1qmR8WeL8hhsAAFtfdQ+fr3uNa8vkWNuaSos/b6A1c36bPX7d2NUvaczWs59w36Dvw+HH2DJRE5/gJFhvrunnNGvlMh/zXOD3Z9ME1URLg0B+UypRC6K/h/3ValWvETFimZnrTjrtbJuUZVZrGrX5hC2DHSU+fY/1wzWiEct1eV81W4I6nfHastgWMxDLWCrQpMWuoEpr2eQG32Fu9b/ZPrdJkXYZJ2flMsSujLrf5tLSSaRCmPYrSfj7O17lvb767GHX9tjXuGxr/djTAIBszWvNbOnyKMt+n5mstz6RxNDY8zUUtmmcErkP1spak5R6dS+fBdl28CT7aEb1H7i21RIzk+pnNVvP5n1BH/i7ZWf/OO3lT8tXLIxKdS0A4HTJj//wgC2Uw/c1nd/o2nZueTcAYMcwxyj982f+q2s7ck5KnvdvAQDc8ZafcG3r9rIvcc86nn96hn1hp2qK5atYYovE6LR/Zk6J37gZ2OS2dfez1XLXbraYrg+KPaVGuRTyYw9+FQBw5rxP5Tnby3Px5HHu+/OP+e/Ddw1vW/td9lOuDfm5+ZBYSn7+PW/BYlGNr6IoiqIoitIR6IuvoiiKoiiK0hEsiatDSoLVKEzrIvaVtJheIhOafNh0a+vSx7F3sJ+ZFvX6sUsAgOmSd5+oV/k8lQo7Oo8XvZmmJmbEKGaXhWrFBw7UqlKBJO9TYkSizk8TH398wtczn5xmtXqGuKpNMQkqdE2w6n58ih25z417F4koEfN4ZKvWBYFK6uM/b6y5ziTtUna1mnbtbz097F6wcdjXOZ88zRWQTMym597VvlLR9n1SDzzDJpds1puSU3UOYqxLkGUtSAmUkipGuaCiDSVsmpECSsiv3uHa9tzO8nD0KQ6oLE37KjSVLLsArRnmgLxCxaeJKdpqbvY6gyiaWF0dFkS5YgNjPc3F2cKvqHcFaGPOtinBXIrGsJFlKGW/8GGworggRLkue4DgjHyMTJCqJ5E690bkIJUOUjvKdyNp425hvxre6t0a8WSD4kLTuNEI3AVRr1uZ8uOSmEZ3kXoQWFaMebo9/iKbjh/91wdd26UT7OLQU+Uxj4JIxkyOnxFpkRtKh+ezvzUJM4I0Y8GxiOwcZYMv/TOsTvzMK1VZZk+e88+b+x/mimLpEakQNrTOH7OPn5+xyHwSODho2sWFcfTpPwQAnBjy6Vh39/K8tobYZWFgaItrWx1zENjD9/H4HDjlU6jOptlt4sY73w4AGNp+i2tL+lgmJmo8bxXPe9eKSpWPMTHJlWinpryrQ9Xw82m27uUmPcDvS7t2c/Dc0KXTru1kgd/DKgPsUjE+7YPLKxWWk/3dfD1v2LnLtc1kuF/PnWMXxRNPHXRtxR0+CH2xqMZXURRFURRF6QiWJrjNJYL379E+BU9TkngAkawI66KdDYPikjqvWIuXZCUy6Vcbo5Lku5rh/TMp/7lI0q3USxJgVvQFKaKIV6nVst8/LYUNICveroxPLZRI2qHjRw/w37HX0JWKvGKZnuWVVmz85+wqOpbrSQJNtjEaODJfXEGT4J751FOtRQOMBH/09fDKM+/jw1CxyeKzvFLt3+QDA6ZmTgEATs9wEEf/8O2ubSTD1ogXTnBN+/Gil+2hdbcCAG7Y5tPDjJ/9FgDg6CFeocY1v2K/W5J3r9vBdcvPPOODMguzrOEZ6ua2oR4fSFmcYlmzlx7Hmhh+sczIsyMONHDNOrLwjibz0n62ymLaWr8kwCMMNCNJiZcOgpPc+WzQZpDiLJIiPklNNGhBsRz7XPVBnx7yif2kDy1dbpvOTCVqYdRdejG/zRY9qsd8X8vBM+ypI88BAJ54hFM7RVJABwAyJZ6vrHKWUl6jFksQuBFzUhTMOS6QWqyn+VRQwCLD8hIjDIrkftXlc7lg/EV0XRD4ZM1bcJ8/x/PqyJM8J+7e4S2k+W5+1iURW9rqYQEL0vC2hbB1rwQfln0RiF7iuSGf4/u7Zb2fd849wvPT2cO24IPP8TW8g+ep/i27AQDnJ7229flDrCG+aC3qFT/vzJZ5rLM9bGEY6veWcpJiT6fO+OJh0yIv5dOc9myw5t/ZxsZZ+1tNS5rZvP+y2PSyrxvZDAC4O/ZFO753lot2HD/PWudy2idH2DpxCVeLanwVRVEURVGUjmBJNL42xVSYzQzGLh/5ZxyoJFKSuDif5g+kE78qFGWuS6w9EfuVCOV4BZo2jVoVAKiXbZlg1s5azQsAENVk/8BHsiw+yLJajVLety4lnajWWEtUqQQ+mVb7QvmWa04Sq+WRWxAWsIAyX6yvYTufQ7cpSO1kZKwH+yVN1IxfEcYxa05ML/sRRX1+5Th64lkAwKExTkl3693edyojY37mBGtwkx6/6i1N8Iq2p8v7kR88wL7Ew/3sQzyc9z5wPzjAWpKbd3DKmAHxdwKA6iWWsUT86vp7fbq10Sn29yVbGrWhFKiyELymN/QN98mn+O8299f5y7aWkrba1nRgLUrbohPSFke+LZu3vueXr/jTUP5YNMRJk1YPAHKZxjLGiy+JHj6jNBBhIdjUYBSqfG3BJtH8zlT9Pb0ocQOXSqwtrUyd8h+zBS9EXmqBlrYuY5yu8/mC0ALUKhznkhiWjUogQVl59qVTXpNWFwtYIseqRn7/XFYsBOJDHEzLmC7yH5dGWTM9fuqIa1u9jtNZxVJmtxL49SZ1P3cqV+aAWJlTG70fa2LYkmmzv/aU/cDUxnmOmJa4kUyPTzM2snUvH6uHZePg4e+5tqdfeBQAcH6K58OR/rX+mJHIm8xF1eD9Z0a0xtWKT9d56003AQAqheMAgMOTM65tQmRhzyCXJb5t0H9XKlKkYkSKP5UOe7mpr+X91w6y9X2or8+1rem6+tdW1fgqiqIoiqIoHYG++CqKoiiKoigdwRJVbrOm6aR5k6vbHYfpzMR0W5xhM0151qvSowKn1ZiRqiHTgb0lbSRVkGFVfFz1n6uV+VhpG9ARmvCsSTIwA9Vq/NmaVIYzWa9mT4kjdc6mHQor39gqYdYECm9+jG2KoaTRhAo0VdRR5sRVy2qwCDeGIEXBvU0koCNKSbBkyTvX28DGvtWcKmXVOm/S6c6wDExU2N0gXfQmmtKMmFi23cbHGfDmwgun2f2mUPRuOHWwWai7n000qzM+uO1ExOah1FoOUshdvOjaxi5xffJiifuQHQ6DJSXllP0KhN8hdXZYFKH3DDk/hnbhbXaTuEGQ/6DdKxKzdPhcgbhTJeIakcl7uTGS7ol8+bSWY4aPUHt8Evk29dAVgY9vA2rrDan/mp8/ran/yLl3qBPWYrFpPJ0NGoCRcbHVGQs1f39fOM/ueE8e4CC33iD9p037SRJsTZH3ZzAiSyaxQdNBQJrMpWlJg1cJ5suquOXF4XmkX/msuFQkPhLYyoINFq4Frg4pCVYvTPBzanLUp13snuVtlOX+Var+fJWST6+lzIMhDlxLD29wmyrgAK90nsf4rv2+7ehX2PWkIqny8oHLwshGnm+QlVRlkZfT1cM8H+66gV0j+rLeBfDAC4cAAJThQLlcyrsZZNbyvHb7La9y2/ZmWW6ePsppZs9E/rVy/R13AQDeuYH79crYpzozh/k8p59gt5mTz51zbUfW8rz7v3/k1wEAycH7XNtoxc/Ti0U1voqiKIqiKEpHsCQaX6vNjBrqhMsKVjQSYQEHq/CwaasmZ72G7vwUp/GYNqxNC/z4kbaBclXWxtXL/s2fnAq2jSbDJaj32yKXYJ6PFQbfkaxuY0kpk8r5gCO3LhLVTDnxWmcbfOQzBanGdzH4BPzh/bNrtDb3MWVlTdILGa+qiCQIsauHV69dvZtdW0+GP9d3jDUwKa+oQDbDzvtjU6yxWD/kgx/7ypJmLAiudEtIkYuurF9T1hIpqiJft8E1QfL3F3m1W6uV5VL851x6IbtvEESTJBqItBDaBko6hWirxtdtsZreMB2hjENa0vigHmi1nOaO5S6V9mMWS0BRTbRyYbBiSiwT6UwQtCnnSUn6MxP7Yjm2+E/GpjyrhsVN7AEuLyOq6b16rGiEqe9sirNKzONYrfgxKI/JPCdaUArG3xasyNrINfKWn7rIng2eNmh9LiaJaWlLbDGVlJ/mjZ3o7LMkDM6W60jZwMm0/1wiWuOyBFaNjXmNb79YabuG+fOFQFVcmFGN70KYLfFz4OLzPl3cpYSLN5y+wNr5c4/4totFfv/Ii3Wor3+Va6vJeNZk7HLdXnN7wx4uZpHO8T7nThx1bbFY1vu7eM4czPqCUNTNFqzpGf/uNdYvQZT9rA3et9rPb/e+5s0AgFfukm3HHnFtU/dzsN0z46zpvZD1AXOrReNdlyDx+jYfeL6q6NOyLRbV+CqKoiiKoigdwdJofKPW92erYfHeZg3p4QEAtbr4C836cnkFKQxRk2Ttof9cvSoFLMQfkgJ/JquZcaU4GzpoV8yBn56ssFOiH6kG2pRaTbR7kpC7oXxkhlc3cY231Rr89Jo0R2EnSDUs88WlgwuV9k0FLKIgnRk1+TK2062nRHtRD46ZkbQ9uZz1oQwKsEhZ4lrMPlTD3d720CWlSiuBxjdjv0mSviUKtCWQVENWwRNnggIGkfXfE21OICdW7lx6twZtsK5ZF0Y7P15b4MF5lfu9jZWv1jRokViCKBbNXVg+W3wzM138DImDdIzlMj+3MpKI3sod4P02q4H/WirDx8jYsrLB+FthsoUOQmubt161+vi6cuBtH0f6jFoINrtc6F1dTXijfTLUgnRmcZGtOmRLHYfzV9parcR6GswrmNNayGd3/sZxKMM8nq2e4e3LlthCUmnxKW8oZy37leSiqyj4Y6ZseXfRdgeGsFJZLVML4bkXjgMAKAkKJuU5DWZqlp8bYzPeH7cm45KSeaMelIueqXJaz3qdnyMDa250bdksz2+zhbMAgGLJF/wisZL29crzyfi22ZJomGOvWd6y404AwJ40pzUzKW8hz2S4z2fPsZaWnnzStZkx7p8RX+Jt+/a5tq23/xC3gc9Ty61xbXEXP/P8XVg4OnsqiqIoiqIoHYG++CqKoiiKoigdwRJVbmPClGW2UpJJGtN/AXCRbrGkJStXvLGoWGBzUI5Y/U2BoSYSZ/3IVccJDjkPMx21ec039hYEwQQ2lUxkq9oEwVKxpH+p17mfcVBNyQWM2ACXpjMp8yNpE2wUzWHuM5JCKgV2IQhTAVlDX0XS45nEV7YhMQ/mMjYAM6jOJQEeccLjHIpOlJKqR4k3S2dz4rIgQUYm6INNeZfUJA1fEPzhglJcpUNv/o5cEJXs2xCvqcGSC6P1frm4NesiEzwgrLhZcy8FKXrSUnnSPZqCz6UlfZndVK/5dFF1cYOp1Wx6Id+nnKSjSgc16a3pOC3uVVHGy1RcZXO5DXhKpXxbXSq9mTZuGu1dHCwqUwuhKmNQDdwLyjIvlInHo1IJAstk/G1QW4PTDTW6NYW4uc04gfXHtLJrAxnD+PK2v0lKNKkM1/AcccdPbIeDJjGlS6Al9Xtztn04JnIf6oELWEMAsHJFZuVdaDBwgxoY5mfD6Cw/S3KRd5XLynwxI+M6U/euVSiyO0r3ILsbpLr8Ma0zTk3cTAtBKs9Mmt+97JxrunxwW0Eq6t65x7sl3H4LV4jrW8UycuCrvkLcV0dPAgDWzPIz6Z7A13D7AKc42y1B6TteeZNriyQOj8DXU+z26UGPEN+Hu7F4VOOrKIqiKIqidARLU8DCBbIFte7totGmAWrQzvIfuS5eufQN+Lf57DS//RdneeVcD4J4bGGJrKxAykWvTYljqS/dZuXcTo9hCwDURUuYznhn7bQ4ftuUZ/WaT1lWnGWH7EpZUlQFycGt1s4qitut6JUrY9PvJI0qffkhmtVwf1GFxjWWjyTX79qSCq9oo4SDJqMgiJEkdVBWNGn1QlAgQtoi0fDn4VfL6atw84MAACAASURBVDyvQnM9QR36ogSlyIo9F2gBI7FsVIuczqg+fcl/LpbghAz3PUKYuF4CKWV13liURYNGFoIP8wruofxqi6E0aL98DjkAPuAHACLRqjiFb8ZraVMSuNjOApWRJPGJFDyIa/7ZUZaA3Sh43pHsn5ViA1HWa3rimmh25DsSZYLCJ/JM8sqVQL/RksJNWSy1Cgd1zUjQGgBMy/OmJoGJU7NeNqxmOErzWJkgQBeiubdpOSkKx8cGbku6zMAqZPeyVjIy4XNHCjeFYm0DZp2lKWizQcWuEFMtaONzZ0R288F58q54hqRDC4qpkPFztHJl+nP8He/p89/1s2c4nVkyzWrQIEMiapLGrCiaUaoHBUwqksbMWoWCcYljltmpGZ6TZspehlet2w4AWL2GraM9iReg2/ZwUYwdq0bctpkaz2ePfekLAIBvP/Csa5vacDMA4J3vfB8AYJfZ6drMFH9XTj70BF/DAZ/qbDLiY977ph8FAIyN+sIXs72SIs9P8wtGNb6KoiiKoihKR6AvvoqiKIqiKEpHsETBbUnLwSLn/mDNNEE9czGvFKUKzMag2sj2Lay6P3iIq2mNB+p5q+JPpdkVIZMfdG3VouSsk2Cz8I0+5cyWQd5McXFATswHeV+Zi6wpssrq/+KMzzNcK4mLg9QjT8KKTnJWW/ktHZgtI/V0mDemTVWyZleR8K+UCFRZrGrd/V4uzAxXAhw9wfKUW+dNLSPb1wMAMmKeroTRY92JHJsrFE2ev+iaajPcVh31bhO9kmuxMMn7n3rRBwvk5YsRl6Qq4fnj/jqk77kcy7SpeXmvyu/ubgRClKYwUEG5EqaNq5F3cWj1TXLBbeJ2EyWhS5OMiM3Zmw8CfZpyUKeDfM7WxG1ztCaBm1RVqnlVYz/+LbUKgwBcmyfaSKBkEgQR2ZyusZjWG9y+mj0c1AVr0Vwa4/ymZePHbLbCc8a0uEhdnPauS9YNJiPPCtAF12YkJ7Sp8uca3CCsLEZ2fgmC1awnoSRvti5/gJ+DTVCREuKylUiApjGhvNl85tKW+ECpKOJtq3J8PZskMAkA0pJRtVCT/PphJUN1qVkQ/VJJ7cwZb9qvzfC9X5fjea0a5H+uS87cWsRyZ0o+v3K+JHNQTeQtcJ+pVvmdZnqa96+Qr+o2vGYPAOD2/ZxLd13az8cnTh8AADz90H1u2+P383gfGz0OAIjzO1zbj97zBgDA7q0s+9MvHndtB84/DgB4rsDuFrkX/ftSuZ+ruW058TAAYHb2Bdd28qxc113vw2JRja+iKIqiKIrSESxpOrNwbWdTm1ltShIE41gtl1XmxrFf3Wb6uF7z0CrWAlfGvaatKseIibttq4IAQLaLj1mRuuFJsMy1QUGx8ZdL8tlchldMUdA/m4KlXuDVkKl4x++aXQ2jVeNmNb02VUw9TMelqYLmjWkTGNSqOAiDF3lMJqa5Okymb7Vry0hgEEnVv9lTz7u2gSHWsua6NwIAJks+oIB6eQW8YS07+D/7wknXlh/iOuK7du1129bkWN5OFp8CABwNqhEO9ltZ5lVsteDbYjFHDPWyJmWmMOHaknpj2qMwoE1D2xYGuep3flurSLVWZ8vY1GVB0Ii1HGW75dkRBdW5ZL963VbNak0hRDLm6SAAMtfFWjNT8c+tXC7f2K9AO5sVC0GlLtqPUFNstcx2W6jJbs6IFVadg7IQzp3n72qp6jWchRqPR81qbGNvDVglwYkjQ/xMuXj+lGuL61LFSoIWkzCoWywLLhgz5Qc0liCzmsgdBc+IfBc/+zJpP09WpaxaLFrZRnslnycRK0IUaINtJj2ziiOKxjI+sqg2zX0uRTxXFyu+D8Vg7lSuzOohlpEZbzDEK179LgDA+eN8f184fdC1xVmp7phn68NsYdy11WdsMDXPP9khH2hZmOH9piV9LAZ8ms/9++4BANy9iwPZamNHXNs3n38MAHBy2ncwFmvV85M8r+296xbXtjsvaWnPHAcAfOsfPuva/uWBHwAAqvltAIANwTvboOH5+vj5wwCAdWt93/euXo+rRTW+iqIoiqIoSkewJBpfl3y7IVG61VLY9FNhDXGbLkVWn4H/XFUSxee6eZW6xniNycVpXtXUbJ3wIHF4SjS3+R7ev1z09aXr1iVP0pQBQFpSBVkf5HroGwU+99pB1j6P171/yWy52nCtpl2KKavKTnkNYr7Ln1uZG5/MvWErgKCGfaAtsz7BsaQsK5T9fV/dw/5NcZX96WbOP+PapkdZZroGWHO7bYdfVXYNcoq94f2ctmX3jYGMimakq8drUnrEB27d61h7bFMdAcC5Y4cAAKPP8wq3XPRtmV4+T5lYXs9Pe41vrUk7F8oaaTqzBeE1nME9tKmd5NlEFBSpsOnLXAGKIM2YpG9yfrbBeSL5nH0WpAO/7EqFnx1Z8fWMAx9KGJapXFfgE2xrmhjbz2B3eU6S7Wc9DhpFoywHqDekBbTX0Ua/q/6YC2JmirW0paofx9niGQBARhz7M2kfv9It4zIytAYAMNnjYxFqFbYGxTInmqDwia1Nks7wMVOB3zjEBz2dkVRiYeY6J3t+Ds3mbTUcPiiFKa5sgR0pwpEPLBkDYpHq3cC+vdU+7+M7Llkdk8gWVfF9SEdLkzG1U7h9/zYAwLZb9rhtPWnWcO4YlJiU5866tqSPx2y6j8enOjbp2gqXWD7zkzy35Py0iPEpnmemZaxu3OKtlxlii+nZcbZIHD1wn2srgY85NuH7cPECx7X0DrF2d6jm370OPck+up9/4OMAgKcf9qnOijV+jq7awOfbectm1/b6d9zG11fhY18MNMz5jV47vVhU46soiqIoiqJ0BPriqyiKoiiKonQEL5mrgzWlOZNsaJqV3xNbIabBbCtpWeSYqcFh1zKcY9NyZFhNf2ninGurJpLqJcvm61Rg0rSpXlJpr+u3te1tdbBCzfdhzQZWue8fYbP1obI3P1+QoCWX6sW0VkVqVzApkw/sDMqcWPcTCm+tC+wxbq/mtlKRx6Q+5iujrdvIY2nqPIa1GZ+C7ORBdtTfsJtdZwbW3+naeiByl5MqS+TTErkgoyRwjxEZq5b4PJPHD7i26Rc5lVp9ks1QqZSX6UwXB8rN1NmkUzA+iCp2qbFaKyOqWXqhtAsu5W02KNU+EwBvaiYXUeQfldmsd4lpPrbNiJfUJS1VmC7MjS0/C1LBMWs1dn+JIu8SZWzFpKhV5m1FTJsiq173aYwSSemYSvN1xYHt2V6OPVKbzIHKPMlIaq9aEJBYl/khL6nnUolPQTfUxa4N9RE2CR/v965SxVmet5IKm4kpqOqXsnOhuC5Q4P6XFlcHiMtLQ8XAltx1cAKauGqXQd9F5m2lyf7AO+/2PTcBAPbefDcAoGvIV+4qx1JhsszC1JMNgsjzqltbCKeO89x1OHBBuWMXu8tsyIhLQK93M3muMgoASKSabTrlnwOFS+yqkD1nIxN90HepztvWb2MXh1VdgUtW6UkAwBPPS6Ac+VSvqzdw4Nq+7i1uW/EGlqH1PfwsGor8vPj9f/0iAODYszwHlsr+gdPVx8cdWM/fi103v9K1bRnhwLpKnYPM8yPnXdv5VBD5t0hUKhVFURRFUZSOYIk8z0XbGmo+ZMVSsw7zSZgo29YJt0m0/crUan9j0W7Vg0Te+T5eGYys4tVxpTTm2solPk9dHPnTab9KidKNmh3ul13x8nnWjnjH6o3reTVTkZV8KgiKy6VFUwxuq9bDoD2Xb0buR5ByK1LVynzx+q1Aw9Ws6Q3Tz9n69vJ3vei1ukcuclDbjZt5BZmCd8qvSXDK2LOPAgCmTnhN8aotnIR7cBNrNtK9XjvjFHFVv7ItSeDl1JljfMzjh/15StwWE8tvZtCvvLt6+btz7jRrg0vVIA2fXHLURsttND3eVeOD2vg7nUItbBRsSjmviS/PspykRNuWygQBaaI17pF0Y3EY8CuJ/q0pI1TI5SRgLo5Dra4USpF0QamstxrZoCGyVqzIB0yS+z7weaIgNZZNMxlE+0FZHBWZa4olLzeJzCslmTtqZR/oU41ZG5eRzw30ewtDtcABb4VJnhOj6qxrq4tWNpH0dFHany8Sjb+BTfHp5zgX9BsEgceSLq1uC2UExRCyInrdWQ5uuzUINnrt69/Kx193MwBgou77V5ZjFgt8nvK0T9fY0x0EXSpX5Cv3s7Y1s8Vr1G/fweNRkyQAwxs3urauruMAgLTIYH+P14ZOjPPcV75gLQV+vlotltC8BFr29vpny3SBU3d25dla0Z3zKfko4mdYOjvgtiVi+cxXeA47fegp13biCKdem73Esp/PBYUy1nLygK4NfMyZjO9fUuZn7OPnXuT7sSZIZ2aufu5Tja+iKIqiKIrSESxprpEo0M5axUIiWtZ6sLK0eyVSeCBMZ2b3isGrnCTwoa3aZPJdkgZj2PtKTk6wD4gtWZxPB5oT0QYX6167USzJmWQ1XK96LeHsBdYk26T3EfwqqlfSkkUVKQua+M8lLQ5zQUJ8Uo3vfEmJHDVmMxMrgXUZb/BxlRWt9YELtHPFaV45njzHq9Yt6zcEn+OD1QqSVu/Si67l1NRx/txhKYCRCcrF2jRYdZ/GyFREgyIWhFCbl8qxT19XL1sSBlb778nRk6xtnhQxSgL/vches7OQhBpfZSHMVZk3ajUieGuNaGfD73YkB0tqrVozokrD/o1yKppeW3o2eF7aFFVR0FGSc0dSyCIJU/hZP3j5GWqD6yUpXyqFeNLBeWyBDWdDoFDDrFK1EEZnWOtZnfVa3XTEc9NEleeqsUu+AFOXiFCXpOrcst5r9VaPcKqq549xsYDiqC+YQ6I1TiTNmAlS1yWSIg+Sii8OXcr9w7Jlmy36k055ue7N8n6vue0VAIB73vQG17Zq6z4AQFn8S+Mpf6KCFN2ZLPA8mQ20wTUtYLEg7n7buwEAp8/7Qksnjh8F4P13H/neg76twONeTfMzIjPgNardooEtjnP5Y9PwDGNrQ5Tw52vDfi7rHWTLZF7m1XLBj6ctipMLYqLKM/zudezw/QCA0UN+HkWRn4erpJBU/4i3dq65k1O27XvVdgDArXv96+j5qScAAOuH5bmW8mkBu1TjqyiKoiiKoijzQ198FUVRFEVRlI5gSVwd2lVFMlLdikQFH54oLea1rHwyir2rg3X3H+zlT4yVvKP8SI9UqZlh00plwgcj5eQMZcOmlYlxH8RUmWV1e82EVZGkQpwEq1WDSjn1WCqdiCk7FbgpVCVNTWz4urKpIP2UnNtZlgLLodFKW/PGmlwb7pi7f62BlN4VwH4+MOlI24UxTu1SMd5Rf+cgmxojqXdO9VOurWTNl+LSQhU/zn6A/XlyOQlEMmya6etb49piCY5MUnzMYy+ecW1js2w6qiRijg5kzf5m7Po0sPBQu1RFyhVpcJBxqcd4bEN3lpQ8F+w9jxq/zPxTUtg1ulFYdxvr6pA0tcCZC5PguWfqtlphEBCLpoptQZBaRI1uEwgqxFmXHxtQHKZNc24abYLbNFxyYcwU2PQcBRX4IuLnC4kL3VBfOPNJcJqYnPds9m5XRUlxN7KO3aFeOODTIZ45wdUmCzPsghdX/FyVcdVCRZbazDNhSj0bApnP8vNmVY+XqVfcxibnt7/z/QCA3uHb/HkkEC+WANBV/d5NIyKeC63XxPiZcddWUKFaEEdGOUXrjdv3uW1dNhBRnESn+/wYP3OB3Qqy3ewKMJAbcm12CsqBjzlzyc87F6VyW/YCu9RMBQHXg2tYLiVDLNI5LyM5w+M/dsK74pTG+PjVizx/rgpcslZLYFxmgOUlt3mna4tuYvm64+79/LnMBdf2tAjOTcPcl+JF3/bAC+wG8obX/zgWi2p8FUVRFEVRlI5giQtptwYcRZLqJ5sKNBIxO0vnJSAjHWg+cuA0GZEUoli1yTs1r0txUMDZg1z/OZn2Tv41cbAviDP97HSgRbbpiiKv0dmxnRNy79zBq9z+Vd4p3CaYz02yRvmJx7/jWp4b49WsXURHwQrbarLrxmogw1RGPsBEmRufumwOrSa1/uoDdoL1nC3+IBqRmXFvJXhulrd19/BqdNMGv1oeWssr4PIMf75W8OmiUhLMlKR9/1Ld3IthWWana76Dxy9IwZUiBwFUCj4gMjat2lzXdTQmmw+huaK1lDaIdakhmEt+2uC24Dnk0hQ2Z/9CcO9t8FkQPGZjakmebcFjzwdmisY3rB7hNMMNwUmNfacgJaQNDEbbbFFWE20DcP1OGdEQV9sE36kNYWHk8nzHyjNeA2szh+XkPvd0+TRM9aykwizysyQbjH/PEM8/ccTzy/bd61zb4Ai3TVxii9Glcz6Zf32GA5jqZdY+J3X/bKGYNdHZrqAAwUbWoI0M8zHvXDvo2u6640YAQF60f6lAW11235+UXJ//ruQzfK0ZKTA1sGa9a5sqe02dcmX2j/PYHpiddNu27+LUmusHpeBDvx+XSoXns+k6j0utx89hq7p5HDNS7yKbGnVt9Sl+ByuePw4AKF30FvLpoxxg2SUFcLqMH+tSjeWsHnsL6Ig8627qZlm6ud8nHUhLAoLTm1km7g+CKYe7+H1sKMWfn3rRy8qFMX6PO1rlbTvX9Lu2Pat8OrfFohpfRVEURVEUpSNYEo1vqk2Sd+tylpNSiujyBQBSPdy4bi2vBm7cvce17bvhVgDA9h2cKHvHbl884vzDrDn7wSivTg4fPujaZqq8iq5Kepdcxq8QbPnQMDVavS6a6DRrloMFDBLYNj5Gpstrg+NYVtvE5wl9/6wmiJzG1x8TS5CCo9OI2qVaaiq5ym3Wr1L8HqlVzebGKfHaOVsYoFo+zj+LfjWaz/Dquq+btcE9PV5+0xmrSfOpeibF4nDyIq+Wa2Xv91eRNHrWEhBR8LVrVleH2Eu216xa3kVjtZ9t0+DJX0mbNv9XGx9fW2QnSC9lfyPrctkoqdIXlsEotFqIhjBKBSnOmvscaP5dKfik1Ze4OdVZ6PdJUmDDao/b3Q9lfuREe1UK1O7FMmtc+8VHvL/Pa+DKUhCgUuPJZmLGp4kqFlhgJkXDNRD5CenOHVxWthxLov9Zb32ausR+v1Oz/Px58ZQvnDM8zW2vvvlWty21j49lcvwM6q/7Y01Xuc8D8nwqV3waz9mKTT0qhZ+CYi+JPHcTsWrOlIN0koGlTLkyt+5mjbyNcQKAfD/PJWnx9S2TL3xSl8JYMzOszZ2a8an1iqvZn3bNMGt++wd8fEs0wZaF0iXWLFdnvKVgIOYx2yBinQueO1NSMKXQ760I/at5jnzdK+4FAOy49a2urTb5AgDg0Wc+AQB44YI/T/eTLCefmWAf9nxxwrUVBvi7MriZz9299S7X1nODl+fFohpfRVEURVEUpSPQF19FURRFURSlI1gSV4dMilXxA0GajT5xXL55J6eqWLNtl2tbt4ddBzaLY/3+PXtd26rVPpitmbWr2LzSU2O1fr3qVeMgdkvoyXMfKoGZplaVYKTA5Dc5xS4Lhw9z3zM9PvCtLmnPcvK5i1NBwECKzU21uq2KFHRB1hHWhBlWq7M10pV54ILTWt1IjEvy1VrhyqeRC1P6NAbKhcZc/zm26ZSKvrUsiX+mpjlFiw3qAIBIzMWpIJ2ZrVce2zRTgWtL3TRFIAXBd9Zk7QP6Gnoo544aroT7runxrp42LkmOuXxQbFOrTDUHzFG7z5MNWgzcE+yv9Xrr/k52w4dNY7XCMMCOokx4msb+OReHNqdRFkRd3JnCioqVGs9RFQksq1f8FFuosBl6ZpJ/jvT7IJ1Uik3H5Sl+jmSNn7+mI05ZlenmwNnurDdZd63jbYPELhXHLh5zbYMxy8S+zT61YmUdm71fnODjTxe9y0KtzoFS/Wv42ZeOvZthRdx5iuIeVouDgD6RsFjcIaKUv+ak7oP7lCvzZ1/5HgDgxq3b3La3vem9AIA44iqAtbyfT0wXux7QJR67QvBMmRo7AQCINnJqtJtf8wrXtrqbXR0KnIkM2ZIfs9eKO8OeWXbFSdK+bXo1y8+at7zZd3rHJu5LzIFvZx580jV9/kVOy/ev4loRDfn3rK4qV5Q7KelmX/vq17i2fpl/Z86w685Mwb/r9ZfkObj1diwW1fgqiqIoiqIoHcGSaHy3bOI3/ix8XfINkvz6/e/6KQDAxru2ura+dXxau05u1IrY1YxoPkb9MU898TQA4NGjhwAAqaD7g128Cp4WB/BiEKiUNCeCBzBT4MIYVal/Hi4BarJqsjqUsH+UYW2KTX0UBsRYDYsNygoTmBUl2blyZbwW1BNJ8I/TjLUJ9PJFHRqiCqWtVYNnmjSxoUbNjrlNJRZH/nNZSUvUHayEZyU1mg1makgT5X63QSCtRQps2qtQj+t7fHnNojI/TLuqMi64zT4fWuXG79Mu7VerTFkZbFcWwsqGt2dcIbCs6fChxcpaARLJn9Vo42jue3hIati/Xeo/ZX5EUvQotPwYGf8pCbYunPfPfTsuGQkeSyo+uC2VZU1Yf45/RvDBQ+MSMJevc7BaNuO1tNmcaPxsvRXyFoOqPLMqwbOrXBYtXoWPaSpBasUU7zdT4n1M1c9gsyW+1sI0t1VLvu95eQ7muzkVaU9QMMV0+SBz5crM9HEBk+59b3HbHniBtfk3rmKt55rTXqu/XrSyk+6dw49/JstjtnqIx+Adb3ila1u7iq0IXRlOIpAnX5Dk0hRbJGp9rN3tDiwa6SkOhjsRjH/t0GMAgCcf/RIA4KkjR1zbUzP8PeiWBAG3rfOy0b+OLf5r1nHqvq7YB4ufGGdL6y3r+HMXHv+ea0uV2YrQs/XtWCyq8VUURVEURVE6giXR+P727/0uAODxL/6h21Y6fwMAYONuLhAxMNL6jl2r8Ur52LnTbtuJg48DAMoXeUVSPuHbnnqK/T0OjPKqIz24ybV1Ea9uZiXBsi0BCgA5KZtcD/zn7Fo2I75xoYYukWIHNeujS6EvHm+LrGYn8Kmx2pTI559ybfVqO989pR2uoECD1rTVt9e3SYvVbIRaePJ2heZjthyn4a+mvGnBWJLITDqdatk9scUJ2mS/apeOzFoMvLY60BA27T5X35X5Et5Ua1lot/6fw8fXNbXzy24kHDKbqsxqj80cn2t36oYsfU44Wr8XLr1fi/Y52M+0a1MWQqnA81CtHqT2isQXtsraq7jsNappmSv68qzNnaqd8wfrkfLHOZmPYj81E1idG4kmVZS83GaK8pPHtVbz6cMq4s89GfShPM1awxkpfJGp+baUzJnFEvuLWj9lABCFLyYm2FJamPQ+l8MZnl+j1dzP2Wpwvpr3VVauzMws369y0ftQF8d5XHau2Q0AeP3et7m2H3z10wCAYynxr057H9p0D2tsb7yRi0esHfSycfLEEwAAynPp4YGCfwZ+/TuPAgAuzLBv+JaML2dMddb05vr8/kNb2do+U+VjzSY+3dptP/QqAMDePr6GtWbKtT1+lFOdPfvUUQBA3xFfRKMnz+fJDHDfj57wGuaT4/zUeuN7sGhU46soiqIoiqJ0BPriqyiKoiiKonQES+LqsGc/uzNkJ+922w59ktXW6dOivt6y1rXFjz0MAPj4k1yx43TgkD35FDtK94rLQuGCr0t+8BwHuk2BnbW7ghQXtRqrwstSNcYE1ZRSYn6y9dMBYJXUk16zitX0vb3e6Hf6NJ/z3AQfs9YmPZYLRmpok+PLNgrsiBRr+qn5QmhNZ9Zs5TcN7gxNn2/jUjAfN4GGY0a2L9YkHK4RrXuC32Y/a10ywtO5in5kK7eFAU+NF9FY7Y9/JKZhl3lfjxJixydwWbHuL22qAfpxv+yh5oRafgncday3wRWC2xpDIpsDH12NuJZOhSGarcduDJRsuBStDLggKhJIXUm8q0NZKkNWYjY5V8vetJurs+tAt7gs2EBpACAJLCtU+Ji9QUqwAaka2dXL815frw98m74kKa5EtpLAPcFWipyt+qChWoXN3SUJvouDqnMpSX82NcVzb6XuJW5M0mWNS3BTZeqS/1yKrzUnEjpR9u4NhYrfT7kyt4zwWP/IZu+y8MgsuwRUc2z2L1b9GOekQuBwlrdVcj59XGaY5WXHLg4eG8z596wnxaVibEpS8j170rV9/nNf5vPkOAXtDbtucW0/+UqprDvsU93RbZy4IHeU5aYvyPF6+DQHqd13ihMSVGv+fa5nhAPq7rr9tQCAnUFluaET/G548XlOXfto4OowWuVrfCMWj2p8FUVRFEVRlI6AVHOkKIqiKIqidAKq8VUURVEURVE6An3xVRRFURRFUToCffFVFEVRFEVROgJ98VUURVEURVE6An3xVRRFURRFUToCffFVFEVRFEVROgJ98VUURVEURVE6An3xVRRFURRFUToCffFVFEVRFEVROgJ98VUURVEURVE6An3xVRRFURRFUToCffFVFEVRFEVROgJ98VUURVEURVE6An3xVRRFURRFUToCffFVFEVRFEVROgJ98VUURVEURVE6An3xVRRFURRFUToCffFVFEVRFEVROgJ98VUURVEURVE6An3xVRRFURRFUToCffFVFEVRFEVROgJ98VUURVEURVE6An3xVRRFURRFUToCffFVFEVRFEVROgJ98VUURVEURVE6An3xVRRFURRFUToCffFVFEVRFEVROgJ98VUURVEURVE6An3xVRRFURRFUTqCFfXiS0TbiMgQUVr+/ioR/cwijrOFiGaJKLX0vVRWMipDylKjMqUsNSpTylKi8rQwFvziS0THiagkN+c8Ef0VEfW+FJ0zxrzNGPPX8+zTm4PPnTTG9Bpj4peiX4uBiN5FRM/KfXuQiPYtd5+WC5WhhUNEq4noASIaJ6JJIvo+Eb0maL+JiL5GRGNEZJazr8uBytTCIaLdRPRFIrpIRBMiP3ua9vn3RHSOiKaI6C+JKLdc/b3WqEwtBmMcpAAAIABJREFUnCvJFBH9qdxP+69CRDPL2edrhcrTwpnHvEdE9LtEdEaeUfcR0f4rHXexGt93GWN6AdwB4G4Av9Wmw0REK0qjvFwQ0Q0APgXgIwAGAfwTgC/Z1VmHojK0MGYB/ByANQCGAPwXAP8UyFANwGcB/PzydG9FoDK1MAYBfAnAHgBrATwM4Iu2kYjeCuA3ALwJwDYAOwD8p2vey+VFZWphzClTxpiPyItVr9zXvwPw98vS0+VB5WlhXGne+3FpvwfAMIDvA/jbKx7VGLOgfwCOA3hz8Pd/BfDP8vt9AH4PwAMASgB2ARgA8BcARgGcAfC7AFKyfwrAfwMwBuAYgF8EYACkg+N9KDjXLwB4DsAMgINg4flbAImcbxbAr4Mf0uFxNoC/jBMAXgDwC8Exfxv8wvA3ctwDAO5a6H25wj37JQBfDv6OpL9vWsrzXC//VIau+v5FAN4l/RtpatsFwCz3GKtMXV8yJecclv6tkr8/DeA/B+1vAnBuucdaZer6lammth7px73LPdYqTytfntBm3gPwHwB8NthnP4DyFY91NYMHYLNc7P8Z3OyTcvI0gAyALwD4MxHyEfAK8MOy/0cAHJLjDAP4zuUGD/xmfwa8SiIRjK2XEajmwfsugD8BkAdwG4CLkJdOGbwygLeLMH0MwA/muP6nAUxe5t+fXOYz/w7AV4K/U3LOX1nuL+Ny/FMZWrgMNX22Kn37eJv2jn/xVZlamEwFx3gPgNHg76cA/ETw92pc5iXm5fhPZWrpZaqp7QPglzZa7rFWeVrZ8oTLzHsAtgJ4HMBuuWf/F4AvXHEsFjl4s9LZE3JTuoKb/TvBvmsBVGy7bHsfgO/I798G8JGg7S1zDN7XcJkXxbkGTwQjBtAXtH8MwCeCwftm0LYPQGmJBf5GAAUArweQBfAfwSut31zuL+Ny/FMZuur7l5d78DNt2jr5xVdlavH3bxN4cnxfsO0ogB8J/s5I/7ct93irTF2fMtXU/i0Av73c46zydN3IU8u8B36f+iPpcx3AiwC2X+lYi/UxfY8x5puXaTsV/L4V/LAcJSK7LQr22dC0/4k5zrkZ/CBeKBsATBhjQgf6EwDuCv4+F/xeBJAnorQxpr6I87VgjDlEHGH5PwGsB/BJsLnh9FIc/zpFZWiRGGPKAP6OiJ4joieNMU8t9TmuU1SmFgERrQHwdbDW5e+CplkA/cHf9veOCEYSVKYWwRwyZds3A7gXbILvJFSeFsll5r2PgjXZm6UvPw3g20S03xhTvNyxXgoHahP8fgq8alltjBmUf/3GGBt1NyodtmyZ47inAOycxzmbOQtgmIj6ms5zZo7PXBYiOtAUlRr++9PLfc4Y8zljzE3GmFXgwdoK4JHF9KEDUBmaHxlwwJFyZVSm2n9uCPyC8iVjzO81NR8AcGvw960AzhtjxhfTx5chKlPtPzeXTFk+AOBBY8yxxfTtZYrK0/wI571bAXzGGHPaGFM3xnwCHAQ3Z9aslzRy0BgzCv4C/AER9RNRREQ7iehe2eWzAH6ZiDbJl+U35jjcnwP4NSK6U6IedxHRVmk7j8u8ABhjTgF4EMDHiChPRLeAI98/tchr2m+CqNSmfx+53Oek3ylZCf8ZgH8yxhxaTB86CZUhhoh+iIheS0RZIuoiov8ANoc9JO1ERHmw6QfSz45JPbUQVKYYIuoHm0EfMMa0u8a/AfDzRLRP7sNvAfjEYvr3ckdlipmHTFk+AJWly6LyxFxp3gMrD3+ciNbKPXo/+MX4hbn6ci1SZnwAPBkfBHAJwOfA5n4A+Dj4S/IU2EH585c7iDHm78FRj58Gm9q+AHbqBtjv5LeI87z9WpuPvw/su3IWwD8C+Kgx5htXdVUL54/Avj2H5WenmXiuBpUhIAfgjwGMg1fcbwfwDmPMWWnfCo7OPSB/l8CyprRHZQr4MbCZ8GebtC9bAMAY8y/gYJHvgE2cJ8DWKqU9KlNXkCkAIKJXgf1/OymN2WJQebryvPdfwPfgSfB71b8H8F5jzORcByVj5tJ0K4qiKIqiKMrLA02SrCiKoiiKonQE+uKrKIqiKIqidAT64qsoiqIoiqJ0BPriqyiKoiiKonQE+uKrKIqiKIqidATX/MWXiLY0pTkxRFQI/r7nWvdpvhDRfiK6j4imiegIEb17ufvUiVyvMiS5EP+SiE6KDD1ORG8N2ruI6B+I6IRc02uXs7+dxMtVpmSftxDRYSIqEtG3w9RSykvHy1WmiOhnmq6rKNd261zHVa6e61WmAICI/o6IzolMHSain21qfx8RHSKiGSJ6loje9ZL1ZbnTmRGRAXCDMeayCYeJKGWMia9ht9r1IQvgOQD/A1x6+I3gfHi3GGMWUw5QWSKuIxnqB/CrAP4aXE3nXeDy1fuMMaeIC1B8GMCj4JyJ/4sx5v7l6m8n8zKSqbUAjgD4IICvgvN5vsIYo4uqa8zLRaba7P8hAL9ujNl9TTuqXDcyJf3YD+AFY0yFiPYC+C6AtxhjnpTF+AsA3gngGwDeDeDvAGx+KSpFrkhXByL6JBH9MRH9CxEVANxDRPcT0QeDfT5ERPcFf+8jom8S0YSsGt67xN3aB2AVgP9hjIklifND4NrQygpjJcqQMWbaGPM7xpgTxpjEGPNF8MRyh7SXjTF/ZIx5AECylOdWrp7rUaYAvBfAk8aYz5v/n703j5Isv+o7v78Xe2RE7llZ+9LV1dWLelNrg9aGkCUk2UIMGLCQkQwSYnzAzJzj44Ez9gFmsGV8sOcMY7AFjMFCwh6QLRYDQlJrQWpaW7fUra7uru6q6upas3LPjD3ivfebP+79vd+NyKiqzKyszizifs6pisj3e/HiLTd+y12tbQD4JQCvNsbcvpXnoWyOW1Smenk/aJKs7AB2okwBgLX2hLW21bPZVY07AGDeWvsZS/wJqGRz36pyN8qOnPgy7wXwywDKAB671o6Gakl/FlRicxeAHwPwW8aY41fZ/6OGKpX0+/fE1b6G//Vue8X6L0l5mdlpMtR7jD2gGurPrP+SlG3mVpOpe0CVjQDQpAbAi7xd2RncajIl244C+G4Av7+eYykvGztSpvizDZAsnQPwaW76GoDTxph3GWNSPPGuAHh63Ve8AXbyxPdT1trHeMXZu0ro5d0AnrfWfsxaG1prHwe5IfxQv52ttR+21o5e5d/VVrUnwCXxjDEZY8z3AXg9gOImr0+5+ew0GUow5DrzBwB+x1r7wkYvTNk2bjWZKgFY6dl1BTQgKjuDW02mJD8O4AvW2nPXO5bysrIjZcpa+2FQn/RGkDtfm7eHoIn3H4I0vR8D8FNspdpydvLEd40v0TU4BOBhufIA8CPwda1vGGttG8D3A3gPgBkAPweqnX1hq75D2XJ2lAw5jDEpAJ8AUAXJkXLrcKvJVBXAcM/uwyBtirIzuNVkyrUbAP8Q6uawE9mRMgUA7Cr6ZQBHAPwUABhj3gHgXwF4A4AsKIbq94wx996Mc0jfjINuEb1RdzV0a1d3i/fnATxirX3Heg5sjPkdAD96lebT1tq+0anW2m+DViruOF8H8NH1fKeyLew4GTLGBAB+F8AYgHfxSle5dbjVZOoEaBBz+5ZBA86J9ZyT8rJwq8mU440ApgD89/Wci/KysuNkqg9pkAsNANwP4IvWWucq8TVjzDcBfC+A76zzeOtmJ2t8e/k2gB80lPLpDgA/Idr+FMA9xpj3shtCxhjzmqv5qFhrP2itLV3l31UfmjHmPkOpXorGmJ8HMA5SySu3BtsqQ6wh+Sjox/79/UxQxpicoewOAJAV75WdyU6Xqf8G4AFjzHtYln4RwDftNaLAlW1np8uU4/0A/shaW9v0lSovF9stU7uNMT9sjCmxD+87APwwgM/zLt8A8CZjzH28/6sAPAzgqa25/G5upYnvr4FWMbMA/hMovQoAwFq7AuDtoAwLl0GuCB8BkNvic/gAH38WpJJ/m7W2s8Xfodw8tluGbgPwQVB09BXjcy/+iNjnNIAGgGkAjwBoGGP2b+E5KFvLjpYpa+0V0ADzbwAs8X7v3cLvV7aeHS1TAGCMKYJ8QNXN4dZgu2XKAvgZABdB/dCvAvhZa+2f8zk8AuBXAHzKGFMB8P8B+GVr7eevcrwbYtvz+CqKoiiKoijKy8GtpPFVFEVRFEVRlE2jE19FURRFURRlINCJr6IoiqIoijIQ6MRXURRFURRFGQi2JI/v8WPHLABQFhTCvbM2oleRVs66+bah13Qmk7SV+H05S1mcClkfWJgrlQAAu/buAgC8dO500hZGlHElY+j78mJOn+HgRGP890S8v43bfFJR0pZ1n2tTwoao3vYXOzIOAJhtUEGRpWYzaWpEdAyX5iGO46TN8LWePPlCb9ljpYd3v/UhCwBR2j/7KCL5KbAYRW3/vCJDz8dmKNVkCz4DmGERj6JlAMDoSClpsyB5GB4p0LEz/nlNTZKMLTboac7OLydtMT/zfNY/ylc/eBcAoHqKKiwOB17eg1GqHzC+exIAMDc3l7RdPE95xjMpOq9GdiRpG5qmZA61kGR1d9Ef8613U8XZh/6nX1J5Wgf333ObBYBUxnd5UUz30/LvNIB//q2QZCrIkAzayLeluJ+zfOeNUB8E3I9kghQAIBSNzdjw99JrNufldDhH31NfWky2NRp1AEA6RccI0qmkrcPnE3Nwcmy9GLh4ZcvXF4hzMHyNbnd3DwAg5GNeuHBFZWp97LzI8MiPR3GDZKm6MJNsq8xeAgC0FxcAAOf5FQD+5ikqzBa3SV6qK75tZnaGX6kfrDT9mNgKSW46LEudyCc6ilimnj11VmVqHbz7da+1AFDPZZNtZxbonod1mnNEHZ89bmh8CABQKlK/NgzfRxSCMQDA6ip9fu8+n8a3VKYxqV2lMfPI9L6kLTNMn/vrJ74JAJjI+WPec3AvAODQK3yms3aaxqy5FTqvF04/m7RVKlQ0MgKNsXWRDbrTIFktGhrfDh+eStoOHqX0vkGezvPFy16G556h4//Rn/7VpmVKNb6KoiiKoijKQLAlGl9raVUnNb4w3eoQK7SfPoUabYtCoWnhVWO6Q6uBuOVXsAhouWCiUQDAgb0+vWk6S9q7fPLqL83wCnRpfj7Z1qiStiWwpGlJG78UaVdnAQDN2ip9PuVXPK0OrXQbIR2zY/25x4ma290CoQHX9e66KU3QKi+X8SvUKCQ56HToOQ3lyklbKqa2VptWlyurXhucZi1ZOk+r2FTKa/2drOXzJAtpUdemkWJNsaVjp2w9aet0lgAAd9x5R7LtwF7aP957DACQSXltdW2GNLwF1kyPil/d9Csp33dulDS+zY6Xp2ZEK+krq7TSTwc+j/yzsyTLD0FZF/z767SFRoxvdYqftUn5H2kmw/0W/5gj+Db3hJLft/xtc3/n9okiYZngLibNloxAaFvjyGlu/fPPsKbF8heEsT9W0oMmGt+1F2uCgK/LC1yKr9FZ4lLyulpXq1Og7HSS8TXwmsKgRFarsiiBk8tTv9EsTQAAnl9YTdqqLeqfrszQPkvL1aSt2SB5aVqSqXbkBa4dsqUzkU8xJsY7Tym+s3G/R6+TdBYb1w8Y8ZvN8dypbKivGMr6QcyGKf48vQojKXJj9PzbbRrLbOy19OkUd1Q83wpS/lxcfygtTK49leZ+NPD7O0NZ5PqbWFifXL/LRQGjPnPEgL9GamiD4Mb1tarxVRRFURRFUQYCnfgqiqIoiqIoA8GWuDp49bxZsy1R3BtpKuSgEjbrWWHCCwJWd7OJJGp5FXxjlVTiqwtkihka8YFAObZTF4bIZJwveJOPAX0uk/Xz/NoSmY87NTbhsBM2ALQaZPJptdntIu0/51wcmmzCFBYf9BbBkyaJNY3KVTnyAAWKBXUR6LPCgT4Fer7FzHjSNpmnbS+8cAoAcGj/aNK2tFwBABh2PfDGFGCFXVlK7BazsDqbtFWbZPYdLpJc7Zn09sLxAwd4m3e3mLl4GQAw26DvG5v053dsgsxKmRbJXDnjA+zSwxwElSW5KgberWZhlYIFhjiobXXZm+kvNb3rhXJ9LJvm0infL4Rs3nM/TWm+CzvO1MYSIwLELL9PTHpGBDI62xwfKwq9C1WaTXsp/nyXmwH3J2kRfOdOp96k8xSWQPFJ7mdF/xqwDDm3oE7sXRgyfP1JIJ8wRadE8Jxya2BZbkJ2CQwywp4N6t/mnn082fL8c98CAFyYpb5lftU//9Uq9V2XF6kfrNT8sTotDmDjgO9QCKNzwXFuPdIUbQL18dsIzgWpa+rAv2dr0vwqAllZdxl2yIWvY3z/kU25fsrt6591xM/M9X1Byo9vMQerRVkap0xO9FPGuV2JfiNIdx1LBsy2OUjYyYa1YsrJbg8hn1co3Lwi9gtL8Xl2uYpugd+oanwVRVEURVGUgWBLNL5O23Atnabtet+7pwjaMKzhdauc2M/uWxx8MTtD2rVSrZK0NcqkfRseJU1bYaiQtKVT9H2p2KdgaVRIm9hcJc1ZXTjy1+ucxoxTcMiURLUOtbXjPhrf5M3aO2HVyX/dNDm4rdU6n2y7/U7Ssg6XSJvbXvGrw2yVnkU2Q9os+bwaLh0ea3xd0CQAZDnYLNMkzciUCIgscLBZYbjEn/PasF2W5LC+cCnZVueApTwHFDQu+VRALnxk9zjtMzHkNdKlHJ3r/CwFGTy35DW5cx3SNjtFb1YEge4X1g7l+rifZCf0fY3hoA8XIGatl5sUa0ZTiYbDfy5ssxbDBV4IjW+myIFr3H8Z0bdlWOPrNMuR6CfS3HsEQuPbYgsBkoASfz3OguaC4TpCs5ziVHoxn3MqIzW5LENOsyT7KqksVG4J4p7A8hS8hXTpMqUn+8KXPptse+kc9VlX5qmfqTT8+FpjeXPa41bF95VhzL8Vp+mVw5lLjdeTRo/+0HFvI7iA11iofEPWT8YcuBin/NymFpCmNpOmbXmRzswFtTnLkUwwsDrHgf48JZIaXKdhLh+8jb6v6i2vMQecNzuiz+OouVbHBTnK4EY+ZhKgKywFrA3OskU9sj4gvMPjrcs5YEUfG0MkPNgkqvFVFEVRFEVRBoKt8fF12odYalO6fc+sXPklbnPOD9i3dWKa4jc57U5W+J2ZkH0dV0iH1qn7RM6NRdKY1edI01YoeJ+VROEhNL6rS7R/zBpckXMbcUBJocMsraKaItVZNXQ+TrxvX42ve9HV7mYIF68AAIZEQQmnqbvCz7ciNKPtCj2TPGvbCsavHFPsb7baJFmJKleStmN7aPV69/49AIBTC76wRHk3WQ7mWE6yQhs4vJ/S6JmWT6q9tEQyEtdpv4xYsUcl0mA3ciS35y6f8edwgFbVmRztU4+8vDdC8ttqrdCKe0j4WuWyIkeRcl0Ma8airngCly6sO+YAALKcwtDw/nlRZCdimep0SPOfFW1p1++xuKQDf8w0d3xtlo1Yxj24NGh9Cko4JUkkzUuuqAWfSzrdJ57AabKFb3BvSjWndaE2VfnearhUfGB5jas+VuXSWbKYnTztLWfnL1JfEsYks7WGH9vqXJgnYm2eFan4Qn7v5VNoCJ2faLA2dalqfDeG6RMvFVvnq0vPrFAYTtqKhULX3qarmo6zCtGfLfEodu+hQhS1RRoX6+I5DXOH8eBRSs3ZWfUy1WEr+6rw/y6y5bTV4FgCYaVPJ30saauNSI2WzlJbJk3XFZqhpG2VfZYzyff4Y5b2+PiZzaIaX0VRFEVRFGUg0ImvoiiKoiiKMhBsrauDUJebHqf7flXdnFreCFucq0EfcgqyUJgRi1wZJO1MK8LcEjfI3F2tkNO2TPaU6VP+I8WmwST1iki7wn78aPI5LIqKRknFGrN2zWDWmHVk2hFlvex1JuSyN+lcukIBjY02p6YrjiVtdhcFeu3ilHads75CX1wn812T038N572LwPHbKG3acETfl8r7qjdnl8i841JQ5UWw5Amub78satmPjO+mc2G3hMkpb445wwGUX332AgDgnryQ6QLJUb1Jct8M/Plli7TfnYVJuvblC0nblSVvvlSuT8qZ2ALhSsAmWRcolhJ9gO+/3BbfR+U4CDLLpjppzjU9x8rlfBfrLMcu/U+3RdgFpAm3Lw4WcabOQKS6SznTNrtipEUKqZD9GdyRokikCXIBKD3HAYAgtUXZLZWbTL+8dux+I1wXXjp1EQBw4aIPTqq3+HmzeVm66jVqZLJutqk/lAFPLqjNpaqSQ507hYz7sXRV7lL3mQ3BN1Z4BCDH1WgjdgPNiN1THPSVSbvUq2LOwW3uNTZebtouwDZLgdbNjHczAAf31zh42wWt0XnRiS01fYBZeoHS37n0kGHbf89QnsbwoRKNYTIsrdmhhAKubw5EcHmH057ls/S5Sa40CADF0b24UVTjqyiKoiiKogwEW7LEd4oSuUpJ0li4paHQ+LrE70lbV2oU10Z/yvRDDT5GljUfUkORytP7DK9Ii2LVmeP9WkLFki2Ss3WjRc7djbbX6tY54K3GgR8dmerD9mqw1+Z16avd3YKky4NC1a1sG/5Ojo6RhneYgx1dQnUAWF0kDe9cnT43avyaeDTNqc4K9LmRMZ9K7MRZWtGu1iiALSp6earxs2TFCMay/lzuKJFmuFI4nGxbZnkbO04rXGtF0MgsaY9zaUrJVrdey3biNAW8pflHVBMaySBHXz6yl6599+6DSdvK6o2ndBkkYpapWPw6XT/kNL5BvLbN/aal1hQu+TtrUlyhCADIcDqygIvl5DMi0LJAWpVcgSwUjXYjaWvUV/n8ZBJ3PgMXaCeLaNjuN32ySyXWLKlFdh1z8i1Ci5zJSF2SsmNw1gAuHtGKvNycPXMaANBpkaVoQgzCc7M0flVrfls9dBZVGu/awprZaJEct12qKlEMAcaNwyz7UuJ6gill8QVZzEJZD6y5lRpffqYRW4qSCFUgiVztN5VyzyGdJ2tlKe+1usWQ5j8t0Fj2/IqP7l85R5bFiNOUGRHY7b4okiV0eOwa465kLO/b8kX67haP1zURTFttkSU0ZJkyHEgOALcZkud8hvrKIPCFh2C89XWzqFQqiqIoiqIoA8GWaHxd+pKuVBpwKxHbtQ/gy3oGSS096QfkfIi6U3EAPo1Q6LR+Ylnkym3mWUVnO34F02Kf0UzJl5itcnuDPWZqIkFyw/Bq2HbEGfHZuT+kg173qfs/ZWlBTeuyblqGVnfZtPd3DQJa5Ta4eEBSPQDAOPvCZjitSjHjV4THpulYKzXyJ1pue01pnUu5LvKKOtvy8nR4D2lXR3aRtnVXwRdLCWbJ37jVEqnHhjg9FMuVEd5Mw1nnx0t/L4lyw0FImr4Cp++LhMY3a+k6rlyk8zRC3ittkX9PuS6JprdLG9WtzZU/6YD7H+cDG0qNb4b7Ji4aEYsPukTtMWtn0qLoyIRzr2Qt2+ERr4G5GJNMnG+KxPBpp+Vw6SLXatnctkCa25IYCn9Wa98RkegnoRrfLcTd6X6Wvn5jwdUtgpbjV9oV6sMuXngmafviFx8BAKyu0LObEBaGF186CwCot/z4WuGUU65AQiRk1yl6nW+vNFK6ohRBUqxKFino0fh2FVq56mUpfTA8D0nJe8+PLwxpY6fttaY2RY0Z0FgpZ1KFMvVBxeI0ACBOl5K2S6skL7NVGpTOzy/7Y7JCOddbmh1AO1xbpMI99ho/7NWcF4DyML3PZuv8OW9h6HBsTTukVxmzdfrUcwCAF06fAgC0RN+XTFr/2c9is6jGV1EURVEURRkIdOKrKIqiKIqiDARb4+rAWmhp/Pf1XdaaP5xp0GnQ+wVmuHRAmZRI/ZQl01+BTcdxy5uMwwYFqVWc2l2YJlN8gtlQmPU4AMryLRgSJiL+GlT5ihoinUfYY7qxXWZENhHBdL2uvUrlWpy/ROlRhvPeZSHPQWoxm3RjkTJlOMdVYYbI3DMvbHTDHJTR4SpwqyK9Tp3lIcUyMN3xpqDhc5QCyNZp/+kHj/rPZVwVIx9ksuyqCEYkk6PCwb/cYTlaJVNlPedlemyU3G9Gh2jbVM6vRSeH6HxCDjo5s+jdLZbV02FDdCLnEiCqCrla9q6qm6yMxnLiAt7k79ylBMu5/qjgXV5c5ckWV5kcDXy/0p6hSn/1kORm8vChpM0FbaaFbdilKHMppGRv4vpQZwEMRYCddxdzf/lPJgFv3Chjj2KrqaduFMty0+B0T41Qjoo8pvGomxf9Gzjg1T3HVsNXJW2t0LEuniSz7+y5rydtJx/7HABg5hJ1CGPDPu1TPeL+puH7qRYHLCWuO0KowsR1h+Wgj4+fca5Y8drR3pi1LjmRDnsbwrmEytSKQ0V2ieL7Wmv6NJpBi9weTI76mVza9zeTY7uojVNkXhbx0M8s0jg1v0CvWfE4C+zelee5V1O0tdZU8AOcEK3ytqqo+Jft8HhYpr5yuOCnnAHPwTKcNrYjEgx02Gkjy9eeFqnYRqIbD+xWja+iKIqiKIoyEGyJxtfNxfvHb/VL+8Wfs2s1GS7gLcuqiLw4wyLXvS/yfL3Z8lqOdOwSOHM6oYJfTSfp05p+RZFhx2qEtHrIwKfLsJyYPpXN83X5zzU5GMR9c1dhDnclfe6DUY3vuolYS1KteSf+pktLlnOBbPIT9AzTvE95yBe+KLEWAy6oreq1pkV+XmM5WhnvxXTSVn3x2wCAF79zEgAwij1J2+HDdwAAcvGJZFtYIQ0Nl1NHO/RryqBJ5zDMstwx/rryBV6NL7xE37PXa2wiTiMzzGmw5DU3m/4YyvVxfZSxa3+vTnshg9Q6rLXI5Fy/IAPL6CVgxUZWFCSpsFY/l6fP5USgpWWNRoqLlswLDcf4AQqmHK577VyzTscKrQso8prl3j43EP1QtzamfyZFp/k1IijOQjW+G4PNLkKt2ZydAwA8e4lSQj13zheaaXNf5IIWSwVfMCfkwjydDv2urbBONiu0rXKW+ogrz305aaue90SkAAAgAElEQVSdIi1wsU39SEdo7Zv8aDttP07GrnABy7rT8gKAdVrgnlR5gCjOFK8dx0xPYJ4Gct8IdO/y4ke7i7Wey7xpeVlamemZZTjwuZDzAeEdDhK/0KL9zy14K8LKMmt6I+pThtJ+opXmINeQ52ItGUyXxAiv7UddWySmlW22jlVZhoeMn2cNFelcG84DIOVld6JMacwmpmjctWnfN9fqPu3ZZlGNr6IoiqIoijIQbGmNyu6VXm9KnT77J7v6+Xc6xZoSLr2XD4RW17I/S5sTMhe8dmzXGGn58mXycTFFv/JxacXaSz5lh6mT5m95mYoftNp+NWRAxy9m6VixyJ0M9uGrR873z5+7SVK9rPULVNbP1ASt8tqR13DlOWVZh59T1oiiAbxbXKUVYzHlV6i7uCjF5ASVEJYp5poVSiU2lmH/uLSXge8sXwEATHCy8MrpbyZt4SRrfLGabBtmOQ2zpMXJFry/cDmg89kzycUtVnxJ5ZEy+fims4cBAIvCN72YplVvLuZiGoHXLKYiry1Urk/A/ryhKIhjY3ouMf+WY1nal99HnHosn/X33v3OO6yVqzZ8H8AudygNu5Kw1aQtzdpVkyM5qIe++51KkVbnyN5dybZGg9LmNSvsbxz4dIxJ2rS4R0sHIJXqjjEIhL+gk3+n+PYabSBqqxVhIzzz9OMAgJlL/vd86RIVxXnpAml6r8xdTtqqTVcKmMYVGb8Sdcgi1WZ/XKf5BQCnlJ1g7Vm5uZK05V35a2dFCn3cS5yjPqggxqgOFxAIOR1itNaQ4cdxWW7YpSV1fuNyYDfd+0hloL1GmjZlLca4Mc+PfZbty0HgfKlF+XS23JTYcpgSJdJXGiQLSyv0zGu+K4Kb+uU4XqqUFbEIPN5UuDML+zhq9+j46f8+j9pZqdoc87C86i0ZLv2t4fiGjLA+OUv/MMe+tMWxZ+ZvvJ9Sja+iKIqiKIoyEOjEV1EURVEURRkItsbVoU+QWlI9yO3S/4O0j8ipk2OVezFDbRkrVOPsZhBwGqG9h+5K2vYcoMCk3BCnKOpK08Pf1hBmoDq5PeQuU8DAzPmZpK1Woe8MOMXMaM6bHVwumjCmfTpWOppf/VrV7WH9hFxNryAsbfE8uaa4OvVNURmtxe4xpRynBhvzJsSTS5QaLTtEFdjqBV8tazxP5qHpJn3Ro1/+dNKWnyR5euXhYwCAy5ef9ifTJhNizh/Km5ic34Xx59AM2MzeYBONEM7KMtmfTIrk/mDeB7zkFmj/GTZVr4j7kelKHqhcD2eZlUFgEbs9JC4BogdLcZ/kgtxs7PuA5Bj80ml4WUyxaS/D5rvZ+StJ2z52a7nv/lcBAJ548smk7cLJFwAAx+7wAZbTY7T/YpWCOWIRfBawTLkgNYjKky4IMuv6nIzv5mNXNZP/Tgs3s06gepCN8IVHKJXY48+8kGyLDKfHdKmnlueStiV2Y4g5kDoQ9z7DKaSaVXKfWlr1bnn5oVEAwCin3Kwt++CeHLtEDHE6q1boZbHIbldjwvzd4vRS9SQIzp9D6IKMOL1fqsudgaumsutXJILc3PjtfkdWXFesgW6boi38Bly10Vqd02+K33qJ+5nxMrlnxkUfTLu6RJ+7I0/j1X2H9iVtJ7ga4PwsuemkQ3/MWo0+l/R9kAGwruqurErL/Sg/d+ne4o7a4etZEqlhoyrJ0q5huoaCcP0xEbtZxHQupy77+dmZk/73tlm0p1MURVEURVEGgi0qYEErRJnayyQBXm6nrk/QC68UM1l/GoU8z/55VWM6Pkgtk6egkCO3UXDRriMHk7aIV7Wt1No640lRDBGggjytkPeUKIAoLwLlLpw+AwCozNNqKGN9AMgwr6zrLjG50MK11yxu166YlevTsVQ8Yrro73scs6P+Kmk7Gh2v8QxZi+vifJ5/SaxQOTXLEGuKs5mRpK3VmQIAPP7VLwEAVttePt753g8CAI5P7wcA/LeP/2rS9vW/fh4AcOyNfz/ZtmuCNNKXV58BANRqPvhsJEeal8ndJMvLF31KtUqV9rv9Ngq+u10UQzhz4iwA4IUOyVFdFEMYG/Wrd+X6xKy9CLp+h91peGTATsrtlyhU455PeXlrCy1GIUcalwzL56rI/r7rOBVB2XOI+q27Oj6Y8olvPAYAmHnJ75/NknwWMq6Qjg/obEVslWLNbzrl+9AsB79kXIySCG5ruqA9l4jeyE5L+6iN8OVH6ZktrfiooQZbj0oZp9X1z6zWIu1Vi2VDak2dWTJgS45Q0iLPz7q6TEFtUyII6K7XvA4AUC7T2PjMs88nbTNztP/k6HiyzRrqKysdagtloSeXjZNlIorFeO4sJu67xbnHPJ73T2uqwW0bIe7zE4y574lZC5pP+52GOQqsyGaeRRlYmKLx5o79NFbcdtAHzn43WxafndsNAPiitFpwoKXlYidWRq31KVbWG9UW9M1o4IIjRdrFiOd/oHEtK1KWtTkIs1Kj8X5xyQeQysDPzaI9naIoiqIoijIQbFE6s34VG1w94rWer27On+fV43Bepmmi1Ua16XyXRpO2/QfvBAAcOkKlPuOMSDjvkonbtf56pmclCwABO2haTilUHp1K2sYnaJUR1WlVnBKX55I6p1nTgkiWCu29UrlRfZ3Wy1CZ7m1OyMUS+zdFvOrNZb2DrStD22mTf1w+7bX3aUMr2wJr5YKLvtzj82co1VBgSSPywBvelrRN3vZqAEA8Qn6W++9/Q9K28j8+CwConfPFBg4fPkBtK5RQfqHttYCznH6ok6LzkynLwg5d67mzlPC+br0fenWVZOtclS0qotxjJiv8zpXr4u54JpDaC9a8cV8RCU2F01pkWDcgNb6uB2uzBrYjNGNTrGUZbtH+NiN8yveSjLTZ53bkwIGkrXSW5KZS99qM6Snq53bXySpwbv5S0hayxanEafOKMt0aurW6jZY/Zux8g125ZqH7iFU7tyEuz5BlqilKAjsf71WOQYhjPz6ETnPXR2vmLKTOIlEQQ3OJxzmXzjNX8GNVM0cylC5Rn7f7uC/es9T4GwBAY9n3efki9XUlHv8iEffSSc6LZUOkzfKjl4thEG3OeiCuJmnTcW9DjJSo/6inRexQgwvfoNufGwCGhzjlJadIrAkLU4vHvA77CO8SdYkPTXF8C8fDrGaOJG1PfIdS8c1ZmgfVGz7OyvU7gdDcujSN4Fc5z4qSGAkX8yX6Gz6dRoOLUxl/Xe4QNbaIVlYqou3GZUo1voqiKIqiKMpAoBNfRVEURVEUZSDYElcHZxYMApn2oveNMCPy+7RL6yTq00dcpaTAAUuTu8aStmKJ1PKLbLqJhLnFcDBBhtOhpYTVLgxJXd4Kvckv4pRZripWXBeV29gcWshToEqr6s1BrrqIO37QZR7sDugz0r1DTT7rpsElZkSRFzTZxJLjWuQ5kUvs6BGq9HbuLKUc67R8ZaNSkUxA47m9AICw+WLSFq9SEOPwwTcBAM4v+/R4jzxJzvRv/R4KRBo9+LqkrTBM3zNz/olk29327XSsYTI9hnl/8mWu1DbGZsJImNsvrpIJ55l5cruYyPtgThiSv5eW6PdhUj5VUa1yAcr6SV0jVZf7vUvnEeOCa+1aE13Slzl3iIyv0ofY9RnU50zu2p80lUbJHN3malu24IOOhiduAwBUL571x+Lgt2MH6HPVln/m1UVO7chp84wVlZ749NrshhXKIKqkj3JVJqM1n1PWR7Xq3BmE2Z/dGdy4YITZt9fZL7b+3rv9LMvGeNG7LAyzHFQtPc/UhE95t1qmgKWLHFSXD3w6q/w0BS5VmueTbTG7YE1mqZ9xZnAAWOGUVi4FWZfYuLPvN4y51KVJdTd/PwIVqg2xl10dVvM+sHtulVzkUpwqM0h7l4AhTpEITofZaHiXgJUKPdszi+SSs3fOjy1DnKJ1iN0JH572LqWHOInAk6dIbk5e8in5LizT8fMNP5faN0rfXdhFLjjn5/34u7LUVS6uK9VZi90gKiHPt6x318rx3DBu0jhqmj5YPHutcsDrRDW+iqIoiqIoykCwpRrffstBn+tdanx5Ns+rwVRWpK1qsSaDU7hkYr8itW1aSSyt0mojNl7LYbiIQY5XslmRIs1adpAOvWa5EdF3Z/kYQeiDECKuTR3x+cWhSByfvLpUSCKti+3W+HYFtKnCd90szJKGI1cWifdbTn5oVZgJvFahMU9O+LvKpG1dXPIJ3gugZz+Spuc7L4I5EJKm7tWvfgAA8Kmnv5M0PX2CguLu/657AQC3P/Bw0paaJc3b7/+eT3F24huceurVVJzALvv0MPeOkNTsZmXMs5XVpG22SpreqV204h7Jl5O2+WWS89FprsOe8lrkw3uEllG5Lim21ETit+xi0tKcBF7+XpOUTm6TCEh0CvusCzAUqcQ6rocok6Vqz+HbxedIdl0y9yjtNTAHDlKKxnOLvuDFpXOUmuqO43SM6bHdSdvMCmlhXF9VN+K6uLiOS5dlAqEN7jHFxTJoT5VzGyKOOahLjgF8z21fi2APYkxIswmxwEGKGfFcQraIDo2STE3d7q0Is4bGxPMrZAU9NOVTVhWmD9PnV7x2rrNI1qeJAsleQ2gWVyv0PW5M6xd85wJCu4PWkuhx+qtP6j9lfUyW6HnMrvgxrB2558eFnUpe41scoXHK8vwn7vjnkud+zRUYeWHWa4NPXCI5mBqlceT4IS9Th0v0ubH7yNq5Z9yPNacvUUGo+qKwquZpjnbsOAXaTY157fE3nz4HAFiq0JgeSLsHz73C0KVm9PchydjGlqyUrEi2BcWbVOOrKIqiKIqiDARbovFN9L39spq51z5+GW5xYrN+BWO5pKJts09HXZQZrtH7VpVWpkJJC8O+URGXdWyLJM8ha3wX2v5YK64ABZ9hNuP9S4asS6/BWl3hw9Xrs2yFI5Tt8Z/r1vjq2ne9NJbp/s/U/arScBGRiH0SR4f9vT3zPPnqpoYoUXdp1Pv/juU4sfeFpwAAz5z3fpIPvOV/BgA8+I7XAwB++69/I2lrG9KyjbiiAd4FHPuOk3bujuNeA/fiVx8HALxigkoc7yl768ISu6kvs8a2ecCvoB8+Rhpiw0m8z5z1Gr9lTnR/YDenKtrvZXRqzGtqlHXQx0XRFaxwXVNaqBziwOV24t+++PkGrA0upbnvEInXow5pVVLsq10c8b6addY2z10g7ZwsSzrBpW6PHjucbPvG46cBAKfOkExkR33bSJY1vSH50LXaQiPNKumkFLyVqaecHyadSxSKNi2ysyGcb2/cZ9xzmt6gy+jnNKlrP5BnHdQI+z22W94qVCqTJm30IKWcKu/2Wt3KEmn+m8ukibso4l6Osn95aZdPf7a6QP1flgff6WFf0GeF/X9daeVInGZisTVrf0jxmhuwtmStsj5KAf2eU4EfByzPZdotLorS9n3/AlsPh4fJnDg94q1Iw7vJejhuaP8z897f9gRrYCfP0xjbWvJzo2O3UzzMKMvG6494n/LjIzQGXVjyvuQR9397x2j/rJgvnR0njfRSg7477kjLFFsPOOVfIKajeU7ZFid9mR/7bCSCfzaJ9nSKoiiKoijKQKATX0VRFEVRFGUg2CJXB5ca5xq+DqLNWd44vgwt4RKQ4vcudsl0/NzchKT+LnJKq3rkU1xkUuwEbdYGpDXbdMyqtz6jw+nPGg1yzJZZpHJZOkYutfa6euuRx/2C2/p4OmjltvUTNcn0MbPiH1jMojpcpgcVC2f38Qky6YxOk6ml0vCuM9Ur9MTOP/sSAODI/Q8lbd/97rcAAJZStM9qTaRMAX331z7zFwCATvV00tZKk1nowG33JtvC048CAOzZZwEA06/wpqBnG3Q9UZlkbs8u74px5DC5S7RmyBS0UismbUttkukauzycO7ectC2uqKvDRgg5OM0Ic346w6kJue8IIN0FAv4cPbu28KtKsVtUgdM/DYXeLF1pkmzkx0q8r++HTl8kM/OJExS0BhGcO8LBKa844GVj4sBhAMD8Mp1LXlQ2um2S/GdOzZCJuykLSGZIhnxAsaxiefXqYVpla2O4+9tVDDAJeqa/Y3GHE48A5zUggg4LGeovRrhMaKPlf+tBnlwVpveR+5VJ+b7l0vkZAMC509S/xbnLSVv+PpKbY4e9qbpZpxR6yy9cBACkAt/f7BsmmY1jCqZaFELlvRmCNdcMDqz0Y6JvilWmNsTrLLlKHXv4zmRbfIr6l/kZei7londPGR0hN7gRDop8eNK7VgVZev/NRRrXXqr7vqiywv0a94d/8cJM0nZ4ldwf7mW3q0NTPqXs3jEafyfGvbtNgx+x4eC7cMz3sRN7KNDt1BLJc1TxY7rlMTzkH4RMu5hL07GCIgfvZUQChI6YyG0S1fgqiqIoiqIoA8HWaHxdAQuxzQd6JRvQ+9YtBiPhDO00t64xjL1TM3K0eti9l5z2W0Krm82yAzinLJMBBKOcRigvNHqj07SKXrp8iQ4d+1VEZ5m2LS9T4EAolrcuaCHsk/Kld7UP1fhuijYH3jRa3ok9x883bNFzunDJp2aZHqcVcBCRtq3U8JJ4/mnSso2OUGqWB1//tqQtz473LUOfa6S82v/8PDn/f/QTnwAAFHKXkrbsUZK/X3zfB5NtS89Ssu9TF0kzfN9dr0ra4jpdh+XUfFfmziRtj16hzwUZ0vRZEaQ0nCK5zXI6o2bsNYtBqBrfDZFo24T2M3C15V16RX/vXfn5gLWy7Y5PCeV+9GNF0pAFncWkafc0PcdDRyYBAJdnTiZtTzxDshiHtM/4qNekpFiLl5/Ym2wrWOrvViukIW7VziVtdx4lLd4iWwVmZ3z0ZcaSXKddnyNTlllnxeq+B8rGSQo2dAVzcRo893dXgBinl+O/XYo9ABji9GLZJll+6pHXtk7tJlnaw8WcLi7MJm1zV+h9xNaHVMp/4cUrFCA1xp8HgInj99M5NGnov/iiD/YdHyFtcL1AmsJqx/exLbZ4uGIvMk2bGx6TQh5dwW4a1L0RLlbpd3zbIR+Q+OE3vxsA8KVHKN1mSyg8d+2h4k17y3TPX1HygdMXF+je/9UX6XNzFR/cZjmXo9PWNmJvfaheovFqqU7Fnu4/7D935z6eg+0WWmfWxjorrCzQdGQvydLMEhdaaXnZjVs0HlouHRRaPx2tcvBlmvvdbN5bu9pNWWpoc2ivpyiKoiiKogwEOvFVFEVRFEVRBoItcXVwyOpsvcl9+xn6LdsM2yK3WyEgk48xZFqxoiKRydL+NZCKfETkJwSbeAKQyTASNdJdhbe9IpjEVWW74zYygTcvvZS0XZ7hCjacUzFd8AEAbZfbt8dMSn90VxSRqYuN5shcN21+vqWcv5+lHJk8ikNkVikIk95kgUzH0+wKM7fszXfpiMx1R+/4Adrn8BuTNsNV/tIsaw896KuzLSzQMe8fIjPhs6f+Oml7vE4uM6k99yTbXvV33wUA+MOP/T8AgPPPePPQnldRZbi5NuUSbtS9rerSKl3jyCidQygq9izPkbyOTpIJcv+od/sZFQEOyvXJcp37tqzcZhMbLb12uTQRSdBsSvQd/NsvjZC85duigiTnjS5PkGnvm48+mrQ16/SM3/iGNwMARsr+GaY5uGli3Acu5Rokg5WXyH3m9Es+wHJlD8nE+J4H6fravv+qL1NwSoFzm1tZda6n4mRXv6zeWBvCBUx2lZwy17q/9FeWXRxKWf+5VIf6i06Nnt3kLh88tP/O2+hNlvrAWs0Hvh3Yw8GxbR4vRRXBfbuorVzwlbTGy+QiY/aTe9filYtJW5vz5A/lWLay3t1iMaLza/MYF3XlqHe5odf6+KUCdXXYCF87TEFthfKRZNubHngzAODuV/xdAEAU+nuaStPzzqRozKyd9y55f/VfPwsAOH+JXLGs7/p8YGbQXUUXACrsYXhqidwuVpo+n34nfQgAUBzzc6LpNI3JHR5HC2l/rNtHqK06TTJYn/PHWu7QOJrnYOFAVBG8wokLwgWqMGdjMQ80Nz5t1dmYoiiKoiiKMhBsicbXBYUERjq888rXpRcTDu+J/oE/1+l4jUSL5+JNnuBXGl5zll2ilBv7JkhTErZ9W6ZAq4Z0ygUQiPRpnMInsH4F64JWGkukYVvlGuYA0KhzoAivYNNpr9FZafLKqkUrkk4kNEg9AX0yPVC/ynVKf+588DUAgKNZ76g/c/IJAMBshVavhw/62uL3sOatzNaBizMLSdvICAUL3ftqOubI1ETS1gpI82pAK80Pve9DSVumTVqP8gVKD/Tvz30+aSvnSNZqGe9wP3oHBY0c3E8r9uiSl6fMPJ1zHJGmpi6sEUtcxWuY05hJzWKVnf8v10hGH5z22sAHRvy9Ua5PMU/PLK7LvF+c4sylaOoK9OI+gzVWBRFcEbP1xlrSwC1XfP+1d4qsAJkCBZ3URUqoIj+zPfvIUlXMie6XS3y1re/TikX6zqN3Uxqr+eWzSdvZkyQ3pkQa3wOietylgIIg267PFdoc30exhSzw59BjsFKuQ8xaMyP6eaeZcmm8ui19HIDGzyMrLJ2Wq6UNpckKtffw3Umb4ZRVNkd9w9T0nqStVKJ+amWRLFvLDR/AfWDXYTpW2Qe3DXOqztTeAwCAubO+Hw35GDEHeo+JGKIGVw+LWKYiOe6tsXSuDfZT1sdR1rbvHn0g2ZbKk1W6hHzfzwCAC719SlSn/fwC9T0LNIzAxDKtIb3aZO4m0sby43SZGO+Y9Onw7h2n9xNZn3YxCdZk2S+IkP+DQ9SHhXtJhk9f9oHAqxxsN8Tjdgm+r6w2qA8rBLRteNRbLRZTvi/eLKrxVRRFURRFUQaCLU1nZoQ/j3fx7fX/QaISdavhWNZeTrRo1NZo+RXs7BXSvmWLpPkqj/vVTbFMK5AsrzCCrL80p9FJi3NoLtGKYvESaZFrQuPbanHBgag7iT0ANNhHsMUr3lCsdns9nLo0vprWZd28+BylbbpYE77fYG0EFxWZn/d+splJetbPP/kYbah6/6MfeO9PAACOP0Bas0XrfWhth30gWT4KRa8ZQYa0c8s5Sgl0zxu8P29lgTS3wkUPo7uPAQCmDr8aAHDipU8nbSOr5HN891Fa9V5c8qveOmt/liM655Wql+lUkTTRqSXy2xprHUraxtR3bkO4wjjOnwwAwpD9FV3NeOEDFyUaUf6ceNhp7qMaVZLJsSGvjTh0mPwxA/a9iwLfP8TOF44tDFaks4rYh1JqXhr83oyTr+bh2x9M2s49Qf1Wif3v9lifeiqVpv7qLFcIikU37zRwTuMTyHPQlIsbwqUxi0U6TpNYc7hQiFSGspUxzWkTRzLCb7xFzz8sUjGekT13JG05J1+cdjHL+wDAUy9QOsQOy3VZaMMunKd+Znjca+xSWRLy8j7SIk4efkXSdmae/NFjS2PuxLAvhlDn30GH4xNawoqQ+DVHa8d6LYqyMd7/vh+jN/d9j9h6/fRdbpY0E/j5UjhOfcL0GMlWJfIa41rIxSacBl90fmm2fGV5jJkoee1ugYtUVKpesDtsZY+48El6rSELJia5LA972S0UWT7ZWpUXfWW+TONvqUjX7sZcAMhM+P52s6jGV1EURVEURRkIdOKrKIqiKIqiDARb6uog6TX3d5s/uveywtUhzrD7Q5ZU3J3Qq/nbdfLSvnSOUvcUl30QU65EpuKRUTLP5EUwikvnE7d89aXKHFVlq1fIHBC1vKq/zbu1WT3fFkFxda4kEq6NG0lQt4YbYzhHMjA64V0WgphMH0uLFHhYbfjUJ088eQoAUDlDZr9R41MBPfH45wAAX3+B3CDSI958lx0is0s2R885k/WmoEyOU02xCXHXIW9mftcx2s8uevm7vEJmm1e+5iEAwOzp7yRtz3z7OQDAOw+8BQAwxgGSAFBmE/osp3a5vOJNOvum6PqPDNHrdOBlWpp+lOsTud+r9Wv9TtLvrA3YMewCEHDbmAhEGxsiV6u5Zeo7SiNeFsfK3F+l6HnunvJBiJeWqF9Ymqe28cPjSVtgWSaE65Th80kZktlizqc4mhghV616jWTr2DFvzp6/wgElc2QaTwnzd8a5UnAEi6zcFoUy8E+5Hs4FrittpUsXF7sKef55ptm1IZfhIDcRiOTiuydvI3emkWlvEm6HNOZYNj2v1Ly7VofTWO07Sp+byHpZPPMipb87P+OfcZCj/TrsrnP7/d7VIWjRmHjiW1+l8wx9MO1kmWSwFXNVr6ZwT7R0XW4slMF+QayuDhvivnv5zcYqc7qR8s0Hdifb7v9xqvi2+gC5zXzrGz7N5xMXafw4N0evqw3pzkkP0j3hb817N9CzDZLZjuynOCDbuUtIVweXeqzWoteFmv+eFAeumTy1rYhkBU1OrVdboX2mc35sntzjgzs3i2p8FUVRFEVRlIFgSzS+vlZ5n6TWa0K+gCT0zaV8EaviJmu+DGspClkfjJLmJUh1mVa8jboP6Eizhrc2RyulvExNxJqMptC0tdv0PsPBUib239O2tLqo8+2pCsfvKmuPIxfQ15W6pfuNZjDbHO0mPdd2ajXZVsxSnXqXhm7voaNJW2f+BQDA0e96JQBg7pwPfDv14tMAgCanBmuJZP4RpxPK8jGNKG6Q4YCCgFez6bSXjwxrVXIiUKqQozX3ZIG0JK0L55I2W6eV7JkTc3wx/lonx0izs7hC++SK/pgVllFToO87u+Q1RGdz9Dt5FZT1kOh2U+JHyRo0JwcyDscFJWVTnCYx8paneIGsDkGTPj8y5LVzRbZUVTkN4+0HjyVt+/aTDI+VqG/qNLx8G06N1m562W3x+6jOaR+X/fO3rCG+UqWA31zda+cKeyhV1Sj/fsKKt3RlYi6Uwpo4WTxI+6vN0XXbEssCbU2LYWiErQjpFsmPLGQzuXsfAGDfQQo6i+HbopB+/yGPQ6tC45sBycTuUfrcVMl3LmGbgpIWWj6YNm6TtizFgflhsa4AACAASURBVJahKBC177hLm0fBtJfOek1fOk/nPl0q8Ll4zV2lzRaTwI2lMpWoanw3xubul+uddpd9X7Sb06ChTM96ZMpbfoInnwcATF6m5zq/7J/nMiteVxvUa3ba/pyq3F+0O36bKwrkHnsU+bYw5jkXd6hZeHmbKNBZDxW4MFnVy3yKZb0d0vmtijnYyotncaOoxldRFEVRFEUZCLaoZLHtepFvkxzqYl3s0pi5LUY4yrrVQ7vJJevy/qDj7CMVdOjzqcD7wWTY/7G2zKvphl89sMtooqUFgAyXx8tm6Ba0hY9vi7UiFV5lLHZ8ipA2awyDlCv5568Z10rdogvfdbOP/bRF5hNkWfNvWcPRtl6jOsZ+lKshaTuKB/3KdqxAB8kH7H8kEvbHbdZQcFqrolDdlFk7Yzu06u1O/k37V5re4rDUoPObY21gcdSX057i0rTsoo5syWt1nUEjrFJ6qpERX8Y2dFaIDF1DJfbnXhrVksUbwRUUgNBUuXQ9nbTzURPWG+4O0oYtT2mvSbMrNT4Uab8KpbGk7fwLZH0IWyynogBPq81+dadon07b+0mGLj1ix28LOCG84YACI6wVtkXaXOcf9+wZX7J4/PbjdHwurR3Aa3zdfQhD9yrSrak/5iYRctNTzCElyqtm2ZHXsGxkA+G3OEb+22HIKRY7/plZlo1mh2S3LfxryzzulXmAyYa+baJIaZ+CwG9L83db3q8tzr3OloWpKbKmNZaElm2BtMbZImmRC8b3sXVOf9bpE8+j8S4b40v/gUrev+bH35dsKwyx5hbDfT5BuDt+4YVTybbP/eUnAABffY7iAM5d9hajKhfdabddWjMvpxGPO74/9JMc92i7nyu38/4yLWLMHWk+RfK2v+zlZtcEWzvrXMZYxHplXfwXW1pXhFeAafv52GZRja+iKIqiKIoyEOjEV1EURVEURRkItia4za6N5upViXcXemEzMpvWZEod5wsfsSmmJcw6VQ4mygZkmsyIND0xm41iNv1lc95OHuTdZXrTTciq9EqDzJZ1EdhUZ3NjjZ2027Eo6eTOk1/TaRH04uq0s2lK1mm3akZcN9OcD2VxwQdxrAZkJuZ4Iswte1PgUpWfF6dKyYpUdkUONgvYVFLOerkYGqJAj5Cf27DxZvAyO/S7tHeFvA8eGmJ3hObIRLKttZfcLbKH6BiZyLvauPRltRZtq4fe5BSwS0+Z0wtNTHkXiY6h78xn6DWb8deV1YpIGyIJVhOmZ2tJbjIuIFH8RttNrkLEpYdKee+e0oia/Hk66BWR1m713IsAgBE28YWi73AVvqzzoxBWcdefZEUltYDdsFwVOOT8OcTswsOZ+BCLdESLs3Q+UYNkKzbCRSJ21dzYLCl8sKI+/ZxyddxwZ8Q9DHhjzGOarBQ45O4vB1sHOT92hE12Y1gks+/cik89FbF+qsauDmLIwTALUfvsWQDAknC1iHhMy4mxrXaOgiGrPEZFos1yGqvKElfJXPbBl1lO3cYZqFCGv64aB1o2Wb7lUJfSCpMb4s8f/QIAoHSbv28Pvekn6U2+n6sD3ewm6MH8xYsvJC0ff+zrAIDRZXo+KetTHs7V6HPVBrtsCh1ozCkfY1flUboZJFM9+Vx7XFxEf5PiqmxFdu8Lhr17zwK7Ci5VaJzvSDevJFCOq+hKodqCsU81voqiKIqiKMpAsDXBbWtj2/okMZMFLLo1C3ICHyRpwmhZG4uAjgonzzb8edte8R+suEAjXsHIJNqV7vrp9M7Vl+b0ZDKVEa8HEi11v9UNHyuT9gF2hgOnQpfeQwaj6MJ33VTTLqG1v7epPN3LOq8A0w3/wIY57UqhSAFIUcmLdYW1EUUW9SGxclw8R+l6nr9MhS+KkQ9WG2IZyLPWPivS8qT5WKU9h5NtRx4i7XEndREAIE4PqyFrUDhxfXncFy5oRqRtNAXSIi+JlGXG0LmHadI+dkKv8Z0UqWmU6+Mee1v8Jl1p+DQ/4+Gil7dlTiUXsIqrHYnk6jFZiXJcyOLipfNJWzYgzUadtfNpkc8qnSK5cbYDkdUuketG7DW3be7vWtxH1Vp1sT9pc4tsFag2fcBHgzXZcU+gFQBY7ssyrkCHUB921IqwIfrdLWfhTCdpEH1bWOXnx0GNdev7mwsXTtDrJTpqbEVRJ/fKWuRsQfz2OeWd2yKUwf48xYl6jR1r87pkhMdcZw0QbZbHOad9Tgm5SfF5uYA5KyydmiNvY7yWC5ccGBX3HvTbrvHfsszMKCdqXF0gTW9t8XTS1mrTMeaukEa1nPfPZTo/CQBIs+Z+oSEsU+7VWeTF97nHaWNxfjy54VpMGMr5Mxwfp15umPvKTuzlulmjPtUF9loxHW3HLgUt/WbqNTEubkHApGp8FUVRFEVRlIFgiwpYuDdSv2t7tsllZ/fn434a30Tr6neOejUYwpckSZHmfEPk8ROtrljV8H7uCBZrtbpJMg/T2+LLMrqylfJLvaa3zweV63J29QwAIF+Q/o7kQxtYEtk7DvqyxHt4NTjD9/3puYtJW50LV9x/gEpzps/OJG2dOfJ3e/v3UGnHAkaTttfceycAYHyYvnfhgtfqzZ15BgDw1W99Idm28Az5Au++k1IBVbO+WEo9QyvbFq+MpS9Thv02m5yar7rgtUA558POJUsrVf+5StX7SinXx/mIOUsSAKTZx9K51cYt/8wyaVcynX7fNVHoocWpDIfKpMVYqdWStnaBNBwXI06/1/baud1TrM2Z5PR0Z84kbTGrBkORbs+k6Fhx26Ue8v1do0P+l6s1LvYSitLDkeu/WHsobwQ7zw3lSN5ioblJC39U5fr0KduUjFdBzz4AYLIkC6nyWo1Vg1OCuXEPgZdTy+9dLExbDG4mx5o0HviCroJKXEpYmBudb6blFJ25tG9rOZ9wLtAjk0a58dH9jkJhOWkkltE1l9WV2kq5Pu9kP+4FUTzk3z75+wCAT36NCovcfswXb3p4lsalD33PgwCAh0Rxk2+GZA14qkF9hGn5Z3bXKMnG/gmyVH6j6p/TSoV9gnlqE4tUnkntMTFzzHI59wkuhnJ0t4+jGRmhcarF6WKrdT+GpVhmc9z3RYE/hzrP9WoNGvvqothLeguKoqjGV1EURVEURRkIdOKrKIqiKIqiDARbnM5MbFsT3iaquayp5iYD39xO/ewnpmdvT8BBJNkUp80QppiQK+bEkTQDOXPgWvuM3KvrVIA1mTRCUX0pMQO4ADuj64rNcNcBStvSavl722qTaWaUKxU1Wz7VzlyJzCnNCrkU7Ml7M+HuMQ46m6f9L9a9WfqBt7wKAHDsvgcAACNjDyVte/ZSANrkBJmbx+++krSVrtAxC3f6n89X/vgzdPznyfS057h3xSizWbnF5hoj0katcnWtOE/fk5kYStoiNl8bvg/llE/hdscen5pGuT5pNhNHwmUBnC6sEzozs3CrYheANlc2m217uUlxkForoufRCPxzmcrQ9+wZ2QsAWJr3AXNDnCLt4lmqrmRb3pjcZB2EN+gBnF0KbUvm7BS8bNy1j+TzPAezXFz2n3Sm7SAxT8t0ZmS/7LCLVhjKUBkNRNoYa++XG1dcSsuOcEGJ8/T8Uvxbl6nukvHIuSJ0jaXdlbFkdbg2jz8xhzwZ4ZcXczUuWZEw5VwJeSDLCD9D58bgKgq2+7gpJC6CQqZcGjzniiEt0VGkKfI2wlOclvWLn3kq2faxb9GYMlOlce35R/4saZvl9GDnvvPXAIDbj+xP2u4fpX7jJQ4Mn130bhBPN8g9MF2bBQDs3X04aTtaIDnNhVzRMvLjaTskN4hYpOKzWXafKpK85bKiX6tRAgIbUz+YEnLtUsHG3CdJt1Ens66iXFvMBSLj+9vNojMzRVEURVEUZSDYmnRmffKZ2R69rBGrzvWl9nJJkcWWJJcGJwkXjWlX1CLLAStSu8ur7g7WpvdJzk++TxKT91vRu1e3+pba6l5NrwgquOo3K72cPU9O/NMjx5JtZc49Va2S5m1GpF9ZaPOqdZyc6veOeuf/7BKtUBcv0DHL+w4nbWOHXw0A+PLjJwEAcWc2abv9yCEAwOsePg4AmF38dNL25DOUGPy7735dsu317/w7AIA/+eT/AAAUCiKJNwczxR3Syg0VxpK26iqtjitVWhkPFX2S8jQHDdRDV5jDr4hrtWUo6ydm7apMhF7jNHgplq1AdExRj06g0ZVzkffhgiSZ4kjSND5Mmv4xTtUzFHjtR4nT0YU5ev5Tx712pjRCQZQNodk4fYGKGOTKpCE8851vJ22FGhVPObTrCF0L5pK2xfk5vla+dqnxY8tYm1MuRsKcZbTIzoYIWPNqr6H5bYpA1nmn/XRFLoTmNk60v92BibQ7B7e5cUWm3nSpPS1pwWJxLrEN15yfC35LJ2Oc+B6nrWYNXNyVssql8XTB5wIXWM4a31SXGKnGdyP8wfNUfObJS5eSbWGTrNgjHdaCtv207cUleu4BqL8pBn4MS2Xpc3ku2tMIvaa04jS+HNA4tOKDqg9OUP+0d4xSnqVyvnjTIhedWBFBaot12vYSW85c6lEA2DVM2uOpCbKAWVH4JEk6kCQfkH2s0yjzPEv0TaGVVqrNoRpfRVEURVEUZSDYUo2v7Vo9uiVln9Vwb4ozuU/i9ttH+5AoloM1u7gk2q5EYlcBi2tM7/vl1+6tWyE1v0KPx41rr9mYtati1fiun9HjrwUATDT8SnOMiwZccT6+1mvSRjjVWchp3KMh4V/LSXkunaYE31O7vJ/k2VlaVb9YJa3wT/6d70vanv2bb1DbDK16K3WfQPu20j4AwGrNa25zryTt9NiXvkrnMO99LvO7aP/pXSQzYehXy4f37KbznCMNbka4jLvE3lXW6kTCd/l8RRRvUa6L84tMZ0SX19MvGJFCyv3QM1nnByzKaXLKsbEM/aqHRRnsxjIddLFN/nR33OFl5MCBVwIARveQT/nYfp8+D7bO5+lP6sgS+aUvVCjtWTl9Lmk7+ySl4ktbkud7xr3Mn1glrdECa2WMkWnKWGvEmshAXHOgxQY2hPfLlWNAt1ZWarGcT28SxtKV4rN3TPRNAVyqsrXxMs7fPMUFJtoi5sT7164tLRUnFsu4p8WfV7c4mK6duiyxie9xn9SlakXYEI9epH59cdFryt1zDF0p4VikLuQYhItLNN58B94SODFKfUM+Tb//kqimstwi7W+LrYlx6FM5Lpfp+LvKpKWdq/ix7/QSaZSrSz7GxpXgdprYXN4/8xGObwldOWuRssz9fpzcyO444wpHsXynuyZxNz5tVY2voiiKoiiKMhDoxFdRFEVRFEUZCLbI1YEwMlCi19VBmE2cz3yfLGhrXQK6LCXdx+qyoriKOS6lioxjs31qTiev7DbRlVKt257T5Ynh3Bh6/SHk53hTVxWd+OqBdUo3z7xEZpdi26dfKcZkmqmx6VnWg8+zGJdjMh0P1UR1mBY53h/YT+ae177p9qTtcycoTcyBV90LAAiO7U3azn6dTMDTdTr2/GVvlg4n7gIAjOx5c7Jt70F6vpNjlGaqvuxNQaOjh+lcslQ17vTZZ5K24TEKZnvVaym12osnXkjalhboGCX+Oy1EKLqW/46yhkKB3GZiYZZ2Kb0C49Lq+DYfOMuuDiJYNmXIfBfUyQQ53PKmwJgf0oE77wEA7L3zUNI2Nn2AXneTjNQikZaHLZtWmBzTXOFrKEOfe+i1P5y05ZpfAQCcPkmp0SbT3t1iKkuysdxgs7boh9w1umARUSgOqbRw9VDWAaeLE6kzDQ88fZ1GuM9yaZyMGBM67hhcRjCQ7hP8W3djm4zRDlJ0rGyeq8KlxAPl9Ild1flcujOW706fgKJkaOtyg3DujGvHMXcIF6ynLn6b59IiBalFospaim9wlAQrelw/VeF0ny8u+z6lyr/xfJH6vqmiryLZaNGxmlwNUs5VnEwNjZL71Jzs3zLkctiO/TbnSOXSJ6aFu1aK3Q+zKUq7FolxO+LScDH/HiI5viWpa3lel/LuWp22pjNTFEVRFEVRlHVhrNbSVhRFURRFUQYA1fgqiqIoiqIoA4FOfBVFURRFUZSBQCe+iqIoiqIoykCgE19FURRFURRlINCJr6IoiqIoijIQ6MRXURRFURRFGQh04qsoiqIoiqIMBDrxVRRFURRFUQYCnfgqiqIoiqIoA4FOfBVFURRFUZSBQCe+iqIoiqIoykCgE19FURRFURRlINCJr6IoiqIoijIQ6MRXURRFURRFGQh04qsoiqIoiqIMBDrxVRRFURRFUQYCnfgqiqIoiqIoA4FOfBVFURRFUZSBQCe+iqIoiqIoykCgE19FURRFURRlINCJr6IoiqIoijIQ6MRXURRFURRFGQh04qsoiqIoiqIMBDrxVRRFURRFUQYCnfgqiqIoiqIoA4FOfBVFURRFUZSBQCe+iqIoiqIoykCgE19FURRFURRlINCJr6IoiqIoijIQ7KiJrzHmsDHGGmPS/PdfGmPev4njHDTGVI0xqa0/S2UnozKk3GxUxpQbRWVIuZmofF2bDU98jTFnjTENvhlXjDG/a4wp3YyTs9a+w1r7n9d5Tm8VnztnrS1Za6ObcV43gjHm/SyQH9zuc9kuVIY2jjFm0hjzqDFmwRizbIx5zBjzsGj/UWPMSWPMijFm1hjzn40xw9t5ztuJytjmMMb8PWPM03zf/sYYc/d2n9N2oTK0OYwxv8V9UWyM+UBP2/uNMY8bY1aNMReMMf/GTc4GDZWvzXEt+Vovm9X4/j1rbQnAKwG8GsA/73NyxhizozTK240xZgzALwA4sd3nsgNQGdoYVQA/AWAKwBiAXwXwZ2LQeBTAw9baEQC3AUgD+JXtONEdhMrYBjDGHAPwCQA/DWAUwJ8B+NNBnZgwKkMb50kA/xjAE33aigD+FwCTAF4L4HsB/NOX79R2HCpfG+da8rUubuhmWmsvAvhLAK8AAGPMF40x/9IY8yiAOoDbjDEjxpj/1xhz2Rhz0RjzK05tboxJGWN+zRgzb4w5A+Bd8vh8vA+Kvz9kjHnWGFMxxjxjjHmlMeb3ARwETQKqxph/Ztaq+fcaY/7UGLNojDlljPmQOOYvGWP+0BjzMT7uCWPMq27kvlyDjwD4dQDzN+n4txwqQ+u+T01r7UlrbQzAAIhAE+Bxbj9vrZVyFQG4fSvP4VZFZWzdvB3Al621X7HWhqDF1T4Ab9ri77nlUBna0L36DWvtIwCafdr+g7X2y9baNt/TTwB4eM1BBgyVrw3dq6vK10YOsqF/AM4CeCu/PwDSXv6f/PcXAZwDcA9I45QB8McAPgpgCMAuAF8H8GHe/6cBPMfHGQfwBQAWQFoc74P8/u8DuAhaFRnQoH6o95z478M9x/kSgN8EkAfwAIA5AN/Lbb/EN/CdAFKgyelXr3H9TwFYvsq/37zG514D4JugxUZyXYP4T2VoczIkPtvmc/vtnrbXA1jhthqAt233s1YZu3VkDMDPAvgL8XeKv/Pntvt5qgzdGjLU8/mvAPjAdfb5YwD/eruftcrX3075uupnN/mwqnxyL/FNKIib+3+IfacBtFw7b/sHAL7A7z8P4KdF29uu8bD+ClfpgK/1sFgQIgBl0f4RAL8nHtbnRNvdABpbLOAp0KT3u3qvaxD/qQzd8P3L8z14/1Xa9/E53bHdz1pl7NaRMQB3ghZMbwaQBfAvAMQAfmG7n6fK0K0hQz3nes2JCYB/BOACgMntftYqX3/75Ota/zbru/Uea+3nrtJ2Xrw/BFqpXDbGuG2B2Gdvz/4vXeM7DwA4vfFTxV4Ai9baSs/3SBX8jHhfB5A3xqQtmfu2gn8M4Clr7WNbdLy/DagMbRJrbRPAf2FT1bettU/2tF80xnwawH8F+Y4NKipjG8Ba+5yhyO9/D2APgI8DeAY0ORlUVIZuAsaY9wD416BJ1iC7/ql8bQM3I2jBivfnQauUyatc+GXQQ3AcvMZxzwM4uo7v7OUSgHFjTFk8sIMgVf+GMcacAAlhPz5urf3pPtu/F8CbjDHv5L/HATxojHnAWvszmzmPv+WoDK2PDCiQ7ck+bWlc/VoVlbG+Mmat/SSAT/IxRkEBld/YzDkMACpDmzvu9wH4bQDvstZ+ZzPHGBBUvm4SNzVS0Fp7GcBnAPxbY8ywMSYwxhw1xryJd/lDAP/EGLPfUMaDn7/G4X4HwD81xjxkiNuNMe6mXQFNAPqdw3kAfwPgI8aYvDHmPgA/CXKq38w13WMpvUe/f1d7UB8AcBfIJ+YBkNvDLwP43zdzDoOEyhBhjHmdMeb1xpisMaZgjPnfQOavr3H7jxnKuWj4mv4lgEc2c36DhsqYh887ZYyZAvkT/pm19rnNnMMgoTLk4T4qD/IfzfC5BNz2Fj6fH7TWfn0z5zWIqHx5riVf6+XlSJHx4yB/sWcALIG0CXu47bdB/iZPglJT/PerHcRa+0egwfwPAFRAjt7j3PwRAP/cUH7TfqlR/gHIV+USgE8B+EVr7Wdv6Ko2gLV22Vo74/6BgpNWrbUrL9c53OIMvAwByAH4DQALoBX2O0Eak0vcfjeoU6qCUpudBPChPsdR+qMyRvzfIJ/Dk/yqMrR+VIaIzwBoAPhuAL/F79/Ibf8CwAiAvzCUOaBqjPnLl/n8blVUvohryde6MOwkrCiKoiiKoih/q9GkyIqiKIqiKMpAoBNfRVEURVEUZSDQia+iKIqiKIoyEOjEV1EURVEURRkIdOKrKIqiKIqiDATbMvHlfKNV8c8aY2ri7zdsx3ltBGPMncaYljHm97b7XAaNW1l+jDH/xRgzY4xZNcacNMb8I9F2rzHmcWPMkjFm0RjzGWPMndt5voPKLS5j9xhjvsgy9oIx5t3bfU7KLS9TV+23lO3jFpepn+Pxrm2M+Z2X9bt3QjozY4wFcMxae+oa+6SstdHLeFrXxBjzCCin3mlr7Qe2+XQGmltJfowx9wA4Za1tGWPuAvAlAG+z1n6bE4+PgMpABgD+CYB/aK0d5LLDO4JbRcaMMVkAzwL4dVDp4beA8nTeZ63dTJlS5SZxq8gUn8dV+61tPjVFcIvJ1A8B6AB4F4DAWvvBl+u7d6yrgzHm48aY3zDGfNoYUwPwBmPMV4wxHxD7fNAY80Xx993GmM+xtuw5Y8wP3qRzex+owsmXbsbxlRtnp8qPtfaEtbbVs/k2bluy1p61tBo1AGIAt2/1OShbww6VsbsBTAD4dWttxMnlvwbgfVv8PcpNYIfK1DX7LWVns4Nl6pPW2j8BsLjVx74eO3biy7wXVNq3DOCxa+1ojCkD+CyAjwHYBeDHAPyWMeb4Vfb/qKHqJP3+PXGN7xkB8IsA+lU1UXYWO05+xGcboAo85wB8WrSljDHLoLrs/w5USUfZuew0GTP8r3fbK9Z/Sco2s9NkSn62b7+l7Hh2pExtFzt94vspa+1j1tq4z2qzl3cDeN5a+zFrbWitfRxk4vuhfjtbaz9srR29yr9rmZb/FYD/KErFKjuXnSg/sNZ+GEAJVGbxU6AS1q4tstaOglwefg7At9Z9tcp2sNNk7ASo1PD/aozJGGO+D8DrARQ3eX3Ky89Ok6nks7hKv6XseHakTG0XO33ie34D+x4C8LBcbQD4Efha1jeMMeYh0I/+17fqmMpNZUfJj4QnuF8GcATAT/VprwL4jwD+wBgzcTPOQdkSdpSMWWvbAL4fwHsAzIAWT58EcGGrvkO56ewomZJcr99Sdiw7Vqa2g/R2n8B16I28q6Fbc7FbvD8P4BFr7TvWc2BDUYQ/epXm09ba+/ts/x7QD/68MQag1W/KGHOPtfbV6/le5WVlp8lPP9IAjl6lLQDJ2F4AC+s8nvLysuNkjAOO3iiO83UAH13Pdyo7gh0nU324Vr+l7DxuBZl62djpGt9evg3gB40xBWPMHQB+QrT9KYB7jDHvZRNfxhjzmqv5pVhrP2itLV3l39Ue1G+Cgo0e4H+/zd/7zi27QuVmsq3yY4zZbYz5YWNMiX153wHghwF8ntvfboy5n9uGAfxfAGYBnNzCe6DcXLa7j4Ix5j5jTN4YUzTG/DyAcZC/nnJrsqP7LeWWZCf0U2ljTB5ACqRAzBtjUlt5kVfjVpv4/hpo5TIL4D8B+LhrsNauAHg7KHr5MsjM9xEAua36cmtt3Vo74/6BVk0Na+3cVn2HclPZVvnh7/4ZABcBLAH4VQA/a639c24fA/CHAFYAnAaZnL6PzdfKrcF2yxgAfICPPwvgDaC0U50t/g7l5WO7Zep6/ZZy67HdMgUAvwSgAUoU8AF+/wtb/B192RF5fBVFURRFURTlZnOraXwVRVEURVEUZVPoxFdRFEVRFEUZCHTiqyiKoiiKogwEOvFVFEVRFEVRBoItyeP7hu96iwWAWmM52VZvUnGQOIwAAMbGSVsY07YgRfNumb/CRNQWx7y/+Jx7F/HnI9FmKa8ubEzBeinjq3YaE3QfE4AL6ov5WLE4lsuowbl6uz4X8+eCIOjap/ucaR9ZNzTmNHozc/O95USVHt71jrdaACjns8m2+24/AAB4zevuBgBk4tmk7ejevQCAof3HAABBupy0XalSQoQvPUoF0HaN7U/aiplJAMBTj30VAPDkp343aQsWKW1umuVJPucwTcGtgQgMNRF9T5A8dRE06uSIZaxL3nntaQPaJz/qW+9/17sBAONveg8A4ORcJWn7xte+AgD45Ed/XeVpHUxPT1sAMOJX6Z6Q5ediRVsqRe8D97SEiiAX0LZ2uwEA6Fh5TH7P29JZHwgd8v4p/rzre+S5oE+wse3zzvdN/H3GtwW8nzuXdMp3850wBADki3xdsT/3dofa5mbnVKbWQXmozDd97e2S/cVaeOzpF1hu+umiuscTGZDutvUbq0xwdb2WO4YR32d7xy3bT/Jsz9/+u90luzFYnmG1XlGZWgc/cO8BCwAXxW92Kku3Lluk+xoug4dvIgAAIABJREFUryZtzSFKv1vg3/NYzt/mlVVKNnVlgfsZ6/ubhRo99zBNqXyH0j7pS8iPz/VTzdgXeitzchhbGkq2uR6uslgDAFQbXgbb3L/kc3Q92YyXNx5GUcxn6JhLfnyrFmgMbyxX6Tj2/2/vzeMtu47y0G/vfcY7355bLakHqTXLkizJ8iDbMlZQDDYGIxubB8QhQMIj8PIehJ9JeCEQEgIJPN6PQGICtsMURzj4YeN4iiUPsgZLsjVY1thqtbpbPfftO51xD++PqlpV+5yj7ntbN/9w6/vjnnN37WGds9ZZe6+vqr7S46qgz3Hw+Px5jylnfB0Oh8PhcDgc6wJrwvgmzGpUsqaemJcNadYBUCIkUDCrK0RJZlaWMb8twjO5WWsKKxuWlqYRwsRG8mqYWD7OroClDTGveEunGnhjlxXxwErertrjJCmdO8Hwytxxbkw0aFhetH1z2LZlGzG+9Slid3uL6l3ImOWo8fePRL/tHRPUv3/nLa8DANz94Df1QnU67urXky0x4+Pev/gPAICpFo3f2AyQKKVVb1xi4PjaZcIPABAIEN6nsKONmV5py5433hZMU6+7AwDw0iliCr9xz18F2/JJXR07zo1EvD7ml5hnoWMADMwBwoQmzIIVysS3+yyrzP1pGfyUx6KwYMLy0n50riwwvWbuEBY4U1bGtIb2GcFWR9HAnAida4XBS5nlBYBqTdrMrHWqTM94c61lOv+2g8eNZWCDd0f+f6WjBrbJ+By8+Zj3o1jkkbvLpmL4uKIov5bbMPx5Bk8f2N2zHTfieo6VIR6n6vRXXDAVtm3vtwAALzAjOlk0gu3llNjY5QWaB7pV9ZJu2UAVhrOMWNPFhU6wjSX0vg36/Sd9ZXVr1WkAwId+5Tfpenu1QN/8p6kOzl0P3Ru25UtzAICnT9NcV5j7b10mR97WmNBnxO0biDVu5nTc6VRZ5HaP2pOA5q401Vk2i199jQtnfB0Oh8PhcDgc6wL+4OtwOBwOh8PhWBdYk1CHpRZR3Z3WUtiWhVACThzJ1d0m74uQC6a2XJLTmM4uRgTY6zbj3uNXcQfa0AoJ+Lfu52jwOBPkH0KzRySpaaLScJC/uNwrvE9cCoNYk696XeDCrRSwv2PPpWFbc9NWesOdWDf9JQk7KY+1xATxi9tlokEunTe/9upgu/ebTwMAZgrqm2tvfWuwbdpEbt9933iQrmcTn+qc3FZTl1NcpW1VTsiLa+pySip0/qRa5ePVFvFxSZ0+w8TGncHWHZsBALQPPQoAqFXVHTVf9eCZVUGGi03+kbmJx1SSxMYmYQISJmWO49cs4/E2MpFJQh70nJKMG7aZ+UHzYoeTIkeFYgw5zE1CUczjDRxSYc+Zc5vb8rnMadptdYU6zo2Rv8ABd7/tsxAmNyqUQBIsR4QnDIY4lEMXXnlUFCPuUcOhCjYGsXzt4RS10RhMlCtKieJnOdAxhKWCwhmOHToZti2O0X2jIs8X2zYF27YOhUEc5nC4+UzvEekiJZvduPcyAMDx5FiwvRhRKMVsncK2puOxYNs8Q/fI937gzqH2zS/QPfPJJz4Vth1+mc4xPkn3tYYJt1g8QW3IOTrBPgcuz1OSXovn4WpSDbaeiCMkdH8sevb58dXHzzjj63A4HA6Hw+FYF1gTGrLbokSjtNcL2/osjVOJwqN+sEk+T5GzNIZlg/lhPudtcaSBzJKYImcqr6bLz/BWnizsaeXPZA0r7KxZmsr7PJN22US58rVLkjQikRZObRNpRiWtOEZhaiMxvht37A7bJsYp8L1fYRm5xAS781jpc6JOUjWMb5C5I1ujqeNk6y5iV7/2mS8DAK68+OJgu+KmNwMA9rz+Vr6I9UrQ+ftmiKWFSFQJc6P7R5JkxCM3tQwc/wRjDuLP+/obah/fDwCoRLQy3jityX7LZ07DsXKkmXhvrNuHx5IwY5ZsHSAVSv9HwnBxspqltYqyrFRkDlTCL/iu9DB5axI3EpbtyUMSlWnDAMsWktxgvFHBMaZjvl6hc3V6tH9u2j45tgGOVWBEMlg8wJaOSkgLfVYSCStK20pHCYkcC6M6nEw3kike0YbhxLXzY89G8cxy6pL3tHQfdpwLt+wkz+a+ditsyxbpfTZBHsbjLU1snuH5ImMOs1JR1rTP96lHDhwAAIw3tF/e/ja6zlu+62cBAJftUu/qdvN+ENNvehcA4Ndu/i5t3/MHAQCf+va3AQCf/PTvBtvTC8T4nuH73KTxqmVdat8cPyum6mvHAtsynrcrFSODljjj63A4HA6Hw+FwrAhrwvj22xSPkZn4OXl4z5i1KBVzyMuMR2Gev5Uxk1jfYeknXU3bVrCEGDOBqaXjJO53RGRTKEhh9w6aLxhCuGYI5XpliZk00zZkI+K6HKMxXmUx7o3KQFUiHqo1lv2pqPRSnrEkU1C50+8649WksLSpKRpQYWmnuWWKp3r4kf3B9sR+Ev8e30TyMpMm/qgb5MyU1ZW+PrZIq/H9R14KtqkuxU42GrRi3zIzHWwTY/Q52ixZ08ZysO3ZTqvyZoXjscb1uN6sx2OuBtEoRkw8NPx/YQtKxIEvA1AuliOsbjIkQWWYO2Y2fv06ZUb+/f6H6Vzs/UmNhFCvJ7JkhrnNxFsxrKsYxwPxlCWpxry8u/nMnX5eOi4yYmzL7Xk4Vo9RjKpsikZEx4bY25KLYWD/UXHAcn8t3XPEYymeVes9lRjv4Xjhs8f/nkU2bSRD/Mpya47V4YXnDwEA9ucm5pZZ3JOLVLSpago71afo/fYNtP9iW/u/HdH95pbbqWjT33vfbwTb5VdS3C/m6L7z/Bf/Mtie//QfAwBqHPMfG291n/Naig1bw7Y9b3s3AOAHvv+D9Pr+Hwy2++/6MwDAn32OWOBvfe1IsB3r0ufq8JDKSgXGaCwJ0ztpvJ07ZjTG+XzhjK/D4XA4HA6HY13AH3wdDofD4XA4HOsCaxLq0O5IQo51qcg7DiWwiV6S+CHuOSvFA6mwVAyaglOuMqKkmoQsTIxTZZDFOeu2o3PacIPB9JJ8RILCKEkacRGGBDjTwEH3UTwi0cBxblQb9B03JtWlk/VoqNYrHLpQqE0S1+LgEraVXdglHKSdNGShWqNzTl/8GgDAiSOaNNCKab8jh+m4Slt/Kp2crj0+rnJmO3ZQbfGde0mCbPOFptrNt78KAJjcRO6oPdv3BNumKdrW7pEU4Mtzp4ItAcvDcFjHjs3bgm3zlCcirQ7l37TdJglFhUnKEWmzlL18sdVCRPl3HlV1bGwco7EXszzQ7x7USoFRhySHKlLZ0VyvyRWNqhUdU2lKrsZ+j8b3YlurwBUDc2hk2hfmNgkNMyEcIfGIk2Kqo2QcHSvCsLymYmRiWf7K37CEF4xKigsJ1cOF0UKiXIX7M7L3o1jG8IgkymjgpKbVWnXOJm0Otng4wW5UA0eFTTheGY06zSXFCb0XHeLvcOMkzSm2wmjc5DC4Kn33GxsaDveG7/stAMCP/uPLacO3PhlsL/6Tfw0AGD9FidMXdzSZLu7TfCPdaBNgZbwlZs5b+vrdAICTfD/c9RPfrW146y/Q650fAAB8+Q/fH2z//re/BgB4rE3HZaY6Zq1J975mhT5Xv6WVWp89obJs5wtnfB0Oh8PhcDgc6wJrwviKZIllZyU3JAr7jAiPZ+bDSgXFA4Hy9jhZPQbBeMNWyKq7WZ0AAKQVTRzp5nIdKyM10JbSdcpv8lGJaSOKW8RnWdz6unflqNaJba2Nae3uVJiNiJK/MsP45jmvjjmZI7XSY8z+LrGC9oE5vc43X6BV7nNHiFF98bB6CU6eoJVwktFxdbPKrnCC3XJXpceyx+inVONkzL0XKLN88TQxvBdfej0AoJ9roZdTHUqiSyJOUth8UbDFNS5uwYl9lYp+ZsTOz60GhRSUKGyRinLimskrQ8pJQoHEMj/usYTGZWWS+njc0ActlpkrCp5/bMGMATkqK3WGJRrX/UiTG0OCL/8Otm1Qlr/F0pEZf65+tx9sPSkkwNeOjfSfeKiCpJaVF0r1d+M4N0YmiA3sk1uW9yzFJjDgSbSFT2L2dcomS8TGPC5rwu73LOObDLUveMCKctKvbWuhfDWGMUpubeD+OIJFdqwMx7mYUlVzt1Gr0+/+op3E5saNhWDLlsgLdGiemN/f+D8/EmxXv4a8j8VnfwYAcPiPHg+2i9oslcgsa8vIKLa5AE6fx1TUbAZbxInkdVNQYoKl1y5q09y1+Ft/EmxnpokN3vYjfwoAuO1n/3uwbdz00wCAn/vQXQCA59OZYCt4Ms7Z5ZalRg73bA9aK4Qzvg6Hw+FwOByOdYE1YXwrvELIjHxXNMD4FiWpirKciwlBUpkdPjA2K5E4xLMF/Ytgq/NHWTxF7F8tqpjj6NVyZBJDLOvdUvzvgCxWlOqqWPYbLmA6LEJusRarlPWCSp++v0ZdGd9eyt9pTnGPmWE/RaIpjoiBy6Er1DkmZZ84RoPgbx5UmbH7HiZh784xGjOZZUv4HMLp9iMjdSXSU9B4zIjHW5tXxE8c0HjMbzM7+62TjwEA7rheWd2rL9oLABgbo1VzGut1qhxHVfD4K2JlkUsyf45zolrleEdDagY2V1gww8BOcbzaEjP+N123I9gOP0esbmeB4s46Zm4Tdk5rRwxzC2JLzDwhZ4hKcyEzLi0aS21oHF6lSTHlFR4v/ch8sNAeKcQz1ITANvf7yhSfZy2DdQ/LzkYD8d8l9nOQGS0F67JHixn4xHBSFY7xF+I+S9XTJIxtwfNOSTaUWbJaYm7z7AGLJYY9Vc9ovy/3RIk3LmW3lD6rzW1xFbO1w8tnqD8mTJGGSkyeyGeOENNbKdRjuFTZCQD49X9KLOvVl+q4Wfzw+wAA0ZMvAAC25HpfnI9pTESX07w29cafDLapm68hW4PvN+YZDFxgKW2f0Db8yb8BAJx8mu6nUy29T20/Q/G4c39MbRmf/4/Bdu0HPkxtP0hz7c99+L8GW2M7FdE4/jLJn/WXdcxbr935whlfh8PhcDgcDse6gD/4OhwOh8PhcDjWBdYk1CEN/sNhSZ0K+2estBcGqrPZyjLqDeLEDpOYIU/phSTFZdbFSO+znFwFPVtrht16cWwTW7h9/CY27iBV1aBzdo2rsAiVb6SKjnFX5gPXseET7kZcMaSSX72qoQR5lcMZMtoWQyvb5FwB5uXnXgYALCXqvnuyTW7Cv/oauWGeeFIrx2SLZYmzwrp0inJlLFtdMOYwg1pVx22cyCCha/f7Op6ylPY7dJhCKj5++slge8tecpd/7y2UABfN6JgWN2SV25KbAP8s8eS21aDIOTHWBCmZ4BUAQGzmrz4n//zyT90GAPjkx1WWrLNAknNh3irJPkmlSplg1O0nSSLjNQ7JMdl0GUtCpi0NkYklRkHmSytx1aaxFPFvZHLMuDEX+vwZyp8PUCkkqeqVn8UT7zg7VLJMt42SNtMDyvJ5pUp8fP+pcDhTlGsISlxwf3boNTeVtGScieRUXG4MvaR6rrygcVYkXBkrMVJVVQof6/PpM1MFLs852VNCOUZ8zlH3Pa/mtjrEMfXPUq7fW71L7xfP0G++aap2/vy/+2UAwN+5kcIC0/9X5cKKx6giKRJKfMO12i/Na3+HXu+8kTbUdP5AYuVAR6MCDdeb+WVKXJtZprCG5Y9+INgWvkZjb7ZD97nFv/5HwZZVf52a9d5/DAB4z/1PBNtffudFAECrL89U5lE1M+FZ5wlnfB0Oh8PhcDgc6wJrwvgWqvkztK3PiTmJSe4KPAfvb1ep8r7KrxW7gO0RAxYHSR5tfsSrlGqdpV9sA0NAvqFumaWWxCGYFXadV93pCEJHPoasfEUKCeaqYV1VKtrhdMpK0eMEoZ5Z5c3PUzD93H5aFSZd/d7HEpKwO/D8PgDAi9PK+N5/mBjfRx8/CgAolm2SJSeP8fVy40FIEpHTk2IDugquM8v/9ssvDttuv/1manODbP/jgaeC7d4nnqfrnKKkhFZHP9dXn6ZVcsbJJu983c5gi6eo7T1OXLJjOvFMpFVBciOrluHin34UmDi1bZm5GgBQi+4DABw+rTJjUmQnMGqmYypcQGd8dgsAIDceoZBEJwmypgtrPG6iWVNIh7N+54+TJyPq27mGz9Hvlf4HgIlJYn/mFpZLnw8AsrzMNkYjxOkdq4NNAhtKZrTMaFQeN9WKzilVnuuKUDBFD+v3u3wdTu42WlehoAAzxvb60UDiG6BscQ6Ri1JWtxIT41vhuc4WWOlDpP/kuiMKugSZPvscAMcqsGsLSZcVhtWf4d/z0ZPUP3MTWgDpHZf/IABg4Q8oOa2453iw1diDWXsryaDVfvhP9UIXbKXXFbC7o2HGeY2T0Gu7AADj/8dng6my4R8AAM58Zj8AYLKliXnRQ1Rgo/Z3KeHtg7/688F217t+iJrXoSRem/RbqRutt1ffeofD4XA4HA6H428v1oTxVWVtsy0ojkns7YjDhNU1qw6JQYulKEZPV6tSqrheo/jOSn0y2JoTtOpocKk7G4Mk0i39nq6iehxLl3ZIKqTT0eIFBYszJ1xAoGbi9Hos/9MbVX5yYHlb+s9DnVaMiBmHuvk+68xQ1Bq8ih3fHmxHjx4GAOw7Tv27f05joJ78DvVrLkpQpVLH3IexxBHZWHMpCStjU21dpj2++tw+bXOdpGa+7443AQDef/uNwTYzRSzgPQ8/AwA4fUTHWrtHtoefoZX67LRKuN18/QUAgGbS4xYMexccK0PC8bRZpnONfIO1cR4T+dFge/ArfwkAuP76a2lf82OWXpC5qrphS7BVGxK/S/+XJKGK8pxRKmcbWGBTbIIljSa2keRQuqSsc+vMHLcrBGQGWyWnMTQzTq/zyyqDpnGmI6ohOD23Kqinc/i3GAVvptk/5IfwfS/WuSiwszn91ku/9JjuQ40ml6w18ZhxRRhf9mqa8SaeUcvq9tlDkLOHs7Osc1GekS0R2cRSdSbxio3QxhuCx/ieLy6cpr5+4bAWqejlFB+7ZcMmAMC//e3/J9iKh+4FAPS/TJJlGwzb3r2EStzXvv8TfPIpvdD/gn4JeTDJbNhW/+DH6XITFPe79PFngq26jzxZZ/7jVwAA0z/25mB71+4rAAB3PUX39p6R8ty0TZ/7zhfO+DocDofD4XA41gX8wdfhcDgcDofDsS6wJqEOoeqZcf+HkIWonNABwNDswzJC0qCiT+6Z2BxXGyNXT2OMajo3pzcZG8tcidu65MLjc4/rtuoYJUT12kShJy1dAyzPkfsn7ZI7qFE3slqcRFBIha1i2JUZgvzV4pXbVoGcv8dKT6u11DgRpC9JGaZ6zZEzJFW22CDXzjPPqDuutciJYYVU1DLJPCIFVEjlN22DuCMlycSGGVQ4EaVjdO4eZJm0PPsSAOCdd6jb5vvf9loAwARLTn3xgW8H28EDLPPSpnPe/63ng+3yC8g1NbaDXNY5FoMtqfiadTUQuajYhBtkQdKQvssf/rAmZfzAu28HAOQ9SSy00oScgLuBElFqTXXDISSw8XWsVGMICePxZmxSLcuOQa3mxq7xCXXxjfE5Oqfn+Xp6XL9NIRHNaXI5trua7NnjmLOc5+rIcB+JD6lVQauS6rZCJgzpkNgmevG9KZEQB5OIxpJlGYeuxBVN4GmOUb/XJKnHSjtJsqbImdnQGhlnJqRCwgrzjK7dgIZW9SX8j8MgqhVbKZKumXD4RFqMCPUbCQ+fWQ3qdfqeX7tXn23Av+ONu98CALh890wwLfw5hT2M9+i407WNwbbhjv9Gby6n5Daj34hnn6Kk3ReefxQAsGnTbcF2061XnbOd9971ifD++AuPAwBOclTqje98Q7Bdc8M76HPdSVXZOve9N9gmD1GoQ+MIVXCrzrwp2P7vX/pVAMD//Ic/AQA4YYQMTp48c872nQs+1TkcDofD4XA41gXWRs5s1LZAQbAES1lfjP7GIptimiHyPLyyrNV0RVofo9VM1KAVbBpr4luHBeBjKVYR6So3qRBjm2aa5BEVxIJkIt3CbCEAjE/T/mdOUbJLbpjHKifWVXkxnPbVpp9uQKgcXs/8fBD17fdObGkv5STGuhkXM1TXu82scLevSWcFJ7NlmSR4GGH48I6lgEwN8Br33cYmddzuC/R6u6+8DAAwM60M3PQsMSBTPDbrYzr+qjElKnzPm+i4alOLb9zz1YcBAIf3kdj4yQVlWR545CUAwO2bLqdzGpY38fG0KjQ5OWIJWiCizsmry+xd+tU73hhsN/0MyecF+SbLzjF7XGUPVG59O5IUibJXC9DkpuBpsIlIvLvdFgpXyHVN4krMLGDSpUTOvKWsriTidVg6qFHT+bW73OE2FAOtKxcScpwbkriVl7x+3MdRMWzj/qtWuR/72meFzE98L6yP6dxSrdPcV/Dc1U/1PpZlvD/fl+w9p9+nvu6bBPFiICm7VtF5rdpkr9oSezytvCMXtxAFNikUBRjPRLjIKO+uYyU49BL17VWX6fNIj59zbv7umwAAlTG9f3Sfpb6a4nFz5nplayvvJI+U9MeDn/9XwXbf09Rr115E+z9/338NtiMvXAcAeNeP3TnUvpNf+iIAYOHwqbDtLXf+EgBg5kIabw998XeDbT/uAABccQPNtVvecWmwtf6Y7tPRQRpURz9yV7Bt/d++DwCwsUbfx7HWRLBt23zJULtWC2d8HQ6Hw+FwOBzrAmvC+IaywvkwWyHrwZJ0j8T2iuSLOZeUIc55a2VMn/QrExTzuNClGLbslMY8SonHjFfaiWEEG+MU49LpqRwQZNXcJyaoYkrgzo7TdapLp+ncHZWDiVliqMlsdccsaFNhdGIpmKEr5sjlp1YBjpPsG3H1JvWJxJ/FNVOIYoLioR58kIpGzC+awiEi9xRYeJWL0lhslo2q6PUuvYBYlrfdQiviG67VwhL5OK1eK1VTjpZX5Xp+PZeUzM44yGrXDo3f2rVjNwDgyH6KW+pn2vYXTxJTfOwUvW6Z1LZX6l6yeDVYFhkn8ztMuQzr+CT15/yv/UKwtVo8zkaws82NLDI/IjZcGL4QS26MUWCDmQ00ZUmLuDwnAlpsIniQDJMmMZfNGRpLC63DwSb5DQVLLzampoNtiT9XCslH0HGU+xy1OgyT+sO7mP4MHk4eE/1MWdOYcxCCR9HklcitM2NZsnZXGd+4TvfHehgjGsjZ5lhvKSIFmEIZXNElNV0uUnxRlR8LUv1gUtynwve23gjt0lHybj6iVodTKfXZd16aC9u27roGAHDNFbcCAI782UeDrdmncdOukDd89qYfN2ej/tj/AMmFFZ2twfIP/wntNyaesKMXBtsnPvb4QKtUguzUwS8AAN7+gx8K2+oXi7wevV619WeC7Z6vkizkJTdQQYp0y3cH2+I4xxezTGP1gMqQVhp0z5vZTOPtwjkdi2n3GF4tnPF1OBwOh8PhcKwL+IOvw+FwOBwOh2NdYG1CHUa49gNGyaywqycR6Zdcg+/FnRexlMrYjFYbSRp0XGeZXD61SCvYNGsUfH98npKEmlVNLmq1yW3QNX6d8dost4HOtTSvroXpWXIf1pp0/qyjIRU5JyE0GvTVZcY1nYVa5bLNVmaCY4UQN3Fhkgpjrq4Vx+QC7EXq9j/e5cp8pyUx0lbnGnDDwYafiKQPbdu7ScNjbr+FEtGuuGEvAOBYrmvEw/tprJw+pS7HHofDSJW13Ts0OWXXHgqTOLBELscvP/pisN370BPUvkzGjg6U+UX6Xex/kcZffY+O9/3PkezZDwznHzhGgb/XqgkvSDgsZdsmSqT4sS/9ke4ODg+QsAFzqoRlpYqC+rw1Z+rPyzDJh1J+EPG2+oYZPrWZLzky5vhxdePJnJlFGZ/JJLc1aaxunKFxVm3q2Oh3uuU2mMuI3GOQNrIJc5FPUueDUflbo1z8IoNYZMP9ErFNQh0SI4OWZeQCbnO/FpFKnUnSb7jnmHP2OVSsUtcwvmaVx0lK89TcklYIE1d1UuFk31Tn34LDgkSezTRvZFXWcNwrmxwjIE9CSwunw7bT36YwuEpCibnZwf8ebFVOppyv0Vx2weuvN2fjxOw33EaveOuQTZBiV3g/2fwqv5P+t0n6FC5xYknHlAZJ8PFX6X302D0UxiCfZut1d2jbL6QwiOhpugc25/VxNE5oXns7h1F8cl7DdaJJDd06Xzjj63A4HA6Hw+FYF1gTxjcUbigtYUWQfTgDILC6Up/c1BIXliMS+ZSGrm7lMX2iQauN8bqywTFLlSWLxMaNNzU5YInrkUe5nmtmllmXnFZRZ+aOB1ufGenaGK1c2meU0cm5zdUgQm4SAORNJt+HkTLKPcx/pZCa30VHg91rUmyAGd9Opt/tHOcsBkUgMw4L7q/AfsXKBgtmeVi8Zs/msO3qm0hCbF+LrvP/3X1/sD33nUMAgN6Ceio2VWi/115CY+amvW8PtsPL9HnufojqqX/97geCLWtxo0VKylAky+xNaM9zEYUxXUl/Z+7k0OdwvDJyHi+ZpaB4TExeSHzEiadVQghFi3dhj4GpFQ9OIMrmaV5ozigDEX7zI1w8cUYMSq/P7HNVeYcTc8T0btqmY1CK3mRSbMJUmGiz5FSfbVLABwD6bZrTZOrtdtQzUWFJvJ78WExCcu6M76qgMnPDyVzhvme+0grPPVHwcJp7AnuwqnzfK8mS9ag/e1yIpD6u4028FjHPmTa/XDxnUaJjN67Q+ZPQ11Zuj15r7D1N2zr/FhhIEi7R3MPeDT3Qx9RqcPgk9ef4uPZZJaZ5KYroeSdqHQq2hJnRVOaSzWd7znhl2/zC0+H9sQ7LoEGecUwxFRkkmcpCiqdAYNnUVo+8lSorYLzgl+yiLc9yQafeEXMkJeu9p0734U/X1et+0HjnzxfO+DocDofD4XA41gXWhPEdjmi1/wzGWKrkj6wao9KqkN7XOYa2JI3CIs2jOFlhAAAgAElEQVSzM8R89TvK7C0sMfvCsW9jhh1bWiR2pGqkhRpMIaZ8Dhun1JcSx1Va6ViyNoeUgeS40tTIAYW3ImlkWG6PdloxRAJIxPkBoGDmP445Ds1Qd502MSg5M6SZGU9aJnS4dHbCg3QjL2w37dwQbEdzFuN+jtjA557UVXbnDF1vQ03Z4+svpPa9+3uprOTShJaV/OIjz9K5vv4YACBtq4dDGJFQ4dTEXOYcV7zEn8/SOQ1n584LiWFNJWa2WVDfncp1Ogx8GH/PhekXsQnrGvMroDKMIqOXWBlHOZAZuHjrlmBrt4nNO3hIx1lgFM07Bb1vTlCbN81oTkPM7KF4O9JMx1sy+DsYUWDBsTKM6pWA4OgcLlJSBJm64f2TRFh+9Sb1OdZWyhn3ejovpjK/iexnifEd2hS8CErSWplR9tJyvLGNKVepsqHDVqLq5lghFtsUz9vt6hc8u0neczlr4wmNCmaBz7Pe+D2/T6WBn9p3NGy7/H0/NbCXMr4d8XyZYmAF6L4ZxoEZHB2OTx8VBl5MSGEWslZrp4yVPPDViObFaqK/h27Wx6uFz3QOh8PhcDgcjnUBf/B1OBwOh8PhcKwLrE2og7hbbMn64MId4dYJ1ZDAxxmrJHRIglhhwwVEWohsna4GPLfZLT41Qy7mWsW4/mKpqZ4PbRM3YikhqpBKW3zdhiaOZMbNAGh1JTp/OMNQ2wt3BK0YofKdkdNpsHRUlytwnWmZ4PqU5aW4wyITmxIqqYW+t9IsHFbDv4LGlElg4rE2d+gEXWLJyKnwOasTGtQ/tZckyx49TmH8z33rRLA9+C2qKLccsvCMS51lgiTsx7qJpJJWkdG1K5Vh6TzHyjDBCUGpSVKL2A139GWpupcNHSfMQFZouECQyJOKfIUdbzTOEnFr2/krklAcDpcqzW3lV0DnE6keV1ijzFEs+VcUOt+JrGSY0ayfccAlGo0I4XC8eoz6LvOhe+GoIAnuVxN71+cKanGN7kNJRcdwxnPDcovmlkZDbWfvzxEBCqHqoIQiDjUrHFeMGLvhf3tKz+leFbbM0jzT7+jvslbQva4oaL4qPY/0WSCgr/fK1eBtP/MrAIAbjzwYtt31sU8AAA7fQtJoF0QqXdZhub1KVasOykiVwL/IPAhmEbedq0jCVDuNj57i/en/XqHJxWM88z4UUwjG6956e7Cd+Mq9K/x0rwxnfB0Oh8PhcDgc6wJrwvhmo+S7BpJ2Ri0eRSooMVbZv8vSLcgM05ZIjXuydfsqvt1j5qxWFwFwvZ5I+CyZpKJWh1ZIrEJl5F2AKrM7KddEz3Ijt8aSNMKqlFjdwWyHUYktjnODl4BprqvKiQZ9gRdspKTF1rGXg61eJemTIjqLrI7A9oMklEhBFZvcwwlI9fEx3lUPFHmpY6dUpOWvPvds6Zw5dMwIcxcVdH5bpCKKiKkrimG2UVjDCg/mSqKfKzYeDce5scRFaEo5gfyjPHn0OQDApZPqRZjn/hbWPTG0aV7QHNAYp4SiuKaMSHXMyC8CyI33oVim+aov48D05+QYy1KNacLbZJOmZ9nNSlXNnSb5s+r4uFxIr8P7h/pApcm3PM7Kkos+Sa0GOs3bBOwydx/ZQhQ83iqyrXR/oP5LWdrTJlvnLMM5McUJs6abROqs4PkmK4bvtJHxdMqxQsqV0yXZU8DJkHZsxAMykPZ+ZvYaPqljVZBktQzqWV5cIvmu+ZzmmVpDS0ZEXBqi2uPv/rDpmB0r74ip7beE93e8hhLLPv/wNwAAH7z5mmC79n1UBOPMGS2wEeOS8sli60Vi723You/S/QdpH77XRrM79TietO49RonDX3jos3r6Slk+7XzgjK/D4XA4HA6HY13AH3wdDofD4XA4HOsCaxPqMCKMfjDUoVThbCDIP0q0GTmHNuTs8uktq17cBNclz9gV02ppqENSJ5dfhYOnbbKahD/EJlnqNFe+Ej3UWqIB4zHXOO9IHfO+uq1rFdqv3x92TYdEvhEaq+79WTl6rNd8fFmTFy9i78aVN1wFAKi+fFGwvdg9AACIa6xz2DdhCZms7URf1eqW0nU6PQqpsH3aY7dvq89ag4VJiuKQCusZltAX6XtbxbAIYf8V3nc4wU4rHZqQG67cXmVN605qxTM91GFVYN3nyLpsI+rvpZzmgp2b9gTTC0efBwDEUvjP6pB3aLxUJijUIUlMYlkIa6FX63mOWVu8PiKiYHyStDDjmpmSeUykIQFXD6yP8ZxW4dArU53NKrMCQGL0pntG0xcwOZ8YrMblWCms3u2wTK4ZN6zNW1RZZ7l0Ejqi3+d+jHUchH5nXWabDC7XEzl5O74lKTJPVfe0YA3UrC8JnUbXmi+ThUqqw5XlNLmt1Hj+PMPKxpHf+VaF+RYnsEXmN5tTxc9HOhTW8oZdP6S2B/8TAGCKNewX7nsy2KbeqyEKALCwqHrj9XGq+FaXsARTE+HoYZoPN15EIRURVFsc8dcBAElPwxCzpdcCACpjdK4XvqyVbqf4uexCfi7rPvB7wZacoBCznD/r4pRWZBvr0Vh6/ii9LrVMgl1ensPOB874OhwOh8PhcDjWBdaE8RWMCniXoP2ytBchYnokN/IX8r5gBm35jLK61SqtHmKmTOpGGqPO7IuusHXF1KiTlNFEYSpGc/WbOCe2ZrKuVbsKrqKUcQJcYlfFLIfU4qSCvMSvlKshlarb+MJ3xdiwkb7/fEr7ZLlHTHtWpSE7vVGH7uZZGiOTW+n/Mwd1rKUhS4SrEZmlnrC0KQfSt7t63BiPo0aTEksSk4jUT4V5MecK1foIZbkfSf4sS5fxP3Q8U4Ox+Q1N1qixG7bS2G61lQGPPBFpVQhSYobxDGNhgcbPvuZ1wVZrkIxOd4mT4kyXtc4QMzGxnQZcbnOHmLmTSoGRTVJidiWwYLaqV43HmbmQeNJkkylWiLEmjQlJAmktK8ui1QDJJvMmALT6wvowG2wlKL1y26owoPBFb8VzE/7XARDFIoPH+5gvX5jYPKP7SrWiHshKhcZse/k0H6f3trygea1aY49novfEKsue9U0FzCUe/zGPm1pFmbSE79UZM8Rx6YPRdUYV/Bvh7zXHDRkdZ0HETH8/t/cwYmD/7W/+JgDgS7/x88F26m9+HwAwvkQJaUcf+O1gm3rvR/kdneveez4cbPOnSR7s734PJZQdPfz5YPvK0qcBAD955V7ecsC0kMZG57gmAn/24/8MALB0ehN9hkiZ5Xe8+9eofdyGk8/sD7YZ9jq0eZxOXLs32HoPk8dt3xz9DpZ66tGqxa9+nvKZzuFwOBwOh8OxLrCmjC9K0l4iPcYMyCjJFxFhNxI7wcbHZWa1ujhHRQHGp2h1u8EwgkWVZYT4XLawRLNOq4aKCe9LROibY1t6HRPfyWLgGTN7laqJQY5p/xYLRpcY34F45nIsli99V4q//4GfBlAuNrAo8a3MiCSZslibx4gh3r3nAgDAo0dPBlvM/RRzn6Sl+Fo6Z49JmX7fxIVznze4ukVeYjE4XjgrBUiWXy3VMRDvaWWCJMZOJNUqplDChjHab/tmjvXsaC3zygj5M8dZIMGshi0Icdn8w338sW8F21b2KglzW+prZuf6i8RC1CdVXifETHJnl8h9GQfyvx0i0p2JiU8X+asR5H4hcZVpm5uUGVv5NYvU1u3Je/5ckZ2zbaULx7kg88coOTNh9UcWRuJN1aqyrRGoH1OerxKjxzlWZ+aWjysieyOj+16di1vExmU0wXJ7/YreQ6XgRcH7Nc1NMe3TPNoTj5aZfxPeryf3vWIUqzuY1+Nx46tFjwvSdE1yQFwjr/Thz1ORidY/N7YrNwMAOt8gb0DtmZeCrf9Jel6q/gDtc8MNvxhsTzz8nwEAn/jIXwMANl2wMdh+8v/6CwDANMTroF534AgAYPNrdGxctUz3pbhCz02799wWbE0+bfa1zwAA0rsf0VPldI54B8UIxzddHEz/7G13AABOpSTv1jNx6n1ofPH5whlfh8PhcDgcDse6gD/4OhwOh8PhcDjWBda0clu57LckZgy7OkwqG/01Lracpc3iPOFzK8Xdac3zNnIHjEslGwC1cZYxK0SyzMi6cLsaxn3Q77J8zDKds9vRxLcuyxUlFXIjRXX9mjo92q+XSaiD2oqBpJVy/pEnI60Ux4+T2yZpqAv5RJvcyr05SjqarM8G2yyHB1wzRn16aJO6YY6+TH2pkQGmohpov1Rc0CZ6oOAkkBpLQSXRcIhEKVNOxnKQFTLVawaqJMVmvBciUcShDo1E27drByVPbZwg6ZnjZ1RWRhJeHCuDuGoxIjxFthRLmjzYmKGwmZSl8YolTa6QpMb+Ao3TqLI12GrjNGeoZJ2RswoV1STES5si4VSFqVRZGZg7ZawAQMJJTXMnuA1Wbk3ec/Jvu61tD+fiMRiVM7OG9nO8Mgp2QWe2Alsk1RnpNS5FPEk1QL5XGUnCKs8XRUp91THjoF6l/epNmg+jWI+TRLcwJVkpsSrt3zAJb312GacphT/kfU2KlLDCCidYxbbqXE73uz7f90bfzV5Z1tSxMtSq9H1JsiIAbLmA5pesTfP/o4c02ezmOz4EAFh88hcAADPzJ4Jt/pPvAwBsuuAvAQDbX6fhDNsv+slVtGrqFd4TrnnDnvIG2+dHKUzizGdIdm2DkV1sVTlh/VqqBtc5rM9gDyzTWFzucdJvZhI6G165zeFwOBwOh8PhWBHWNLmtzO6W2YPR/xVDxowpM2FoitQwWxx0n2a0MljqKxtcW2J2lpmTqlkVFLKf2T/tsmQWF7Wwwu4JC4wnDVpZL3c1mFoEpoWtyY2WkeY1iUTVcLKf49z44D/4AABgalpZ3ekZej/BiY1TLOcEAFsmaf126YYdAIBLLlFG5MQpsnVbwwUMpIa9kHN5xxQqKWi/CR4DsaFu5Lhyjw4mtRmpqkHdI8OkRDx+JKntoq11/Vw76TMePURC39WGSsjMTup+jnNDCLTI9GPBP+I4SCjq/i8dJXmgsSYlICU2M5bnIWHwOqeP6TlzkvSpjdG4sRJhlcD0Die/5qGBJnFF9uf/k1QbOHeCWJ8ol4ICw8mXtTHyFCzNnx40BY+aLbQS+xS1Klz3xlsAABMTeq+pcZJZvc7srElEi9gLmXI/RiYhsd8mz2OnTQxZ18xFctvK2DWVmiRcKTaR8k55rols4PdZXws35T0uopFy0Z6uzimxJNpWanwubUPK18lG3LPD22i4uEXhemarQnMDSa9u3a7MapUTbSfHdgEA/sPvaBGIj/7uvwEAxLddAQBY/Ny3g21yjpLOWh9/D527/bFgi24lGbNSxv+rBc+LOPhy2NT7xPsBANUXaCx2qmY+fMs7AADj76LXX//xHwm29tg2AMBmjgDIY/2NLfa00MX5whlfh8PhcDgcDse6wJowvhLPVOZ7R8g6MWRFKAyxZU2FKQvVWQ07FsvqmeMts1SZ2D5LsYQYq0Tj9SSuL7GyaeGcFP+UxxpTU6mzKHyP4p+W2rpizvIgTc6fQS8jTS1yka3RpW8S+8p3pdi9nfqi6Ckb0T15BgAwT0Qclo3sU20nsWzbN9B3fNu1VwXbUk5SLt94kFnT7nA/SNhn1tXV72RE8ePNgmKmSuL+xXB8rTA78Yhy1SHGN4i/axtqvHHbJL3ewvI0ADA+S2N6eT+VrJyeUNtyTeP2HOeGdF9uA2sHvDCWNc25THkvoTmjUTexbQULtOfD8k0dllzsLRIj39ygeQio8HQ7XL8ibCzMXJgxBd1boLmsZ0p46xgaZo/r09TWk/P0m0mtV0qOGhUTOmLsOl4Zv/i//xQAoG3i7dscf1vh/JDEMFWbx8hrtbHJv92+zm8F37/mOc58YVn7jCvVosMFlRYXdBwsLtA96uXDJDN15MhTwXbsEJWvPXpIGX+RbOwxQxxH+ggQM7sm86GVftQSzCPuYwMFU8q7+H1vNZjZTGWCd+xSqdZqRvPNVJPG1tMv3h9sX3z8KwCAd/70HwAAesWPBlv78y8CAGrP0RiZ+8gHg63+DBeW+NEb+SImbra6gsdC40VAn+NxP07tat//K3qdUzTOEnkuu1oly8be9X30ee7/HQDAswuPBdtSj9qwd5Z+M/uPHw62nn1cPE844+twOBwOh8PhWBfwB1+Hw+FwOBwOx7rAmoQ6hApIJqFHas6LrFORj3ABB9evkXdCOUA+NS5mcaFUKiz9ZNy9EQdWa+Ukc06uXJSYGudSkUlCF1Ljd1xukW+pzxR+mll3IMvUFCOC/EOFruEwD69gs3JccckWAECcap9kHeqLpdMUsD9pEkpmNlISWDMmd+ENm7TvK7eQyyguSHLlwUdUCqbapnFxipNOHj6oQfMHPkNul1Yq41HHTsFjOjIu5KKQhKfh5DajNQQAqBnb9kna+MZrSWrmmqs1nOGFg+S2rPD+E01tQydbw6SEdQCJNCpskiJ3SJq+chW8brfFx5vExwYljVU6FEpQFGaOKkSWisZi+8TxYJNel2qPhUm0lDkwzm04VlFqpx1SUokwF/fyhIZUzC2x7COPT5u0VwyEaFmZvjxyHmQ1+MJffBwAsL+vMkwbXnMDAODRRx8HANx8483BtvDc8wCAK2fpN75hSuWl4pxDHFLqu/rMjmCbnSH397ZtlPBz1RW7tBEsa5fyPHXgwLPBdITfP/WYhj88/hSFfJ1aINdxa+monorn2z4nPqal5Gx5M7gBkIktHlW10sfUqnDxtt0AgE0N/X6n+d5zkkNdrt91ebA98hBXZ8voe/6ed/9nPVnxswCApbufAQDMLuk4Xf7iPwUAHHqA7qMTV/1EsE29m5I2o3iw07WC5fKn7grbFp/4HJ1jmeYuTUkHlvm+2NtD99/Jd/y7YHvm6/8FAPBLv/abAIDnT+vz3OW76HcTJxTe0emrlGcxItRwtfBR6XA4HA6Hw+FYF1gTxlfkgEZJlgkbXCZ8+XmbV4OW8Y0GGN/MJqRFzGDwyjSJTfN5tVkN4ttmtcoJLV1znYyTV0Rapm+LWwh7VwwzLUq+DDPYym7zp7RyRZ43smI0GpxwmGv/nl4g5u3AUWLZNs2obM+Wi4gdEYZsKtLA+zfupHOMVWmf2bGxYPvC14gJWeJEkkef1VVl9BzVPM+EwTPjQyTRLIsfeN5QuEU/T8zjthnT667ZRrDd8hpify6/lNq1PPdCsNW5JnlXmL/IFHNJfUCtBnWe6tpWool/5+L9sfKDWtWCXhKT8CGeoKxGzG8z0TkqZW+RSEPlI1jacNLMMhfDGRsyloLFNo8HWJ2TP+Zt4lso3sMscqmIQvld5pKL540v3P1VAMApc1/pP/IdAECrRfPVS48+Emwb2WNzestlAIAb9tyox52kRLRnjxFTfOC0zmFTU9sBALOzxOpfumd3sF18MbF/V732Vjrnbd8VbJftew1t27IvbNs08ygA4KnjD9N1XvhKsB0Wj1eF5t9KobKQkqgdpBxHjJvgDS15MuBYBT720d8HACSVUdKwPAdZBxVPIfvuI0/B0Zfng2nbB/8cANC44RcBAIf/8JvBtmWZ7i3jizyXPfLhYFt4mIpN5OwJs88xUqGpYebRrTLJsTTa0cZ0sG18z7UAgPprKeHtsc/9RrD9y9/7GADgqQ4l43aNWMFLB0mWbSEXD5VytGPRq0/sdsbX4XA4HA6Hw7EusCaMb43ZkMyUAy0C08tSJ6V4V95nxGowxAmPEMPWMrDM0lqSRFaZHMcbGwZlkUsQl1ap8ipxuSNlV84WlxuVzgPoqjiWla85PsvXQINjnaBWJ6ZhqW/E38cpHm7nNcSQzoyr/Fxa4fLRsgotlC3ZWCWW9OYL6VybuPwvAFxy0esBAN+4l1ial+c0xvfYiRAUCqBcZrjCscQolIGVWMukIDa3YYbOdJPac8PVxNzcuHdbsG3eQOdaWKbY4/GaiTWv0Un6IvGX60nPdL2AxWowUyNmtAuNuY1T8UqFZINgG4zJXzbxcSpHxuPAeBEakxRTHvWI8cu6RvZnQILMqoflI6SgJFcg47msYWJChR05xSL1lYqyILkU/REmrkT5hkQEAEDNeMZSj8dcFdrMPDXN11tn6csJkQlrKzO2wBJQxzcSk9YvlOFqnaB+fOk58jqdhOYwLMzTBY4dOQkAePGFg8E2OU65COnn7gYA3HiHMr4//Saa366cNlKdt/0gACB6mvIi0kLHdTenGOQTR6gAgZTFBoAop89ahOI9Ju5zwJ1px3DiuS2rwnNPPwigdAtDLaf7TJUf1xanNJ6/dpQ8k4e+RfHcf/0/Pxlst77vzwAAd37wtwEA26e/EWynv0RljLNnKOZ7tqUeoykpcsLMcmYLLjHFvNjU+2i6gzwQS5PE9O5+zy/o/ntp3v3Df3UnAOCuP7kv2PZ1uEx7hcZ6bUzH6Tb2onW5ZLzNzxLpv1cDn+kcDofD4XA4HOsC/uDrcDgcDofD4VgXWJNQB3F0lJJ9YpELK4ZswdUnKk8jXGwagqAQl0rM507z4QMSqUVfSiyTsITI7F6ueFQOuwifqNROOhdKtrPCBPkn7kZcMarstrW17Gs1+i5rVXKn1OvqFkFEbsKMXULpiKShcQ7HuXKz9sMFNdr/DRfsAgB885hKiT321AIA4MxJDkU41Qq2tCPZi5r8Ua3TebfPUgjC5ReoO+qKnfR+aoKuFyULwdbvk4tpokGfz1YxzNlF3c+lkqD6v/pnkeByDONw+xgAYKymFdjyiNy8Ra8/fMCAKl2lYqZKGV8JjdN+t2NMNF4qbIub6rJO+Rx1rvIXlSpjcSKbCUvIUmqXhEucnNcKXFIJUqTRej075iW8rOC2azJlyol5YusZKTYvLrk63Pqm2wAArbaGCyy1Kbkx5bAGSYQEgIyjUc60aS555NEHgm1qmcKsqhMUBlXLdLw1eMw2GjSWIsNXdTKaB1pnaA784l9/JNjespXO2dz8vWHbWI2k0e649u30v6kel/L0IpE7R48uBVsFtFHGSG5k90SqVO7PuQkBK+Dz1GpwaB+Fukwm2sdph770409RqMuB1rFgO/jC3wAAlo9TP2b1ncH29KN/BAD4vT+k+9T7fvSfB9vWq6+hNwt0zsUnvx5sLx6gNnQ5TGfzVq0itzBP19591RvCttpuGkszfUo8/29/8FfB9pFP/gsAwDMv0Zjom/AZUQit8j2vY8I7Fjm5r9Ol4zZvVJG0hTkds+cLfxpzOBwOh8PhcKwLrAnjG4ViFbotzwZlnUYVsBBJnRHnktrO0bBN2ApbFEPEllVCe5i+sC0QpjcaYH4BZXVHyHHrine4fkW4Qkjos+1zxnfFEBkVK/cknoM2M1u1xDApGSe3sZxK1DffuxRXSei4OFMGYkOTtlUrtM+2SU1Sum4zrZK/+RStYudO6nHViPbrm+ykJCN2ZOdmasvOHZpslFSI4Y0yYoZKrC4nC4gkYLckU0ZjpscSfXOLuiQuvIDFqnDxDhJQP7Oggv0Ry9jpb9Mkv3Li0p3vJ5moz35aE0Nq3C9ZKDBh+lOSekUuzIw3STpLRyX8ciaJLRogib45u7ZqVZ1DxItVDTSttXEb+NqWddw+Sx6TEwvMdhtZoiJ3dm41eOutlDx28owmxZ5eIja3vcQMXKbsZ489UssspTluPFpz+0ly7MJxYuxqXe2XXpf2E09YtaKeppkZ8nxNzVCyUbWh13vsWUpSO/DSl8K2O64n9n9Pheaw+k3vCrYWj5t9hynxbdslJrm44OQ2mZPzEWOex0+aahu6qaHxHOfE5++7FwBQ76tX8LJdNHe9fisXWnrw/mCrT24CAFy4hWyTTb3vdFskX/b4Y9Sfb3+/zgMvPfoHAID77qECGNdc9o5g27SRkrA7Oc0Rz6U6T/XqZPsfn9M2nDrwWwCAb9xHiXKHjqp3dJGHQick7+r81mCvWDNm+VjzjDTPz3PT43TcGPSc8cSrT+z2pzGHw+FwOBwOx7rA2hSwGGBBAWWwYo4hsyzXUOlOcy4pFCCMbTnuTFYNEpdr2ZEBfnbUcZbRGdBSGyXeXow4l4p1D8cNSzypXKdcmMOxUpzsEYtx7ITGNL58goS5az2KSdqzWWM1xzYxA8uFLzptIygPZUcIyrL0QPuL5E490ePiJq2Onz1J0kH3fP4LeooTR0vHAcA0H/uWN+8CAFy8+85gS4SJlpVzquvNhOPV28yS2CIKOY+nOsu3TDc0bnixPzxeHa+Mw8eIUYugLFZzjGImFxeX2aYoLrkEAPDsZx8ZtiUDv2ZT0lzKEFd4bKRG4jE2Mx+9WOafx4hhCHORERIG1zCEch2NtTTjgWOJqxWeq0wI89G5Bd6b51f7OdwrtSo8+QyJ7BdG7mlhiX6rUnzH3gNkKEiMbqevHTO+5SIAQItvorM14ykYp/fC5GepssGLCzQvLi4K66znPMysWa2iZYyzPslfve76vwcAaMY3BNv3vPZ2AMDTO4g9fubkqWCL5GPweOuZtvd57upw7HKnrTGY9jM6zo13voHiZaeZdQWA6994PQCge4AY1Z+7+c3BNlljqUOpZGEKLcVVui8+8G1i+feOa2GJpb0/DADYPkbyjvExZYPPHKE571OfonjxFye0RPK/+JEfBwA89tKjYdunPk3FV061xaM1/Lk030B/K81xujdHHA/fMXkrEXvcrttKEo4HlrUwRyt/9fOUz3QOh8PhcDgcjnUBf/B1OBwOh8PhcKwLrI2c2YjKR8PVXGzymCR3BKPup3sNnhKDz+ml0IV8IFHFBFGrBItp31AbMITgmLTJd/wqbu7CtL3g9oWkFJPYAuPycpwdPZCs2ORGlRfbNUFulE6bXB4vnlZJl337KPzhwmly7bzUUvmmyfmnAQCVGg313JTESSJydVcidrkY1/PpiK7XZymZaE6TDQr2Weam7yXhqdqi48asW5ptRSZhP2rTan8sfxVrckKTE7xRcvYAAAGrSURBVJ7aE/S5WkYmKIq9ctuqINo5ZkJpcTW2apBHNOFYKblrc07AyEw4Q4NDCQqeo+KaqSokYQl8nYqVUByQSRxZutJsml+gUJ/JmVk+yu4vcmY8fsy5ei1yW0YcDtErlbiUpF6eX80Yrno81qrQ4tClzCRzSTeItGKnp1WmMnb7S5KjvT9knMCYZuUEaUDHTVaMuM9m5XuNTVDs8/yxmKkb+08/T0lJdx+iOfK9V50Mttkj5LI+FlHYxPPHNNShEAU/uQXbWzFvrCbl+x9t80G1Grz1+3+I3w1/b/U9NwEAtq74bNQPr79cEhI1CXPiJN3PnnjucXo98Eiw3bGTQg0Ps/7evQ/rOJj60HUAgBsve2PY9uegMSVhqol59so5MbvJFUkLm3jOY7fBD2i9SOepyXEKt+l2Oek7UVnILdOvPrHbGV+Hw+FwOBwOx7pANCqpy+FwOBwOh8Ph+NsGZ3wdDofD4XA4HOsC/uDrcDgcDofD4VgX8Adfh8PhcDgcDse6gD/4OhwOh8PhcDjWBfzB1+FwOBwOh8OxLuAPvg6Hw+FwOByOdYH/H4rsf3hAZxTnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "L = 5\n",
    "W = 5\n",
    "\n",
    "fig, axes = plt.subplots(L, W, figsize = (12, 12))\n",
    "axes = axes.ravel()\n",
    "\n",
    "for i in np.arange(0, L*W):\n",
    "    axes[i].imshow(X_test[i])\n",
    "    axes[i].set_title('Prediction = {}\\n True = {}'.format(predicted_classes[i], y_true[i]))\n",
    "    axes[i].axis('off')\n",
    "\n",
    "plt.subplots_adjust(wspace = 1)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}