demo_tutorial/NN_uncertainty_analysis/Uncertainty_Demo_MNIST.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Classification Uncertainty Analysis in Bayesian Deep Learning with Dropout Variational Inference"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is [astroNN](https://github.com/henrysky/astroNN), please take a look if you are interested in astronomy or how neural network applied in astronomy\n",
    "* **Henry Leung** - *Astronomy student, University of Toronto* - [henrysky](https://github.com/henrysky)\n",
    "* Project adviser: **Jo Bovy** - *Professor, Department of Astronomy and Astrophysics, University of Toronto* - [jobovy](https://github.com/jobovy)\n",
    "* Contact Henry: henrysky.leung [at] utoronto.ca\n",
    "* This tutorial is created on 16/Mar/2018 with Keras 2.1.5, Tensorflow 1.6.0, Nvidia CuDNN 7.0 for CUDA 9.0 (Optional)\n",
    "* Updated on 31/Jan/2020 with Tensorflow 2.1.0, Tensorflow Probability 0.9.0\n",
    "* Updated on 27/Jan/2020 with Tensorflow 2.4.0, Tensorflow Probability 0.12.0\n",
    "* Updated on 13/Apr/2023 with Tensorflow 2.12.0, Tensorflow Probability 0.19.0\n",
    "\n",
    "<br>\n",
    "For more resources on Bayesian Deep Learning with Dropout Variational Inference, please refer to [README.md](https://github.com/henrysky/astroNN/tree/master/demo_tutorial/NN_uncertainty_analysis)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First import everything we need"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format=\"retina\"\n",
    "\n",
    "from keras.datasets import mnist\n",
    "from keras import utils\n",
    "import numpy as np\n",
    "import pylab as plt\n",
    "\n",
    "from astroNN.models import MNIST_BCNN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train the neural network on MNIST training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Training Data: 54000, Number of Validation Data: 6000\n",
      "====Message from Normalizer====\n",
      "You selected mode: 255\n",
      "Featurewise Center: {'input': False, 'input_err': False, 'labels_err': False}\n",
      "Datawise Center: {'input': False, 'input_err': False, 'labels_err': False} \n",
      "Featurewise std Center: {'input': False, 'input_err': False, 'labels_err': False}\n",
      "Datawise std Center: {'input': False, 'input_err': False, 'labels_err': False} \n",
      "====Message ends====\n",
      "====Message from Normalizer====\n",
      "You selected mode: 255\n",
      "Featurewise Center: {'input': False, 'input_err': False, 'labels_err': False}\n",
      "Datawise Center: {'input': False, 'input_err': False, 'labels_err': False} \n",
      "Featurewise std Center: {'input': False, 'input_err': False, 'labels_err': False}\n",
      "Datawise std Center: {'input': False, 'input_err': False, 'labels_err': False} \n",
      "====Message ends====\n",
      "====Message from Normalizer====\n",
      "You selected mode: 255\n",
      "Featurewise Center: {'input': False, 'input_err': False, 'labels_err': False}\n",
      "Datawise Center: {'input': False, 'input_err': False, 'labels_err': False} \n",
      "Featurewise std Center: {'input': False, 'input_err': False, 'labels_err': False}\n",
      "Datawise std Center: {'input': False, 'input_err': False, 'labels_err': False} \n",
      "====Message ends====\n",
      "====Message from Normalizer====\n",
      "You selected mode: 0\n",
      "Featurewise Center: {'output': False, 'variance_output': False}\n",
      "Datawise Center: {'output': False, 'variance_output': False} \n",
      "Featurewise std Center: {'output': False, 'variance_output': False}\n",
      "Datawise std Center: {'output': False, 'variance_output': False} \n",
      "====Message ends====\n",
      "====Message from Normalizer====\n",
      "You selected mode: 0\n",
      "Featurewise Center: {'output': False, 'variance_output': False}\n",
      "Datawise Center: {'output': False, 'variance_output': False} \n",
      "Featurewise std Center: {'output': False, 'variance_output': False}\n",
      "Datawise std Center: {'output': False, 'variance_output': False} \n",
      "====Message ends====\n",
      "Epoch 1/5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Henry\\miniconda3\\lib\\site-packages\\keras\\engine\\functional.py:639: UserWarning: Input dict contained keys ['input_err', 'labels_err'] which did not match any model input. They will be ignored by the model.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Learning rate reduction is conditioned on metric `val_output_mean_absolute_error` which is not available. Available metrics are: loss,output_loss,output_categorical_accuracy,val_loss,val_output_loss,val_output_categorical_accuracy,lr\n",
      "843/843 - 17s - loss: 0.2449 - output_loss: 0.1770 - output_categorical_accuracy: 0.9458 - val_loss: 0.1486 - val_output_loss: 0.0852 - val_output_categorical_accuracy: 0.9730 - lr: 0.0050 - 17s/epoch - 20ms/step\n",
      "Epoch 2/5\n",
      "WARNING:tensorflow:Learning rate reduction is conditioned on metric `val_output_mean_absolute_error` which is not available. Available metrics are: loss,output_loss,output_categorical_accuracy,val_loss,val_output_loss,val_output_categorical_accuracy,lr\n",
      "843/843 - 16s - loss: 0.1414 - output_loss: 0.0755 - output_categorical_accuracy: 0.9768 - val_loss: 0.1497 - val_output_loss: 0.0818 - val_output_categorical_accuracy: 0.9766 - lr: 0.0050 - 16s/epoch - 19ms/step\n",
      "Epoch 3/5\n",
      "WARNING:tensorflow:Learning rate reduction is conditioned on metric `val_output_mean_absolute_error` which is not available. Available metrics are: loss,output_loss,output_categorical_accuracy,val_loss,val_output_loss,val_output_categorical_accuracy,lr\n",
      "843/843 - 17s - loss: 0.1392 - output_loss: 0.0698 - output_categorical_accuracy: 0.9792 - val_loss: 0.1423 - val_output_loss: 0.0693 - val_output_categorical_accuracy: 0.9824 - lr: 0.0050 - 17s/epoch - 21ms/step\n",
      "Epoch 4/5\n",
      "WARNING:tensorflow:Learning rate reduction is conditioned on metric `val_output_mean_absolute_error` which is not available. Available metrics are: loss,output_loss,output_categorical_accuracy,val_loss,val_output_loss,val_output_categorical_accuracy,lr\n",
      "843/843 - 17s - loss: 0.1306 - output_loss: 0.0596 - output_categorical_accuracy: 0.9813 - val_loss: 0.1367 - val_output_loss: 0.0650 - val_output_categorical_accuracy: 0.9802 - lr: 0.0050 - 17s/epoch - 21ms/step\n",
      "Epoch 5/5\n",
      "WARNING:tensorflow:Learning rate reduction is conditioned on metric `val_output_mean_absolute_error` which is not available. Available metrics are: loss,output_loss,output_categorical_accuracy,val_loss,val_output_loss,val_output_categorical_accuracy,lr\n",
      "843/843 - 16s - loss: 0.1339 - output_loss: 0.0613 - output_categorical_accuracy: 0.9815 - val_loss: 0.1331 - val_output_loss: 0.0587 - val_output_categorical_accuracy: 0.9824 - lr: 0.0050 - 16s/epoch - 19ms/step\n",
      "Completed Training, 84.72s in total\n"
     ]
    }
   ],
   "source": [
    "(x_train, y_train), (x_test, y_test) = mnist.load_data()\n",
    "\n",
    "y_train = utils.to_categorical(y_train, 10)\n",
    "y_train = y_train.astype(np.float32)\n",
    "x_train = x_train.astype(np.float32)\n",
    "x_test = x_test.astype(np.float32)\n",
    "\n",
    "# Create a astroNN neural network instance and set the basic parameter\n",
    "net = MNIST_BCNN()\n",
    "net.task = \"classification\"\n",
    "net.max_epochs = 5  # Just use 5 epochs for quick result\n",
    "\n",
    "# Trian the nerual network\n",
    "net.fit(x_train, y_train)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test the neural network on random MNIST images"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see from below, most test images are right except the last one the model has a high uncertainty in it. As a human, you can indeed can argue this 5 is badly written can can be read as 6 or even a badly written 8."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\henry\\documents\\github\\astronn\\astroNN\\models\\base_bayesian_cnn.py:611: UserWarning: You are using CPU version Tensorflow, doing 100 times Monte Carlo Inference can potentially be very slow! \n",
      " A possible fix is to decrease the mc_num parameter of the model to do less MC Inference \n",
      "This is just a warning, and will not shown if mc_num < 25 on CPU\n",
      "Prediction progress: 100%|██████████| 6/6 [00:00<00:00,  8.05sample/s, Monte-Carlo=100]\n"
     ]
    },
    {
     "data": {
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6j2xtbcX69eu19q5++PCh+N///ifWrFlTZF1Bz0wA4rvvvtO4fUGtatWqVfWmrV27tpRGU8/wuLg44eHhIaV55ZVXNKZ79OiRGDx4sJSuadOmGmtC5deogu+gl5eXxjtV8uuzfDtd1xhLkdfyqlQq8c8//5To/i2lzAR0u3fvVjtB3n//fbX18h8fAKJnz54iNzdXZ54ff/yxlL53794iOztbZ3p50LJ48eIi62/cuKFWBk3BXIEzZ85IF3Nz/PiOHDlS7Ufn0aNHOo9Fm+IEdCdPnpS2qVWrloiLi9OZXn7boHfv3kXW5+TkqA0BouvWQkJCQpHbTKUhoBNCqA2C+dprrxVZb8h7ffXqVbVj27Ztm9b9Xbp0SS2ILCsB3dChQ6Vy1K5du0hgb2nGBHRXr14Vbm5uaj+omuTm5gpfX1+DrhVC5P9QV6tWTQr+TB22afHixdK+v/32W63pLBXQffLJJ1K+rVq1KrL+yJEj0nonJyeRlJSkM7/CfwA7d+6s9Xqel5cnAgICdF7Ld+3aJa0fOXJksY5RCCF++eUXneeC/Pb8vHnzRLly5bSmvXPnjpTW19dX4/5ee+01g66bQuRfZ4OCgqT0v/zyS5E0hQMzFxcXjZUe+rYryYAuLS1NLfAdPnx4ie3b0spEp4idO3di1KhR0nMHBwe8/vrrOrdZvny5WhVwYdnZ2fj6668B5A+PsGrVKtjZ6b5D/dlnn0m3BTZt2lRk/dq1a6Xldu3aYeTIkVrz6tChg871xoiNjcWvv/4qPV+1ahU8PDzMkrchvvzyS2n5s88+Q/Xq1XWmDwkJgb+/PwDgwIEDRRpoHzhwQBpQ1sXFBUuWLNGaV5UqVfDxxx8Xt+gWJW8WIG8uYIx169ZJyy+88AKGDBmiNW3z5s0xbty4Yu2ntNqwYQO2bdsmPf/ss8/g6OhoxRIVlZmZicjISCxZsgQdO3ZEamoqAMDf3x/Lli3TuM2uXbukW0Ldu3fXey2oXr063n77bQD5164tW7aYVGb5eWKNHoAFzToAaOwEEBQUJN0my8jIMPp4ly1bpvV6rlKp1I6/oFmBnHyYC1MGN5bfZjx27FiR9fLXevTogU6dOhmUVtPty/j4eOl3qUKFClrPvQK2trZYtGiR9FzTb1phb7zxBvz8/PSms6Zp06ZJt9WdnZ21dkpTIsW0odu7d2+RH/aCmSJu3ryp9vqyZct03hNv1qyZ3vYA58+fx+PHjwHk956tU6eO3jJ6enrC398f169fx9WrV/H06VNUrFhRWi//wunqqVRgzJgx2Lhxo950+hw+fFjqreTr64vevXubnKehcnJypB6WdnZ2GDp0qN5tVCoVgoKCcOPGDQghcPbsWQwYMEBaL38fX3zxRVSqVElnfsOHD8frr7+OzMzMYh6FZcjbSMrbNRpD3mbm1Vdf1Zt+5MiR+P7774u1r9Lm/PnzmDJlivR8xIgRBr0HllTQ81sXGxsbDBo0CN98843WP1Z79+6Vll9++WWD9t2tWzdp+fTp03jnnXe0ps3Ly8OFCxdw6dIlxMTEICUlRWuPcG29/i3l7NmzUjBra2uLV155pUgalUqFkSNHYvHixQDyA/tJkyYZlH+9evXQunVrnWnkPZE19YCsXbu2tLxt2zbMnj1b7x9VTTw8PODv748bN27g0aNHuHHjhvRnFvi/77ezszPatm2Lrl27Yt++fTrTApoDusOHD0vXwH79+hnURrtt27ZwcXHB8+fPcfr0ab3pDT1Xvb29De5FbE5ff/011q9fLz3/8ssvS137alMoJqA7d+6cxn9KcuXKlcNXX32ltxZC35cZAEJDQ6XlhIQEtbGjdHn69CkAQAiB2NhYKaATQuCvv/6S0rVt21ZvXoGBgVCpVCaf+PKOHiXZ8BQA/vrrL6SlpQEAnJycMGvWLIO2k3/WBQOLFpD/wBjyPrq5uaFJkyalbrwveRBXvnx5o7fPy8tTO6c0dUoorHXr1mY5p6wtKioK/fv3lzruNG3aFN99952VS2WYAQMGYO3atWp/9gqTX3/27NljUFCVnJwsLRf+zhTIycnBihUr8OWXX0q13PqU9BAm8s4QwcHBWoPe0aNHSwFdQRCob6gOIP9c0Uc+HZv8fS3Qtm1b1KlTB/fu3cODBw/QuHFjjB07Fv3790e7du3g7Oysdx8Funbtihs3bgDI/7MqD9JOnDgBIH9YHgcHB7XOdoXT6gvo5OfUzZs3Df5NK/iDkpSUhLS0NLi6umpMZ29vb9B7ay27du1SGzplzJgxan8IywLFBHSauLm5oUqVKmjWrBl69OiBMWPG6LxIFjCkilzeEy0yMlJrTyVd5LfRkpOTkZWVJT2X/8PTpnz58qhQoYIUJBbXP//8Iy2X9DyX8vcxNTUV33zzjdF5FL4dGR8fLy0b8j4C+b2YSltAJ/+hqFy5stHbF65VqVWrlt5t3NzczHJOWVNcXByCg4Px6NEjAPnn9IEDB0rFvLiFe37n5OTg4cOHiIiIkAKoHTt24O7duzhy5Ajc3d015iP/3uzYscPocmi6hZ+ZmYkBAwYYPZNGcWuPi6Pw7VNddzIaNWqE1q1bS9/rH3/8EZ988onefRhyntjb20vLmmou7e3t8dNPP+HFF19ESkoKnjx5gmXLlmHZsmVwcHBAq1at8MILL+DFF19E586dddbadu3aVeoZevz4cUydOhVAftBVcB4UBGitWrVC+fLlkZKSopb29u3b0vnl6+sLT0/PIvuRn1OGVJBokpSUpDWgq1Spkt5mSdZy4sQJjBgxArm5uQDyayjlTaDKCsW0oZs/fz5EficO6fHs2TNER0fjjz/+wJtvvmlQMAfAoH9Pmv6VGUs+KGNBu5kCmoYV0ETbl8cY8guyuYdC0cfc7yOg/l6W5PtoTmlpaWo1JMW5XWPNc8paEhMTERwcjDt37gDInyLs8OHDqFGjhpVLlq9y5cr4+uuvpceqVavwxx9/ICoqCmvXrpUmAf/rr790Dvlj6vdG04CwCxYskII5GxsbvPrqq/jtt99w/fp16Q+n/PpaoCRrc3fu3Cn92XBzc8OgQYN0ppcHfBs3bjSorPpuiRuqU6dOuHz5Ml577TW171RWVhbCwsKwZMkSdOnSBf7+/ti+fbvWfOS1afJaNvlyQc2cra2t1I5Ovl7eDEXbkFmWuBbLGVMrWZLOnz+P/v37SwM7d+3aFb/99lupDT5NoZiArqTJv6AzZswoEkwa8pB/UQsHUs+fPzeoHAW3K00hH3uscBBgafL3sUWLFsV6Hwtm9iggfy9L8n00p/Pnz0v/FoHijddWODBT6nthqJSUFPTu3Rt///03gPzbYocOHVIbz6q0srOzw2uvvYY1a9ZIr+3bt0/rTAfyz/bSpUtGf2cKt/vKzMyUxj0E8muzNm3ahJdeegn+/v4oX768Wq1USdbKycnfj9TUVLi6umqdjabw7AP37t0r8Wn0vL29sXbtWsTHx+Pw4cOYN28egoKC1IKbmzdvYsiQIWqdw+Q8PDykNt2PHz+Wzu+CIM3V1RUBAQFS+oKATZ7WkPHn5OfU8uXLi3UtNmTGmtLkypUr6NWrl3Q+BwYG4o8//pD+WJU1DOi0kLfbkA9AWFwVKlSQ5o4DIPWy0SUlJcUs/6rkxxIVFWVyfsXd9927d5GXl2dynvJb5oa8j4D2NkXWIr+tZGNjozZ1laEqVKig9iNsSJuo1NRUs5xTJS0tLQ19+/bF+fPnAeQ3Rzhw4IDa9D1KMHLkSLUOPnPnzlUbwLuAua8/4eHh0p+5pk2b6u01e+/ePZP3aaxHjx4ZfTu4MHnv2JLk7OyM7t27Y8GCBTh69CgSExOxbds2NG/eXErzwQcfSAM7F6apt2tB+7lOnTqpfc81pTUkoDP3OVXaRUZGIjg4GE+ePAGQf97v27fPLIOrl1YM6LSQN7Y/ceKEyT0kVSoVmjVrJj0vPCOFJuHh4Wa53SGv/dHU3d0Yxt6uaNGihTSMREpKilrD3OJq0aKFtGzI+5iamoqrV6+avF9zSUhIUPvh6dWrl8HNBeRsbGzUGiGHh4fr3ebChQtmu4VmrltX+mRkZGDAgAHSLCMuLi7Yu3evQZ2bSqMlS5ZIE8w/ePBAaj8lJ7/+HDhwwOR9yttPGRIEnzx50uR9GmvTpk1SrbWbmxvatm1r0KNJkyZSHlu3bi0VNdDOzs4YMmQIjh07JjWnyMrK0vpZFr7tGhkZKc1OVDhAa9mypdQO8Pjx42pt7fz8/LQ2PzD3OVWaRUVFoUePHlL7cT8/Pxw6dKhYbZWVhAGdFh07dpR+ZFNTU80y1IO8bcNPP/2kN72hE0/rExwcLLUXuHXrlklfZnlVtSET3zs7O6sNp6Bv7CNDyN/HvXv3Sv/AtPn1119LzZAlQgiMHTtW7db3hx9+WOz85Bf7n3/+WW96Q8aSMpSx50JxZGdnY+jQodLk846Ojti5c2exajRLiwYNGqgN7/Df//63yPnZr18/afnnn3+WhlAqLvmYm/puzefl5alNaVVS5Ne7iRMnIiwszKBHeHi41Es8NTUVv//+e4mXXZtKlSqhQ4cO0nN5BzW5wgGdrjZxtra26Ny5s5S24LtROJ/CevXqJf0O3L59G7t37zb4OJQkNjYW3bt3l+5Y1KlTB4cPHy7RsVethQGdFo6OjmrtM+bMmaM2X6Q+mr64r732mrQcFham88f17NmzBv1AG8LT01NtPsbJkydrvbDoU7FiRenH4fHjxwb9kM+ePVta3rZtm9o4QPoU9GSU69WrF2rWrAkg/8dJnn9hiYmJmD9/vsH7s6TU1FS8/PLLamOMjRw50qTgRD5Ez8mTJ3U2vr58+bLaQMSmkg/toO1Wkilyc3Px6quvSu+XnZ0dtmzZgh49eph9XyXto48+kr5HDx8+LNLjbujQodL4WM+fP8eoUaMMDppTU1OL1FLJe7efOHFC5233//73v7h8+bJB+zKXiIgIteurMYOqF9SGFTDXH2FdEhMTDU4rbxaibYSFatWqoVGjRlLeBaMBlCtXTmNNdEGQJ08rf12TmjVrqg3AP2XKFIO/t3l5eWqjC5RWjx8/Rvfu3aWmRZ6enjhy5EjZmatVH5PmmbAwc0yvVKA40xQ9e/ZMNG7cWNqufPnyYvXq1SIzM1Nj+oSEBPH999+LVq1aiXfffVdjmtGjR6tNWaNpSp/Dhw9bZC7XKlWqSOl0zeWalJQkvvvuOzFr1iyN6/39/aV8fv31V41pCpPPYatSqcTMmTNFQkKCxrQZGRlix44dYtCgQUXm5C2wdu1ataljZs6cWeRzuXPnTqmYyzUuLk7897//FV5eXmplbtu2rUhPT9e6naHTrA0fPlxK5+rqqnEu09OnT5t9LtewsDApTfXq1bXOX1wceXl5avN12tjYiM2bN5slb/l0VeaYsszYuVwLvPzyy9J2tWvXLjK/6qFDh9TmqG3Xrp0IDw/Xmt/ly5fF+++/LypVqiSuXLmiti43N1dtCrzg4GARGxurliYjI0PMnTtXOo/k56o25pr666233pLy8fPzM3r7Q4cOqZ0r9+/fV1sv/4zGjh2rNz9937358+eL5s2bi2+++UY8fPhQYx4pKSnivffek/KxtbUtUi65119/Xe09B/Lnm9XkwoULRdIC0Dut4sOHD0WNGjWk9DVq1BC//fab1mkwY2JixPLly4Wvr69YsWJFkfXFndvbElN/JSUliebNm0t5uru7F5kDuKwre/12zcjNzQ1//PEHevTogaioKKSkpGDSpEmYNWsW2rdvj5o1a0KlUuHJkye4fv06IiMjpUb/2v4pLVu2DKGhobh9+zYyMjIwatQoLFiwAO3atYOtrS0uX76MiIgIAPm9a7dv326WBspeXl749ddfMWjQIKSmpiIqKgq9e/dGnTp1EBgYiMqVKyM1NRU3b97EpUuXkJ2djYEDB2rMa+jQodJ0KaNGjcKGDRtQv359tYa7X3zxhdo23333HeLi4nDw4EEIIfDFF1/gf//7HwICAuDj4wNnZ2ckJyfjzp07uHLlitRQXFs7qddeew179uyRbq988cUXWL9+PYKCglChQgVERUXhxIkTyMnJQUBAAHx9fc1W41lY4VlM8vLykJKSgqdPn+LatWsaO6K89tpr+Oqrr8zS22rFihUIDw9HdHQ00tLSMGzYMDRo0ACBgYGws7PDlStXpM4E77zzDrZt2yadU7qmv9MnICAAtWvXxv379/Ho0SP4+/ujZ8+ecHd3l9rXBQQEqNUOG2rlypVqNbk+Pj44ffq0QaPVV6lSBQsWLDB6nyVt7ty52LJlC/Ly8nD//n38+OOPGD9+vLS+R48eWLlyJaZOnYrc3FyEhYUhMDAQvr6+aNmyJSpVqoT09HQ8evQIly5d0nlb1sbGBp988ol0l+DQoUPw8/NDhw4dUKdOHSQmJuL48ePS+HWrV68229SD+uTk5Kh9N4uz327dusHT0xMPHz5EXl4eNm7ciDlz5pizmEVcvnwZ06ZNwxtvvAEfHx80adIE7u7uyM7OxsOHD3H27Fm1mtL3339fZ01R165d8e2336q9pu13pEWLFqhUqZLaeIMNGjTQO/xRjRo1sHPnTvTt2xcJCQmIi4vDsGHDUK1aNbRt2xYeHh7Iy8tDYmIirl69irt37ypmEPJJkyap1Sw3adKkyPupTbt27dRqLxXL2hGlLtauoSuQmJgohg0bJlQqlcZ/RYUfFStWFOvXr9ea3/3790XLli115jFu3DiRmZlp0D9gQ2pTCly6dEntX4yuh7ZJp5OTk0WjRo10bqtJTk6OmDt3rnBxcTFo//b29mLatGlajyUzM1O8+uqrOvMIDAwUMTExajWE5q6hM/RhY2Mj+vbtKw4ePGjQPoz593v37l3RpEkTnfufMGGCyMrKEp6entJrT5480Xt8us6pPXv2CEdHR637NKQ2RBP599XYh773Sj4x98cff1ys8skVt4ZOCCGGDRsmbevj4yNycnKKpDl69Kjw9fU1+PgbN25cpPatwJw5c3Ru6+TkJFauXCmEEHq/z0KYp4Zu586davu6detWsfJ55513pDwK1/KZu4buiy++MPjzcHBwEAsWLNC7z8ePHxf5jTl37pzW9AMGDFBLO3nyZL37KBAdHS26d+9u8DF4eHhovKNTmmroinNNNvU6Vdqwhs4AlStXxpYtW3D16lVs3rwZx48fR1RUFBITE2FjY4OKFSuifv36aNWqFXr06IHg4GCdNS9eXl4IDw/HunXrsGnTJly9ehWpqamoUaMGWrdujfHjx6NPnz4WOZbmzZsjIiICO3bswI4dOxAaGop//vkHaWlpKF++POrVq4fAwED0798fvXr10phH+fLlER4ejpUrV2LXrl24fv06nj59qreNj62tLT7++GNMnz4dP/74Iw4fPoxr164hISEB2dnZKF++POrUqYOmTZsiKCgIffv21Tmrh4ODAzZt2oQxY8bg+++/R2hoKBISElClShU0aNAAr776KsaOHas2XExJcHBwkGb58PDwQMuWLdGmTRt0797dYm056tati4sXL2LNmjXYvHkzrl27Jp1TAQEBmDhxIoKDgwH83ywCKpWqWFOOyfXt2xcXLlzA119/jdOnT+PevXtITU0ttf/qnz59KjWWtrGxwfDhw61anrlz52Lr1q0QQuDOnTv4+eefi8yOUDCv8fbt27Fnzx6EhYXh0aNHSElJgYuLizQfaIcOHdCnTx+1XuCFffrpp+jTp4/0ecXHx6NcuXKoVasWevfujfHjxxs0fZY5ydu8BQYGFntuzZEjR0pjvd28eRNhYWHFGt/REO+++y6GDh2KQ4cO4ezZs7hy5Qqio6ORkpIi/SY0bNgQ3bp1w5gxYwyaC7xq1apo1KiRNLZc+fLl1eaULSwoKAh//PGH9NyYaR0LOgqEhobit99+w8mTJ/HgwQMkJSXBzs4OVapUga+vL9q0aYOePXuia9euZXIg3rJGJUrrlZeIzO7WrVvw8/MDkH+LpmAOyX+LnTt3SrMPjBo1Chs3brRugYiIzIS9XIn+ReQDGstHn/+3KBjiwdbWFnPnzrVyaYiIzIcBHdG/xL1799Q6q7zyyitWLI11FIzvNXLkSKmmkoioLGBAR1QGjBgxAtu2bdM6gPKBAwfQqVMnaeLzpk2bonfv3iVYQutLSEjA1atXWTtHRGUS29ARlQHe3t64d+8eypUrh1atWsHb2xtOTk5ITExEeHi42uCmrq6uOH36tM7G80REpCwM6IjKgIKATp969ephy5Ytip0HlYiINGNAR1QGREVF4ffff8epU6dw9+5dJCQkIDExEQ4ODqhatSpat26Nfv364dVXX1UbAJqIiMoGBnRERERECsdOEUREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQFeC1q9fD5VKBZVKhZCQEGsXh8qYgnNLpVJZuyiK8ezZM3h6ekKlUmHIkCHWLg6VYi+//DJUKhWqVasmDdBNVJqYPaCLjo5W+2Exx2P9+vXmLmaZ0LVrV+k9+s9//mPUtvLg0tvb2yLlIyrtPv74Y8TFxcHW1haLFi3SmMbUa9rx48dL9qDIIj799FPY29sjPj4e8+fPt3ZxJEIIbN++HS+99BJ8fHzg7OyMqlWrok2bNliwYIHaoOKWkJWVhY0bN6Jv376oU6cOnJycUKNGDXTo0AFffPEFEhISipXvkSNHMGbMGPj5+cHV1RWVK1dGs2bNMGvWLNy4ccOo8h0+fBgffPABgoOD4eXlBWdnZzg7O6NWrVro06cPli5diidPnhic571797B161a8//776NmzJ5o2bYrq1avDwcEB5cuXh4+PD1566SX88MMPSE1NLc7hF48ws6ioKAHArI9169aZXK4uXbpI+R07dszk/Ipj3bp1UhnGjh1rcn7yY5o/f36xy1KnTh2Ty/JvZu7Ptbjk35mSNHbsWLN+V0tKdHS0cHBwEADEq6++qjWdqde0krzeWOsc+LcICQkRAIS9vb24c+eOtYsjYmNjRbdu3XSef25ubhb7Xl6/fl20bNlS5/6rVasm9uzZY3CeycnJYsSIETrztLe3F4sWLdKb16xZs0TFihUN+p66urqKlStXGlRGV1dXg7//Hh4eYuvWrQYfvynsDIj5jFK+fHlMmzZNZ5rw8HCcO3cOAODp6YnBgwfrTN+wYUOzlY+ICAA++eQTZGVlAQBmz55t8HZjxoxBuXLlDE5fs2ZNo8tGpdPs2bOxYcMGZGdnY8GCBdiwYYPVypKSkoJevXrh6tWr0muBgYFo3LgxkpOTcfToUTx9+hSpqakYN24cbGxsMGbMGLPtPyYmBt27d8fDhw8B5Df5eOGFF1C/fn08fvwYhw8fRnp6Oh4/foxBgwZh37596N69u848s7OzMWTIEBw5ckR6rUmTJmjdujXS09Nx8uRJPHr0CNnZ2ZgzZw6ys7Mxb948rfn98ccfarfH3dzcEBgYiJo1a8LBwQG3bt1CaGgosrOzkZaWhqlTp+LevXv47LPPDH4ffHx84OfnBw8PDzg5OeHp06f466+/cO3aNQDAP//8g2HDhmHNmjV47bXXDM63WEokbCxk/vz5UvTapUuXEtkna+i0l4U1dKYpLTV01qLEGrrY2Fhhb28vAIhOnTrpTFu4hi4qKqpkClkM8nKSZXTv3l0AEHZ2duLBgwdWK8fo0aOlz7py5cri6NGjauufPXsmXn31VSmNg4ODuHXrltn2/8ILL6j9hly+fFltfXx8vPReFZQxKSlJZ55z586V0js5OYnNmzerrc/MzBSzZs1SO8+PHz+uNb8GDRoIOzs7MWLECHHw4EGRnZ1dJM29e/fUyglA7N27V2c5p02bJrZt2yYSEhK0prl48aJo3ry5lKeLi4u4f/++znxNxU4RRPSv8+233yI7OxsAMGHCBCuXhpSk4HzJycnBN998Y5UyXL16FZs2bZKe//zzzwgKClJL4+bmho0bN6JDhw4A8tuS6arNMsbevXtx8uRJAICDgwN27dqFZs2aqaVxd3fHzp07Ua9ePQDAkydPsGTJEq15Pn78GF9++aX0fPny5Xj55ZfV0jg4OGDJkiUYMWKE9NoHH3ygNc+XX34ZN27cwC+//ILg4GDY2RW9KVm7dm3s2bMHAQEB0msff/yx1jwB4Ouvv8aQIUNQpUoVrWlatmyJw4cPS2meP3+OjRs36szXVAzoiOhfJS8vT+po5eDggEGDBlm1PKQs/fv3h7OzMwBgw4YNyM3NLfEyrFy5Enl5eQCA4OBg9OrVS2M6GxsbtSBqy5YtiI+PN3n/8kB27NixaNq0qcZ0rq6uasHRd999h5ycHI1pN2zYgLS0NACAn58fJk2apHX/S5YsgY1NfvgSGhqKiIgIjen+85//wMfHR/fBAHB0dMSCBQuk53/++ScSExP1bqePu7s7Bg4cKD2/ePGiyXnqUuoDuuzsbKxbtw6DBg1CnTp14OzsjPLly6NBgwYYP348Dh06pHP7gp5mJ06ckF4LCgoyuDft48ePsW7dOowdOxYtW7ZE5cqVYW9vj4oVK8Lf3x/jxo3DgQMHzH3YpcLx48el96Zr167S60ePHsXLL7+MevXqwcnJCVWqVMELL7yAr7/+Wqr1MNQ///yDJUuWIDg4GLVr15Z6H9WuXRt9+vTBkiVLEB0drTef7OxsbNy4EcOHD0e9evVQrlw5uLq6om7dunjllVewfft2CD3TFms73r179+KVV16Br68v3NzcoFKpsHz5coSEhEClUmHcuHFS2g0bNmg8t+T5yct84MABvPfeewgKCoKnpyecnJyk3ld9+/bFV199ZXAvKUOGLfH29pbSFLyvMTExmDt3Lpo3b46KFSvC1dUV/v7+mD59Ou7du6c3L3k7onHjxmk8/oJe2G+++ab02pQpUww6LgBYvXq1tF3Hjh0N3k6TEydOIDY2FkD+taBChQom5Vcc5vxuyfOS09brVv59kvfglfd2P336NCZMmAB/f39UqFABKpUKM2bM0Lj/AwcO4LXXXoOfnx/Kly8PZ2dn1KlTB4MHD8a6desMuiYUfJfk1+GCGp3AwEBUrVoVzs7OqFevHiZMmIALFy5ozSsiIkLKq1KlSkhPT9e7fwBITk6Gi4uLtO3Nmzc1pnN1dUVwcDAAIC4uDkePHjUof3MRQuCPP/6QnsuvP5p07NgRvr6+AIDc3Fzs2rXLpP2npqaqtXHTt/+XXnpJanP65MkTqWavsB07dkjLBeeDNrVr11Zrj7d9+3ZDiq6T/LoihNB57TNGtWrVpOVnz56ZJU+tLHpDVwtD29CFhYUJHx8fvb1IgoODxePHjzXmoW9b+aNw+5+vvvpK2NraGrRtt27ddN5PF0J5beiOHTum9jllZmaKSZMm6XwfWrVqJeLj4/XuPzc3VyxYsEC4uLjofW9tbGzE33//rTWvY8eOGXSetGvXTsTExOjMR368T58+FYMHD9aY17Jly9Tajul7FD7P79+/L6pUqWLQtu7u7uLgwYN631P5NtrUqVNHrS3Y9u3bRYUKFbTu29nZWezevVtvXvoeBefnlStXpNfKly8v0tLS9B6XEEK0bdtW2m7t2rUGbaPN22+/LeX1+eef601viTZ05vxuyfMy5CEvv/zY6tSpIzIzM8WUKVM0bvfWW2+p7feff/4p0vZI08PX11ecO3dO5/tRuB1maGioqFmzps5rwgcffKA1v9atW0tpf/rpJ4M+k5UrV0rbdO7cWWfaZcuWSWnffPNNg/I3l8jISLX34uHDh3q3mThxopR+5MiRJu3/wIEDUl6urq4a26UVFhwcLG3z4YcfFlmfnp4ubGxspDRnz57Vm+enn34qpe/YsWOxjkUuJSVF7X0NDw83OU8hhBg4cKCU58SJE82SpzZm7+VqLidPnkSfPn3w/Plz6bWCHjxZWVkICwvDnTt3AACHDh1Cp06dcPr0aVStWlUtn4Iet9u3b5d64wwaNEhjz7PCvWkfPnwoVafXq1cPDRs2RNWqVaWeLFeuXMHff/8NIP+fdY8ePRAWFgZHR0czvQuly+TJk7F+/XrY2Nigbdu28Pf3R15eHsLCwhAZGQkgv0p5zJgx2Lt3r9Z8cnNzMWzYMLV/VQ4ODmjfvj28vb1hZ2eHR48e4eLFi4iLi0NeXp7UG7Gw3377DSNHjpRqAZycnNCuXTt4e3vD1tYWN2/eRGhoKHJychAWFob27dvj3Llz8PDw0HmsQgiMGjUKu3fvhkqlQkBAABo2bAghBK5evQqVSoUePXrAzc0NN27ckP6x+vv7a+zJVfAPuUBaWppUpV+pUiU0btwYderUgZubG7KyshAVFYWwsDBkZGQgISEBffv2xYkTJ6T2MOZw5MgRTJ48Gbm5uahduzbat2+P8uXLIyoqCsePH0dOTg7S09MxfPhwXL16FXXr1lXbfuzYsUhMTMSRI0ekcaG6d+8Of3//IvsKDAwEkN9jrX379ggNDUVKSgq2bt2qt+fdtWvX8OeffwLIbxc0fPhwk45bXqvfqVMnk/IyF1O+WzVr1pSuc/JbYdpGGyhfvrzWcrz99ttYtWoVAKBp06Zo3rw57O3tcfPmTekWF5Bfs96xY0fpGgzk9/Zr27YtHB0d1T6zW7duISgoCPv37zeodvXevXt45513kJSUBFdXV3Tr1g0eHh549OgRjh07hrS0NOTl5eGzzz5DTk6OxnZZkyZNwuTJkwEAa9euxciRI/Xud+3atdLy+PHjdabt3LmztHzw4EGdabt27SrdIRo7dqzJ46pev35dWq5evTpq1Kihd5tWrVpp3N7U/Tdt2lRjuzRN+y/43mnaf2RkpHQLWaVSoWXLlgblqalMxXXlyhW1515eXibnefToUbUa0aFDh5qcp04WDRe10FdD9+TJE7V/Zz4+Phr/4f3000/C2dlZSte/f3+t+yxOL9e1a9eKFStW6KzVuXz5smjTpo2U9yeffKI1rZJr6BwdHQUAERAQIK5fv66WLi8vTyxfvlzt382JEye07nv27Nlqad944w2RmJioMe2ff/4pxowZI65evVpk3dWrV9Vq+GbMmKExnzt37ohOnTpJ6fr06aP3eO3s7AQA0bRpU/HXX38VSZuRkSEtF+dzjY6OFtOnTxd//vmnyM3N1ZgmOTlZzJw5U62mQ1taIYyvoXN0dBSurq5i48aNIi8vTy3d1atX1b6D48aN05qnsb1c5e/XCy+8oDf9O++8I6WfMGGC3vS6PHv2TKoJUKlUIiUlRe82lq6hM+d3y5BzQE5+bAV3I7y8vMTJkyeLpJWf83369JG2c3FxEZs2bSqS/ty5c6JevXpSOi8vL629HOXnkHxswKdPn6qle/r0qXj55ZfVjrNw704h8j9nNzc36XO+ffu2zvfhr7/+kvIzpOY4PT1der9UKpXO3pvy67Q5rvuff/65lF/btm0N2mbPnj1qn5cppk6dKuU1YsQIg7b55ptvpG0aNWpUZP2vv/4qrffw8DAoz7///lvtPNB2l85Q8lrMxo0bFyuPvLw88fTpUxEaGipmzJghncvGvFemKJUB3bx586T1FStWFPfu3dOa1++//27Qxc6Sw5Y8ffpUVK9eXQAQNWrUEDk5ORrTKTmgKwgonj17pjXPl156SUo7ZcoUjWkiIyPVqtY/++wzo8otJx9Qc+HChTrTpqamioYNG0rpw8LCiqQpfLzVq1c36PaxpYctkd8C09Wd3tiATqVSiX379mlNu3v3bimtm5ub1lsrxgZ0aWlpard5b968qTVtVlaWqFq1qpQ2NDRUb/66hIaGSnnVrFnToG0KB3RjxowR06ZNM+ixfPlyjXla4rslhGkBXcGPfWRkpM5tjh49qrbNzp07deYv/6wXLFigMV3h5gt9+/bV+uclNzdX9OrVS0obEBCgMd2ECROkNJpu88m99dZbUtrJkyfrTFtA3sxDV5Bt7oDuvffek/IbMGCAQdtcuHBB7f2VB+fGGj58uJSPobebt23bpnZdLezbb7+V1jdr1sygPBMTE9WO6caNG0Ydh9ylS5fUmld9++23Bm/7ySefqJWj8MPOzk7MnDlT559xcyl1nSKEEFi9erX0fO7cuahdu7bW9IMHD0afPn2k5ytXrrRo+TSpUKGCNDhyXFycNKBgWbN48WK4ublpXS8fNLFg4OjCli1bJlWtt2vXzqgBXeUuX74sNUb28/PD+++/rzO9q6urWpd9eZd/bebNmwd3d/dilc+c5I2ODx8+bLZ8+/Xrh969e2td37dvX1SvXh1AfkNoY6bb0cXFxUXtFtgPP/ygNe0ff/wh9cpr3Lgx2rVrZ9K+o6KipOVatWoVK48ff/wR33zzjUEPQxtrm+O7ZQ5vvPEG/Pz8dKb57rvvpOX+/ftjwIABWtN6e3tjzpw50vNVq1bp7ZykUqnwv//9T+0Wr5yNjQ3+97//SY3mz507h8uXLxdJJ+8luX79eq29UbOysvDTTz9Jzw0dxkbebEd+XlmavJNUQW9bfQqnM2U6KlP3r2nf1jymtLQ0jBo1Sjo/GjVqZLahjBo2bIg///wT//3vf7Wez+ZU6trQXb9+HY8ePQKQ/8UdO3as3m0mTJiAffv2AYDF5k18/PgxwsLCcP36dSQlJSEtLU3twnT+/Hlp+dKlS1q7cSuVk5MT+vXrpzONvN2Dtp6p+/fvl5bfeOONYk8kL29HNGzYMNja2urdplu3btLy6dOndaZVqVRqYx1ZUnZ2Nv78809cvnwZjx49wrNnz9S69st7Rl26dMls+x02bJjO9SqVCs2bN5e+j9HR0WjSpIlZ9j1p0iR8++23APJ7Bi9cuFDjZygP9vS1azLEP//8Iy3rGkOqJJnru2UOhcf90uTYsWPSsiEj348bNw4ffPAB8vLyEBcXh8jISI3tLAt07NhR71ATfn5+aN++Pc6ePSuVqXnz5mppAgIC0KJFC1y6dAmxsbE4cOAA+vbtWySvnTt3Su1ZmzVrhjZt2ug9JgBqf/YKviOamPs3KSMjQ1p2cHAwaJvC7boN7flrif1r2re1jkkIgXHjxkmzbTg4OODnn3+Gvb29wXkEBARI7VVzc3ORlJSEy5cv48aNG7h+/Tratm2LkJAQLF26VGf7VXModQGdfDwZf39/gy668oa2jx49wsOHD+Hp6WmW8ly7dg2zZ8/Gvn37DB5vqLiTEZdmDRo00PtFk39WycnJRdb/888/aj9GhQfCNEZoaKja8htvvKF3G3kA/uDBA51pvb29Ubly5WKXzxDp6elYtGgRVq1aZfA5Y85zy5A/Hfo+0+Jq3rw5AgICcO7cOcTFxWHv3r3o37+/WpqHDx9KQwI5ODhg9OjRJu+3YJwrwPCagMKioqLUhvgwlTm+W+Zgb2+v95yIjY3F48ePpeeGdNKpWrUq/Pz8pBreixcv6gzoDK2FlQd02sYhmzhxovRju3btWo0BnbwzhDE1M/LzR35eWZqTk5O0rK2zWGGZmZlqz4t77ptj/5r2ba1jev/99/Hbb79Jz1euXFnkj4E+vXr10jgO4MWLFzFt2jSEhYVhzZo1uHDhAo4fP27RoK7UBXTyQQ/r1Klj0DYFc6gVRPkJCQlmCegOHDiAgQMHFjlx9LH4WDNWYMhYXfJ/NZoGj5TXjjg6Opr0GRX0WAbyexIZOxZUUlKSzvWFe0ubW1JSErp162Z0jZs5zy1jP1NjxxjUZ9KkSdLtw7Vr1xYJ6OS3yQYOHGj229/FrR02N3N8t8yhUqVKenssyq/Pzs7OamNs6eLt7S0FdPr+lOhqYiMn74WobbDcUaNGYdasWXj+/Dl27dqF+Ph4te92TEyM1PvS0dHRoN6wBfTdOrYU+a15Q2ulCqfTdXvf0vvXtG9rHNOSJUvUekgvXrzYrHOttmrVCkePHkVQUBD+/PNPREREYNasWWpNFsyt1LWhk98Hd3V1NXg7eVpz/OjFx8djxIgRUjBXt25dfP755zhz5gwePnyI58+fIy8vDyK/Ywnmz58vbVvQRszS5BdfQ//VFJAHqYZUL5vjx0/+uZhyQQFMr6XQV9tqyj9YQ0ybNk0K5hwdHTF58mT88ccfuHXrlnTLteDckrfPMee5Ze2A5pVXXpEGHN2zZ49awC+EwLp166Tn5mrTIr9OyIdEsiZrfw4FDDnnS+L67OLiYrY8y5cvLzWdKBh8XG7dunXSd2rIkCFG1crLbxMa816YSl5bK//O6CK/Jezi4mLS0Fqm7l/Te2xqntry1ea7775Ta7/9/vvvF7s9ty7Ozs744osvpOfr1q3TW5lgilIX0Ml/6I2pxpanLfiRMMX3338vBQ0tW7bEX3/9hffeew8dOnRAjRo14OzsrHYhtkatnPyfvbENQuXpK1asaK4i6ST/XExplAuoX0B37NghBT/GPKwlNjYWv/zyCwDA1tYWBw8exKpVq9C/f3/Ur18fbm5uau3JymKNL5D/Gb766qsA8mudfvzxR2ndiRMncPv2bQD5NTY9evQwyz4LOnkAZbNphKWVxPXZ0EDb0DzlnSPkt1cL/2kwto2mvFbQkLHgzKVBgwbSsqGzGdy/f19a1nW721r7l+f5+PFjtWDZkDwrV65s8F2Vn376Ca+//rr0fOrUqfjss88M2rY4OnToIP1Jyc7ORnh4uMX2VeoCOvmHIv/AdCl8Apjj1ox8apOPPvpIb42SuaYJMYb8vbp7965R28oHBLX07cUC8sF8MzMzERcXZ5a8bt26ZVK5StrRo0elgLJv37544YUXdKa3xrlVUrT92Mo7Q4wbN85sPcTkbd9iYmLMkue/ifxakZ6ebnBQLD+H9V2fDb3uy9PpyrNdu3ZS28Br164hLCwMQH5HioLa77p166p1mjJEwfRxAMzaplIf+QD4jx490tkho4B8DtHCA+ibsv8rV64Y1ARA3/4bNGggfceFEAY1RSnOMW3btg0hISFSrezo0aPVBuO2BBsbG7XKF3PMEat1XxbLuZjkvblu3LiBJ0+e6N3mzJkz0nL16tU1ts0y9raGvI1W48aNdabNzc1VK0NJad26tbR88eJFo2qd5HMhyvOxJA8PD7ULnylzILZt21ZatvZcupY8twBonfuwtDDllmGrVq2kEd8jIyNx5swZpKSkYNu2bQDyL4bmbNfStGlT6YcjLi6uzNZ+WkrNmjXV2s0VdErQJTExUZrtAlAf4V8TeYcnXQoCM0PynDhxorRc8MdB/gfitddeM+o8zsjIkIJUlUqFZs2aGbytqXx9fdWG3DGkF618LnNjA9fCOnToIN2yTUtLUxvhQZPMzEy1z0rT/gtm+ClgiWPas2cPXnnlFam5zZAhQ7Bu3TqLN3nIzs5WC+Is2dmu1AV0DRs2lG6L5Obmqo0PpI282lxbz0l5LxpDGnfLawT03QLYsWOHQf+SzE1+rHFxcQb/8N++fVut2lfTxPGWIh8z8Jtvvin2rU/5MA9HjhwpMm1LSbLkufX8+XO1W5GlkbHHX1jhWrrNmzdL70uPHj0MbiRvCFdXVzRq1AhAfk3AX3/9Zba8SwNTPwtDyK87hkxjtWHDBqlGxNPTU+32miZnz55Vu4OgScGUfprKpMno0aOlNoK//vorYmNjpTECbW1tERISou8w1Pz9999SYNCgQYMSa7YC5AeQ8rH/9H0GoaGhuHnzJoD8a0/hzkfGcnNzU5veUN/+f//9d+mPU6VKlbTekRg0aJDBecbExKjdRZNvq8nRo0fx0ksvSd+JPn36YPPmzQYNd2WqgwcPqrVxN/WWty6lLqBTqVRqF/iPP/5YrWq7sD179qjNlTZlyhSN6eSNLnXlV6BevXrS8s6dO7Wmi4+Px9tvv603P0uoX7++Wtuid999V2+P3Ly8PLz11lvS8wYNGpj8j80YM2bMkAKa0NBQfP7558XKJzAwUApExf+fdzUlJcWgbbOysszaMNWUc2vPnj06b1m8++67BjcSthZjj7+wV199VWoTuWXLFml8OsB8nSHkgoODpWV94xEqjamfhSEK5kgF8ufIlo8tWdiDBw+wcOFCtW311YgIIfDmm29q7QCUl5eHN998U/oz2KZNG71DTVSsWBEvvfQSgPw2qcOGDZN6Sfbq1cvoQaZPnTolLffs2dOobc1hypQp0nX0wIEDavMTy+Xl5eG9996Tng8fPtwsTWzkbdDWrVsnzWle2PPnz9UGdJ88ebLWntRjx46VrgORkZFYs2aN1v2/9957UkDdvn17nTW0Z8+exYABA6RmWV26dMG2bdsMHu+uMGNumSYlJWHmzJnS89atW1v29rzF56LQwNi5XBs0aCAiIiKKpPvll1+Eq6urlE7XXK6LFy+W0r344otF5q4sbNWqVVJ6R0dHsXHjxiJpLly4IE0nJS+Htmm4LDFFVHh4uLC3t5fy7dy5s7hy5YrGtFFRUWLAgAFq05Ls2LFDa97y6Yk0fU6ayPPWZtasWWrpdM3lGh4eLsaOHatxLtcrV65I8zUWnCeHDh3Sut9bt26JhQsXCk9PT7Fr164i64tzvEII8ejRI2k7JycnnVPVCZF/fsvnoB05cmSRuSCTk5OluQXl55a2adqEMH7qL0PmJDVkWq9ffvlFStO8eXORmZmpN9/Cxo8fX2TKHHd392LlpY986qqePXvqTW/puVzN+d3q3bu3lObzzz/Xm6f82HSdW4XJ53J1c3MTW7ZsKZLm4sWLwtfXV0pn7FyuI0eO1DiX6yuvvKL2Xuj6zsudOnVK49RM27ZtM/i4C8ivowcPHtSZ1txTfxUYPXq0lG+VKlWKTGmZmpoqRo0apfa+3rp1S2ee8vdF3zR+nTt3ltJ6e3sXmfM6ISFBBAcHS2kqV66sc85bIYSYO3eulN7Z2Vn8+uuvauszMzOLzAV+/PhxrfldvHhRbeq5tm3b6pxizxCDBw8WQ4cOFfv27dM6HWJubq7Ys2eP8PPzUyvr4cOHTdq3PqVuHDogv1r2559/Rp8+ffD8+XNERkaiVatWaNu2LRo1aoSsrCz8+eefao3hfX191dpEFDZkyBB88MEHEEJgz549aNasGTp06KDWO+rll1+WRgkPCQnBl19+iZs3byIzMxOjR4/GokWL0Lx5czg5OeHq1atS24HmzZujV69eamPalJSAgAB8/fXXmDp1KvLy8nDq1Ck0bdoUjRo1QrNmzVChQgVp2qaIiAi1f70ffvghBg4cWOJlXrRoEW7cuCHVrH799ddYvXo1OnToAG9vb9jZ2eHRo0e4cOGC1HFixowZRfJp0qQJNm/ejBEjRkjnSXBwMLy8vBAQEAB3d3dkZWUhPj4ely9ftlgjeA8PD3Ts2BFnzpxBRkYGmjdvjt69e6NGjRrSv2gfHx9MnToVQP75PXPmTHz88ccA8qch27dvH9q2bYuaNWsiLi4Ox48fR1paGmxtbfHtt98aNGOKtfTp0wcuLi54/vw5Ll++jIYNG6Jr166oWLGiVBvTs2dPnTUZkyZNKvL9HT16dLH/RevSpUsX1KxZE7GxsTh+/DiSk5MNGguuwPz5843qSR8UFIShQ4cWp6hGGzp0qFRj9v7772P//v1o3Lix2jAVH374ISpVqmTSftatW4eOHTvizp07SE1NxfDhw+Hr64u2bdvCwcEB169fR1hYmFSL5urqis2bNxt0a3LOnDn46quvsGnTJuzcuRPdunWDh4cH/vnnHxw9elSth/w777xjcA/oTp06oVGjRmpTM1arVs3oW5BpaWlSjVj16tVL9A6H3Ndff42LFy/i77//RmJiIoKCgtCuXTs0atQIycnJOHr0qNqdiNWrV6N+/fpm2//PP/+MwMBAxMXFITo6Gi1atECXLl1Qr149xMfH4/Dhw1LTCTs7O2zZskXv5z937lycOXMGR48eRXp6OkaMGIGFCxeiVatWyMjIwMmTJ9U60y1YsABdunTRml+vXr3Uhrjy8fHRO01kgdGjR6u11S6Ql5eH7du3Y9u2bXB1dUXTpk3h7e2NChUqICsrS/rtkg/ADQBffvml2q1qi7BouKiFvhq6AqGhoaJevXoa/1XJHz169BCPHz/Wu9+PPvpIZz6F/5FERkbq3X/Hjh1FTEyM2jGVZA1dgT179ojatWvrfa/w/2s+fvjhB715WqoWQYj8fzBz5swRjo6Oestra2srrl+/rjWvS5cuidatWxt07Pj//yY11fgWt4ZOiPza2vLly2vdZ+H8cnJyxJgxY3SWs2LFimL79u0G16IY8t5booZOCCFWr14tbGxstB6Ltu+EXPPmzdW20VQray7ya4G+mojCNXTGPt56660ieVrqu5WdnS2CgoJ0lkf+uRe3hk6I/Jrpbt266T3++vXri/DwcJ15FT7Pzp49Kzw9PbXmaWNjI2bNmqX3Tkthy5YtU8tn5syZRm0vhHqN9OzZs/Wmt1QNnRBCxMbG6v0M3NzcDLreC2FcDZ0QQly/fl20aNFC5/6rVq0qdu/ebfAxPX36VAwfPlxnnvb29uLTTz816niMfWg7fn1lK/yoV6+e2LNnj8HHb4pSHdAJkV/FunbtWtG/f3/h5eUlHB0dhZubm6hfv74ICQkRBw4cMGrf+/btE8OGDRN169ZVu+2l7QNMTk4WixYtEm3atBHlypUTjo6Ook6dOqJfv37i559/lqpcrR3QCSFEVlaW2LRpkxgzZozw9/cXlStXFnZ2dqJChQrCx8dHDBs2THz33XciNTXVoPwsGdAVuH//vvj4449F586dRY0aNYS9vb1wdnYWderUEX379hVLly4VMTExBuV14MABMXXqVNGsWTPh7u4u7OzshKurq/D29hY9e/YU8+bNE2fOnNH6I2BKQCeEENHR0eLdd98VLVu2FBUqVBC2trZ689u1a5fo37+/qFatmrC3txfVqlUTbdq0EZ988omIjY0VQhj+o2vIe2+pgE4IIc6ePSvGjBkj/Pz8hKurq1CpVHq/E3Iff/yxlL5du3Z605vi4cOH0q29jh076kyrpIBOiPzrwKpVq0RwcLCoXr26dJyaPndTAroC+/fvFyEhIaJ+/frCzc1NODo6Ci8vLzFgwADxww8/iKysLL15aDrP4uPjxaeffipat24tqlSpIhwdHYW3t7cYN26cOHfuXLHKev/+fbX3QtcfRW26d+8uAAg7Oztx//59vektGdAJIUReXp7Ytm2bGDJkiPD29haOjo6iSpUqomXLlmLevHl6m4DIGRvQCZH/G71hwwbRu3dv4eXlJRwcHES1atVEu3btxOeffy7i4+OLdVyHDh0So0aNEj4+PsLFxUVUqFBBNGnSRLz77rvi2rVrRh+PuQK63NxcERoaKj777DMxZMgQ0bhxY+l67+TkJDw8PETbtm3F66+/Lvbt2ydycnKKdfzFofr/B01EZFVdu3aVhiL4/vvvLdIhQm7ixIlSw+uIiAi0aNHCovsj7UJCQrBhwwYA+bdzje11aqj169dj3LhxAPLnADe2U0xkZCQaNmwIIQRGjx5d6nug079LqevlSkT/Prdu3ZKG3XFzc5Oma7KkuXPnSm30rNH+lUqevOdkcf4wfP755xBCwM7OTm26R6LSgAEdEVndihUrpAb0I0eONMv0ffrUrl0bb775JoD84VIKJo+nsunChQvSAPCVKlUy+k/D3bt3pXFRX3/9dfj4+Ji9jESmYEBHRFZ14cIFfPfddwDyBz7V1KPZUubNm4caNWogNzcXH3zwQYntl0pWRkaGFLwD+eO4FQw0bKgPP/wQ2dnZqFq1KhYsWGDuIhKZrFQOW0JEZVdSUhI+/fRT5OXl4d69e9i1a5c0gvvYsWMtOpJ6YeXKlVObio3KjpUrV+LOnTt4+vQpDh06JM396u7urjbYq6E2b96MzZs3m7uYRGbDgI6ISlRycjKWLl1a5HU/Pz+NrxMVx6+//qo23yeQP83X2rVrLTqfJpG18JYrEVmNnZ0dvL298dZbbyE0NNTkAW+JClOpVKhUqRL69u2LEydOqM2DSlSWcNgSIiIiIoVjDR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHBlbqaI+/fv43//+x/27NmD+/fvw9HREfXr18fw4cPx+uuvw8XFxez7zMjIwJUrVwAAVatWhZ1dmXtbiYiIzCYnJwfx8fEAgKZNm8LJycnKJVK+MjWw8J49ezBy5EgkJydrXN+gQQPs3bsX9erVM+t+z507h8DAQLPmSURE9G8QHh6OgIAAaxdD8crMLdfLly9j+PDhSE5OhpubGz799FOcPXsWR44cwcSJEwEAkZGRePHFF5Gammrl0hIRERGZT5m5Nzhjxgw8f/4cdnZ2OHjwINq3by+t69atG3x9ffHee+/hxo0b+PLLLzFv3jyz7btq1arScgCC4Ahns+VNRERU1mQiHedwDID6bygVX5m45Sq/5Tl58mSsWrWqSJq8vDw0adIE169fR6VKlfDPP//A3t7eLPuPiYmBl5cXAKAT+sJJZf52ekRERGVFhniO09gLAHjw4AFq1apl5RIpX5m45bpjxw5pedy4cRrT2NjYYMyYMQCApKQkHD9+vARKRkRERGR5ZSKgO3XqFADA1dUVrVu31pquS5cu0vLp06ctXi4iIiKiklAmArrr168DAOrXr69zyBB/f/8i2xAREREpneI7RWRkZCAhIQEA9N6Dr1SpElxdXZGWloYHDx4YvI+YmBid6+Pi4gzOi4iIiMjcFB/QPXv2TFp2c3PTm74goDNm6JKCDg9EREREpZHib7lmZGRIyw4ODnrTOzo6AgDS09MtViYiIiKikqT4Gjr5dCFZWVl602dmZgIAnJ0NHytO3+3ZuLg4zhRBREREVqP4gK5cuXLSsiG3UdPS0gAYdnu2AMfHISIiotJM8bdcnZyc4O7uDkB/54WkpCQpoGO7OCIiIiorFB/QAUDDhg0BALdv30ZOTo7WdDdu3CiyDREREZHSlYmArlOnTgDyb6deuHBBa7oTJ05Iyx07drR4uYiIiIhKQpkI6AYNGiQtr1u3TmOavLw8/PjjjwCAihUrIigoqCSKRkRERGRxZSKgCwwMROfOnQEAa9euRWhoaJE0S5culWaHeOutt2Bvb1+iZSQiIiKyFMX3ci3w1VdfoWPHjkhPT0fPnj0xZ84cBAUFIT09Hb/88gtWr14NAPDz88O7775r5dISERERmU+ZCehatmyJX3/9FaNGjUJKSgrmzJlTJI2fnx/27NmjNtQJERERkdKViVuuBfr374+//voLb7/9Nvz8/ODi4oKKFSuiTZs2+PzzzxEREYH69etbu5hEREREZqUSQghrF0LpYmJipHHtOqEvnFQuVi4RERFR6ZUhnuM09gLIn42JA/ibrkzV0BERERH9GzGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUjgEdERERkcIxoCMiIiJSOAZ0RERERArHgI6IiIhI4RjQERERESkcAzoiIiIihWNAR0RERKRwDOiIiIiIFI4BHREREZHCMaAjIiIiUjgGdEREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKZydtQtARJYTvbC9SdvnOgmTy1C1cbxJ24c232ZyGUzlc3ScyXmUC3c2aXuP/501uQxEVHaxho6IiIhI4RjQERERESkcAzoiIiIihWNAR0RERKRwDOiIiIiIFI4BHREREZHCMaAjIiIiUjgGdEREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECmdn7QIQkWZJe3xNzuNqi6/NUBLryhbWLgFwI2iNyXlsalPDpO23HOpichlyr98yOQ8iKp1YQ0dERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUjgEdERERkcIxoCMiIiJSOAZ0RERERArHgI6IiIhI4cpEQKdSqQx6dO3a1dpFJSIiIjI7O2sXgKisStrja9L2Z1r8YqaSWNeqp/VM2v7L0GCTy+BdJ96k7Q82+t3kMowsF2fS9p+GuJtchnqzb5mcBxGVTmUqoJs6dSpef/11retdXV1LsDREREREJaNMBXTVqlVDkyZNrF0MIiIiohJVJtrQEREREf2bMaAjIiIiUjgGdEREREQKV6ba0P3222/YvHkz7t+/Dzs7O1SvXh0dOnRASEgIgoKCip1vTEyMzvVxcab1XiMiIiIyRZkK6K5du6b2/Pbt27h9+zZ+/PFHDBo0COvXr0eFChWMztfLy8tcRSQiIiIyuzIR0Lm4uGDAgAHo3r07/P394ebmhvj4eJw4cQKrVq1CYmIiduzYgYEDB+LQoUOwt7e3dpGJiIiIzKZMBHSxsbGoWLFikdeDg4Mxffp09OnTBxEREThx4gRWrlyJN99806j8Hzx4oHN9XFwcAgMDjcqTiIiIyFzKRECnKZgr4OHhga1bt6Jhw4bIysrCihUrjA7oatWqZWIJiYiIiCznX9HLtV69eggOzp8+6Pbt23j48KGVS0RERERkPv+KgA4AGjVqJC3HxsZasSRERERE5vWvCeiEENYuAhEREZFF/GsCOvmQJp6enlYsCREREZF5/SsCurt37+LQoUMA8tvT1axZ08olIiIiIjIfxQd0u3btQk5Ojtb1//zzD1566SVkZ2cDAKZNm1ZSRSMiIiIqEYoftmT69OnIzs7G0KFD0b59e3h7e8PZ2RkJCQk4fvy4NLAwAHTq1IkBHRkkp3trk/M42vwbE3MwfQDs5Ul+Jm1/bEQbk8uAh49N2twv6bzJRbBxcjJp+0V/NjW5DHPcr5i0fU4l7X9ciYgUH9ABwMOHD7FixQqsWLFCa5qhQ4dizZo1cHR0LMGSEREREVme4gO6DRs24MSJEwgNDcXdu3eRkJCAlJQUuLm5wcvLCx06dMDYsWPRvn17axeViIiIyCIUH9B16dIFXbp0sXYxiIiIiKxG8Z0iiIiIiP7tGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUjgEdERERkcIxoCMiIiJSOAZ0RERERArHgI6IiIhI4RjQERERESkcAzoiIiIihWNAR0RERKRwdtYuAFFplFrTweQ8bEz8v7Q8yc/kMhwf0NSk7XPvRppchtLg9oKWJm3/c+WlZiiFo0lb19rP/99EpB2vEEREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUjgEdERERkcIxoCMiIiJSODtrF4CoNKr4Y6jJebx0fpRJ26uSUkwuQ05ctMl5lAUT+h42aXs3G0czlYSIyDJYQ0dERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUjgEdERERkcIxoCMiIiJSOAZ0RERERArHgI6IiIhI4RjQERERESmcnbULQFRW5V67ae0ilAnRn7Y3OY/xFb8wMQcnk8vwblw7k7Yvd/i6yWXINTkHIiqtWENHREREpHAM6IiIiIgUjgEdERERkcIxoCMiIiJSOAZ0RERERArHgI6IiIhI4RjQERERESkcAzoiIiIihWNAR0RERKRwDOiIiIiIFI4BHREREZHCMaAjIiIiUjgGdEREREQKx4COiIiISOGsGtA9fvwYu3fvxrx589CnTx+4u7tDpVJBpVIhJCTE6Pz279+PIUOGoFatWnB0dEStWrUwZMgQ7N+/3/yFJyIiIiol7Ky5cw8PD7PkI4TAlClTsHr1arXXY2NjsX37dmzfvh2TJk3CqlWroFKpzLJPIiIiotLCqgGdnJeXFxo2bIiDBw8ave1HH30kBXMtW7bEe++9Bx8fH9y5cwdLlixBREQEVq9ejapVq2LhwoXmLjoR6fB0dHuTtj8z5guTy1DBxsmk7UMzbU0uw6WFLU3a3jkl3OQyEFHZZdWAbt68eQgICEBAQAA8PDwQHR2NunXrGpXH7du3sWTJEgBAmzZtcPLkSTg7OwMAAgICMGDAAHTp0gXnz5/H559/jnHjxsHHx8fsx0JERERkLVZtQ7dgwQL069fPpFuvy5YtQ05ODgBgxYoVUjBXwMXFBStWrAAA5OTkYPny5cXeFxEREVFppOherkII7Ny5EwDg7++Pdu3aaUzXrl07NGjQAACwY8cOCCFKrIxERERElqbogC4qKgqxsbEAgC5duuhMW7A+JiYG0dHRli4aERERUYlRdEB3/fp1adnf319nWvl6+XZERERESldqerkWx4MHD6TlWrVq6Uzr5eWlcTtDxMTE6FwfFxdnVH5ERERE5qTogO7Zs2fSspubm860rq6u0nJqaqpR+5EHg0RERESljaJvuWZkZEjLDg4OOtM6OjpKy+np6RYrExEREVFJU3QNnZPT/w0WmpWVpTNtZmamtFx4aBN99N2ijYuLQ2BgoFF5EhEREZmLogO6cuXKScv6bqOmpaVJy/puzxamr30eERERkTUp+parPNDS13FBXsvGNnFERERUlig6oGvUqJG0fOPGDZ1p5esbNmxosTIRERERlTRFB3R169aFp6cnAODEiRM60548eRIAULNmTXh7e1u6aEREREQlRtEBnUqlwsCBAwHk18CFhYVpTBcWFibV0A0cOBAqlarEykhERERkaYoO6ABgxowZsLPL79sxffr0IkOSpKenY/r06QAAOzs7zJgxo6SLSERERGRRVu3levr0ady+fVt6npCQIC3fvn0b69evV0sfEhJSJA8/Pz/MnDkTixcvxvnz59GxY0fMnj0bPj4+uHPnDj7//HNEREQAAGbNmgVfX1+LHAsRaZbQSpi0fQUbJ/2JLGzs8Qkm5+G3I9wMJSEi0syqAd2aNWuwYcMGjevOnDmDM2fOqL2mKaADgE8//RSPHz/GDz/8gIiICLz88stF0owfPx4LFy40ucxEREREpY3ib7kCgI2NDdauXYs9e/Zg4MCB8PT0hIODAzw9PTFw4EDs3bsXa9asgY1NmThcIiIiIjVWraFbv359kduqpujbty/69u1rtvyIiIiIlIBVVkREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHB21i4AEZVeWYfqmJxHqP9SE3NwMrkMzUPHmrR9w3fvmFyGXJNzICLSjjV0RERERArHgI6IiIhI4RjQERERESkcAzoiIiIihWNAR0RERKRwDOiIiIiIFI4BHREREZHCMaAjIiIiUjgGdEREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwtlZuwBEZDl29bxN2v6T+r+ZXIZKNk4mbX8h0+QioM4nuSZtn5uUZHohiIgsiDV0RERERArHgI6IiIhI4RjQERERESkcAzoiIiIihWNAR0RERKRwDOiIiIiIFI4BHREREZHCMaAjIiIiUjgGdEREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4O2sXgIgsx2dLrEnbt3Sw/n++V45MMTkPv8vnzFASIqLSy/pXayIiIiIyCQM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUjgEdERERkcIxoCMiIiJSOKsGdI8fP8bu3bsxb9489OnTB+7u7lCpVFCpVAgJCTEoj/Xr10vb6HusX7/eosdDREREZA121ty5h4eHNXdPVKoljW1vch4LPJaamIOjyWUYG93DpO0bvnfb5DLkmpwDEVHpZtWATs7LywsNGzbEwYMHi53HgQMH4OnpqXV9rVq1ip03ERERUWll1YBu3rx5CAgIQEBAADw8PBAdHY26desWOz8/Pz94e3ubr4BERERECmDVgG7BggXW3D0RERFRmcBerkREREQKx4COiIiISOFKTacIcwgJCcH169eRlJSE8uXLo379+ujRowemTp2KmjVrFjvfmJgYnevj4uKKnTcRERGRqcpUQHfixAlpOTExEYmJifjzzz+xdOlSLF++HJMnTy5Wvl5eXuYqIhEREZHZlYmArl69ehgyZAjat28vBV93797Ftm3bsHXrVmRkZGDKlClQqVSYNGmSlUtLREREZF6KD+gGDx6MsWPHQqVSqb0eEBCAESNGYPfu3RgyZAiys7Px9ttvY8CAAahevbpR+3jw4IHO9XFxcQgMDDS67ERERETmoPhOERUqVCgSzMn169cP8+fPBwA8f/4ca9euNXoftWrV0vmoUaNGsctPREREZCrFB3SGmDhxohT0ydvZEREREZUF/4qArlq1anB3dwcAxMbGWrk0REREROb1rwjoAEAIYe0iEBEREVnEvyKge/z4MRITEwEAnp6eVi4NERERkXn9KwK61atXSzV0Xbp0sXJpiIiIiMxL0QFddHQ0IiIidKbZvXs3PvnkEwCAk5MTxo0bVxJFIyIiIioxVh2H7vTp07h9+7b0PCEhQVq+ffs21q9fr5Y+JCRE7Xl0dDSCgoLQvn179O/fHy1atEC1atUghMDdu3exdetWbN26Vaqd++KLL0yaAozIGHY1Tbu93/nNP00ug5uNo8l5mCr0Wn2TtvdLOmemkhARlV1WDejWrFmDDRs2aFx35swZnDlzRu21wgFdgdDQUISGhmrdj4uLC5YtW8ZZIoiIiKhMUvRMEa1bt8ZPP/2E0NBQnD9/HnFxcUhISEBOTg4qVaqExo0bo3v37pgwYQKqVatm7eISERERWYRVA7r169cXua1qjHLlymHkyJEYOXKk+QpFREREpDCK7hRBRERERAzoiIiIiBSPAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUjgEdERERkcIxoCMiIiJSODtrF4CorLo+x8uk7XdU32WmkhRf0JVhJufR8L3bJm2fa3IJiIjKPtbQERERESkcAzoiIiIihWNAR0RERKRwDOiIiIiIFI4BHREREZHCMaAjIiIiUjgGdEREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjh7KxdAKKy6sKAZSbm4GiWcpiiwut5JueRk5RkhpIQEZEurKEjIiIiUjgGdEREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUzs7aBSCi0ivbo4LJedhn1TRDSZQvNz7BpO1FZqbJZVA5Opq0vW1Vd5PLYKrcqhVNzuPWuw6mF8TKRK7K5Dz8p982afvclBSTy0Dmwxo6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUjgEdERERkcIxoCMiIiJSOAZ0RERERApn1YDu4sWLWLRoEfr06QMvLy84OjrCzc0Nfn5+CAkJwalTp4zKb//+/RgyZAhq1aoFR0dH1KpVC0OGDMH+/fstdARERERE1mdnrR136dIFJ0+eLPJ6VlYWbt26hVu3bmHDhg0YPXo01qxZAwcHB615CSEwZcoUrF69Wu312NhYbN++Hdu3b8ekSZOwatUqqFQqsx8LERERkTVZLaCLjY0FAHh6emLYsGHo3LkzateujdzcXISGhmLp0qWIjY3Fxo0bkZOTg59//llrXh999JEUzLVs2RLvvfcefHx8cOfOHSxZsgQRERFYvXo1qlatioULF5bI8RGVBXu2/mDtIpQZHSJeMWn7hH/Km1yGSlWfmbT9n621X4dJeRp99IZJ29d7L9RMJSFzUAkhhDV23K9fP4wZMwZDhw6Fra1tkfUJCQno2LEjbt68CQA4efIkOnfuXCTd7du30bBhQ+Tk5KBNmzY4efIknJ2dpfXPnz9Hly5dcP78edjZ2eHGjRvw8fEx67HExMTAy8sLANAJfeGkcjFr/qRMvzw4a9L2bjaOZioJlQYM6Ki0abTJegFdhniO09gLAHjw4AFq1aplUlnIim3odu/ejeHDh2sM5gDA3d0dS5culZ5v3bpVY7ply5YhJycHALBixQq1YA4AXFxcsGLFCgBATk4Oli9fbobSExEREZUepbqXa9euXaXlO3fuFFkvhMDOnTsBAP7+/mjXrp3GfNq1a4cGDRoAAHbs2AErVUoSERERWUSpDuiysrKkZRubokWNioqS2uJ16dJFZ14F62NiYhAdHW2+QhIRERFZWakO6E6cOCEt+/v7F1l//fp1nevl5Ovl2xEREREpndV6ueqTl5eHxYsXS8+HDx9eJM2DBw+kZX0NKgs6LRTezhAxMTE618fFxRmVHxEREZE5ldqAbtmyZQgPDwcADB48GG3atCmS5tmz/+ux5ebmpjM/V1dXaTk1NdWossiDQSIiIqLSplTecj1x4gTef/99AEC1atWwcuVKjekyMjKkZV0DDwOAo+P/DQGRnp5uhlISERERlQ6lrobu77//xuDBg5GTkwNHR0ds2bIFHh4eGtM6OTlJy/IOFJpkZmZKy4WHNtFH3y3auLg4BAYGGpUnERERkbmUqoAuKioKPXv2RFJSEmxtbbF582advVfLlSsnLeu7jZqWliYt67s9WxgHPCQiIqLSrNTccn348CF69OiBhw8fQqVS4YcffsDgwYN1biMPtPR1XJDXsrFNHBEREZUlpSKgS0hIQHBwMO7evQsgf8aHMWPG6N2uUaNG0vKNGzd0ppWvb9iwYTFLSkRERFT6WD2gS05ORq9evXDt2jUAwOLFizFt2jSDtq1bty48PT0BqI9Zp8nJkycBADVr1oS3t3fxC0xERERUylg1oHv+/DlefPFFXLx4EQDw4YcfYvbs2QZvr1KpMHDgQAD5NXBhYWEa04WFhUk1dAMHDoRKpTKx5ERERESlh9UCuqysLAwePBhnzpwBALz11ltYuHCh0fnMmDEDdnb5fTumT59eZEiS9PR0TJ8+HQBgZ2eHGTNmmFZwIiIiolLGar1cX3nlFRw8eBAA0K1bN4wfPx5Xr17Vmt7BwQF+fn5FXvfz88PMmTOxePFinD9/Hh07dsTs2bPh4+ODO3fu4PPPP0dERAQAYNasWfD19bXMAREVMvDaSJO2P9Jkq5lKQqXB2ZabrV2EUuG50D3ElD7ZIs9MJSm+vn+FmJxH8iV30wtiopqnc6xdBDIjqwV0v//+u7R89OhRNGvWTGf6OnXqIDo6WuO6Tz/9FI8fP8YPP/yAiIgIvPzyy0XSjB8/vlg1gERERESlndU7RZiDjY0N1q5diz179mDgwIHw9PSEg4MDPD09MXDgQOzduxdr1qyBjU2ZOFwiIiIiNVaroRNCmD3Pvn37om/fvmbPl4iIiKg0Y5UVERERkcIxoCMiIiJSOAZ0RERERArHgI6IiIhI4RjQERERESkcAzoiIiIihWNAR0RERKRwDOiIiIiIFI4BHREREZHCMaAjIiIiUjgGdEREREQKx4COiIiISOEY0BEREREpnJ21C0BUVjn3ijJp+8aL3jC5DKIMfMPL+T8xOY8/W/9shpJYV+NT40zOQ9x3NUNJTFNva6ppGYRfMU9BTFAJt0pFHkRyrKEjIiIiUjgGdEREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUzs7aBSAizerOCbV2EcqMfmht7SKYrC7+snYRiKgUYw0dERERkcIxoCMiIiJSOAZ0RERERArHgI6IiIhI4RjQERERESkcAzoiIiIihWNAR0RERKRwDOiIiIiIFI4BHREREZHCMaAjIiIiUjgGdEREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUjgEdERERkcIxoCMiIiJSOAZ0RERERArHgI6IiIhI4RjQERERESkcAzoiIiIihWNAR0RERKRwVg3oLl68iEWLFqFPnz7w8vKCo6Mj3Nzc4Ofnh5CQEJw6dUpvHuvXr4dKpTLosX79essfFBEREVEJs7PWjrt06YKTJ08WeT0rKwu3bt3CrVu3sGHDBowePRpr1qyBg4ODFUpJREREVPpZLaCLjY0FAHh6emLYsGHo3LkzateujdzcXISGhmLp0qWIjY3Fxo0bkZOTg59//llvngcOHICnp6fW9bVq1TJb+YmIiIhKC6sFdP7+/li0aBGGDh0KW1tbtXXt2rXD6NGj0bFjR9y8eRObN2/G1KlT0blzZ515+vn5wdvb24KlJiIiIip9rNaGbvfu3Rg+fHiRYK6Au7s7li5dKj3funVrSRWNiIiISFFKdS/Xrl27Sst37tyxXkGIiIiISrFSHdBlZWVJyzY2pbqoRERERFZjtTZ0hjhx4oS07O/vrzd9SEgIrl+/jqSkJJQvXx7169dHjx49MHXqVNSsWbPY5YiJidG5Pi4urth5ExEREZmq1AZ0eXl5WLx4sfR8+PDhereRB4CJiYlITEzEn3/+iaVLl2L58uWYPHlyscri5eVVrO2IiIiISkKpDeiWLVuG8PBwAMDgwYPRpk0brWnr1auHIUOGoH379lLwdffuXWzbtg1bt25FRkYGpkyZApVKhUmTJpVI+YmIiIhKikoIIaxdiMJOnDiBHj16ICcnB9WqVcNff/0FDw8PjWmTk5NRvnx5qFQqjet3796NIUOGIDs7Gy4uLrhz5w6qV69uVHkMueUaGBgIAOiEvnBSuRiVPxER0b9JhniO09gLAHjw4AHHiTWDUtfT4O+//8bgwYORk5MDR0dHbNmyRWswBwAVKlTQGswBQL9+/TB//nwAwPPnz7F27Vqjy1SrVi2djxo1ahidJxEREZG5lKqALioqCj179kRSUhJsbW2xefNmdOnSxeR8J06cKAV98nZ2RERERGVBqQnoHj58iB49euDhw4dQqVT44YcfMHjwYLPkXa1aNbi7uwP4vynHiIiIiMqKUhHQJSQkIDg4GHfv3gUArFixAmPGjDHrPkphU0EiIiIis7B6QJecnIxevXrh2rVrAIDFixdj2rRpZt3H48ePkZiYCADw9PQ0a95ERERE1mbVgO758+d48cUXcfHiRQDAhx9+iNmzZ5t9P6tXr5Zq6MzRJo+IiIioNLFaQJeVlYXBgwfjzJkzAIC33noLCxcuNCqP6OhoRERE6Eyze/dufPLJJwAAJycnjBs3rngFJiIiIiqlrDaw8CuvvIKDBw8CALp164bx48fj6tWrWtM7ODjAz89P7bXo6GgEBQWhffv26N+/P1q0aIFq1apBCIG7d+9i69at2Lp1q1Q798UXX5g0BRgRERFRaWS1gO7333+Xlo8ePYpmzZrpTF+nTh1ER0drXBcaGorQ0FCt27q4uGDZsmWcJYKIiIjKpFI79ZchWrdujZ9++gmhoaE4f/484uLikJCQgJycHFSqVAmNGzdG9+7dMWHCBFSrVs3axSUiIiKyCKsFdOYYRqRcuXIYOXIkRo4caYYSERERESmT1YctISIiIiLTMKAjIiIiUjgGdEREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUjgEdERERkcIxoCMiIiJSOAZ0RERERArHgI6IiIhI4RjQERERESkcAzoiIiIihWNAR0RERKRwDOiIiIiIFI4BHREREZHCMaAjIiIiUjgGdEREREQKZ2ftApQFOTk50nIm0gFhxcIQERGVcplIl5blv6FUfAzozCA+Pl5aPodjViwJERGRssTHx8Pb29vaxVA83nIlIiIiUjiVEII3CE2UkZGBK1euAACqVq0KOzv1is+4uDgEBgYCAMLDw1GjRo0SLyORHM9JKm14Tv675OTkSHe3mjZtCicnJyuXSPl4y9UMnJycEBAQYFDaGjVqoFatWhYuEZHheE5SacNz8t+Bt1nNi7dciYiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKF48DCRERERArHGjoiIiIihWNAR0RERKRwDOiIiIiIFI4BHREREZHCMaAjIiIiUjgGdEREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQGdh9+/fx8yZM9GwYUO4urqicuXKCAwMxBdffIHnz59bu3hURjx+/Bi7d+/GvHnz0KdPH7i7u0OlUkGlUiEkJMTo/Pbv348hQ4agVq1acHR0RK1atTBkyBDs37/f/IWnMunixYtYtGgR+vTpAy8vLzg6OsLNzQ1+fn4ICQnBqVOnjMqP5ySRHoIsZvfu3aJChQoCgMZHgwYNxJ07d6xdTCoDtJ1jAMTYsWMNzicvL09MmjRJZ36TJk0SeXl5ljsYUrwXXnhB5zlU8Bg9erTIzMzUmRfPSSLDsIbOQi5fvozhw4cjOTkZbm5u+PTTT3H27FkcOXIEEydOBABERkbixRdfRGpqqpVLS2WJl5cXevbsWaxtP/roI6xevRoA0LJlS2zevBnh4eHYvHkzWrZsCQBYvXo15s6da7byUtkTGxsLAPD09MRbb72FrVu3Ijw8HKGhofjyyy9Rs2ZNAMDGjRv11iDznCQykLUjyrKqa9euAoCws7MTZ8+eLbJ+yZIl0r/LBQsWWKGEVJbMmzdP7Nq1Szx69EgIIURUVJTRNXS3bt0SdnZ2AoBo06aNeP78udr6tLQ00aZNG+m8vn37trkPg8qIF198Ufz6668iJydH4/r4+Hjh5+cnnaMnT57UmI7nJJHhGNBZQHh4uHShmjx5ssY0ubm5omHDhgKAqFSpksjKyirhUlJZVpyA7vXXX5e2CQ0N1ZgmNDRUSvPGG2+YscT0b7Nr1y7pXHrzzTc1puE5SWQ43nK1gB07dkjL48aN05jGxsYGY8aMAQAkJSXh+PHjJVAyIs2EENi5cycAwN/fH+3atdOYrl27dmjQoAGA/PNcCFFiZaSypWvXrtLynTt3iqznOUlkHAZ0FlDQe8vV1RWtW7fWmq5Lly7S8unTpy1eLiJtoqKipHZP8vNSk4L1MTExiI6OtnTRqIzKysqSlm1siv4U8ZwkMg4DOgu4fv06AKB+/fqws7PTms7f37/INkTWID//5OelJjxvyRxOnDghLWs653hOEhmHAZ2ZZWRkICEhAQBQq1YtnWkrVaoEV1dXAMCDBw8sXjYibeTnn77z1svLS+N2RIbKy8vD4sWLpefDhw8vkobnJJFxGNCZ2bNnz6RlNzc3vekLAjoOXULWZMx5W3DOAjxvqXiWLVuG8PBwAMDgwYPRpk2bIml4ThIZhwGdmWVkZEjLDg4OetM7OjoCANLT0y1WJiJ9jDlvC85ZgOctGe/EiRN4//33AQDVqlXDypUrNabjOUlkHAZ0Zubk5CQtyxv9apOZmQkAcHZ2tliZiPQx5rwtOGcBnrdknL///huDBw9GTk4OHB0dsWXLFnh4eGhMy3OSyDgM6MysXLly0rIhVf9paWkADLs9S2Qpxpy3BecswPOWDBcVFYWePXsiKSkJtra22Lx5s87eqzwniYzDgM7MnJyc4O7uDiC/C70uSUlJ0oVI3qiXqKTJG53rO2/ljc553pIhHj58iB49euDhw4dQqVT44YcfMHjwYJ3b8JwkMg4DOgto2LAhAOD27dvIycnRmu7GjRtFtiGyhkaNGknL8vNSE563ZIyEhAQEBwfj7t27AIAVK1ZIg6rrwnOSyDgM6CygU6dOAPJvA1y4cEFrOvk4TB07drR4uYi0qVu3Ljw9PQGon5eanDx5EgBQs2ZNeHt7W7popGDJycno1asXrl27BgBYvHgxpk2bZtC2PCeJjMOAzgIGDRokLa9bt05jmry8PPz4448AgIoVKyIoKKgkikakkUqlwsCBAwHk13aEhYVpTBcWFibVhgwcOBAqlarEykjK8vz5c7z44ou4ePEiAODDDz/E7NmzDd6e5ySRcRjQWUBgYCA6d+4MAFi7di1CQ0OLpFm6dKk0ovlbb70Fe3v7Ei0jUWEzZsyQZjaZPn16keEf0tPTMX36dACAnZ0dZsyYUdJFJIXIysrC4MGDcebMGQD517iFCxcanQ/PSSLDqQRnMraIiIgIdOzYEenp6XBzc8OcOXMQFBSE9PR0/PLLL1i9ejUAwM/PD+fPn1fr0UVkrNOnT+P27dvS84SEBMyaNQtA/u38CRMmqKUPCQnRmM8HH3wgjeDfsmVLzJ49Gz4+Prhz5w4+//xzRERESOkWLVpkgSOhsmDo0KH4/fffAQDdunXD8uXLddacOTg4wM/PT+M6npNEhmFAZ0G7du3CqFGjkJKSonG9n58f9uzZg/r165dwyaisCQkJwYYNGwxOr+1rn5eXh4kTJ+KHH37Quu348eOxevVqjROqEwEw+rZnnTp1EB0drXEdz0kiw/Dst6D+/fvjr7/+wttvvw0/Pz+4uLigYsWKaNOmjfTPksEclSY2NjZYu3Yt9uzZg4EDB8LT0xMODg7w9PTEwIEDsXfvXqxZs4Y/nFRieE4SGYY1dEREREQKx780RERERArHgI6IiIhI4RjQERERESkcAzoiIiIihWNAR0RERKRwDOiIiIiIFI4BHREREZHCMaAjIiIiUjgGdEREREQKx4COiIiISOEY0BEREREpHAM6IiIiIoVjQEdERESkcAzoiIiIiBSOAR0RERGRwjGgIyIiIlI4BnRERERECseAjoiIiEjhGNARERERKRwDOiIiIiKFY0BHREREpHAM6IiIiIgUjgEdERERkcIxoCMiIiJSOAZ0RERERAr3/wDfgB6z4QUcfQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 314
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 314
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 304
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 324
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 304
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 304
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_idx = [1, 2, 3, 4, 5, 8]\n",
    "pred, pred_std = net.predict(x_test[test_idx])\n",
    "for counter, i in enumerate(test_idx):\n",
    "    plt.figure(figsize=(3, 3), dpi=100)\n",
    "    plt.title(\n",
    "        f\"Predicted Digit {pred[counter]}, Real Answer: {y_test[i]:{1}} \\n\"\n",
    "        f'Total Uncertainty (Entropy): {(pred_std[\"total\"][counter]):.{2}}'\n",
    "    )\n",
    "    plt.imshow(x_test[i])\n",
    "    plt.show()\n",
    "    plt.close(\"all\")\n",
    "    plt.clf()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test the neural network on random MNIST images with 90 degree rotation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the neural network is trained on MNIST images without any data argumentation, so if we rotate the MNIST images, the images should look 'alien' to the neural network and the neural network should give us a high unceratinty. And indeed the neural network tells us its very uncertain about the prediction with roated images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Prediction progress: 100%|██████████| 3/3 [00:00<00:00,  4.21sample/s, Monte-Carlo=100]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 302
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NKyg9PV0sXrxYOjfLlSsnXrx4ofW1WKolLCYmRqhUKqnsgq0xYWFhRp0f8v9R/vWle/fuIjY2Vi1dVlaWmD59upRWpVJpfF2PHz+W3iNra2uxdu1aqaWuoPv374v//ve/YvXq1YX2jR8/XjrWd999pzF/fuulfN4rbWnlo/4KvjYh8lrfPDw8pDSvv/66xnQPHjwQ/fv3l9I1aNBAY4uj/BqVf4fDx8dH4x0h+fVZnk/XNcYY8u/qFStWGJRn0KBBUp5JkyaZXAdLKRVB2I4dO9T+qbNmzVLbL//CwP9vrszJydFZ5qeffiql79atm95bIvJAY+HChYX2X7lyRa0OmgKwfMeOHZMuwOb4whw2bJjaF8WDBw90vhZtihKEHT58WMrj7e0t4uPjdaaXN6l369at0P7s7Gy16R50NbsnJCQUugVTEoIwIYTw8/OTyhg9enSh/Ya81xcvXlR7bZs3b9Z6vLNnz6oFfiU5CJNP5fDOO+8YlGfz5s1SnsqVK5u1ProYE4RdvHhRuLi4qH0JapKTkyNq1apl0LVCiLwvV3d3dylgM3WKnoULF0rH/vbbb7Wms1QQ9tlnn0nlNm3atND+v//+W9rv4OCgd1qSgj/a2rZtq/V6npubKwIDA3Vey7dv3y7tHzZsWJFeoxBC/PLLLzrPBfmt6zlz5ghXV1etaW/evCmlrVWrlsbjjR492qDrphB519nQ0FAp/S+//FIoTcFgysnJyaAJUC0RhOWf/wDE77//blAeebeQoUOHmlwHSynxHfO3bduGN998U3psZ2eHSZMm6cyzbNkytebRgrKysvD1118DAKysrLBy5Uq9t0T+/e9/S03mP/30U6H94eHh0nZwcDCGDRumtaxWrVrp3G+MuLg4/Prrr9LjlStXwsPDwyxlG+LLL7+Utv/973+jcuXKOtOHhYUhICAAALBnz55CnYT37NmD2NhYAHkT8emakqBChQpqI+dKEvktc/mtdGOsWbNG2m7Xrh0GDBigNW2jRo30dnAvKZKTk6VtR0dHg/LI08nzKy0jIwNXr17F4sWL0bp1a6luAQEBWLp0qcY827dvlyah7tixo95rQeXKlfHuu+8CyLt2bdy40aQ6y88TJUaa53d5AKCxI3poaCh8fHwA5E2Ga+zrXbp0qdbruUqlUnv9+bfc5fJv5QEwacJY+S24AwcOFNovf65Tp05o06aNQWk13dp7/Pix9L1UtmxZredePmtrayxYsEB6rOk7raC3334b/v7+etNZwst0zSioRPQJ27VrV6Ev4/wZ869du6b2/NKlS6UPqCYNGzbUe3/7n3/+waNHjwDkjbr09fXVW0dPT08EBAQgOjoaFy9exLNnz1CuXDlpv/xDomuES74RI0Zg/fr1etPp89dff0mjXGrVqoVu3bqZXKahsrOzpX46NjY2ekesAHkXwdDQUFy5cgVCCBw/fhx9+vSR9svfx549e8LNzU1neYMHD8akSZOQkZFRxFdhGfI+f/J+esaQ9wF544039KYfNmyY2jDukkreH9HOzs6gPPb29tK2MSOVzSl/xLAuVlZW6NevH7755hutP4Z27dolbQ8dOtSgY3fo0EHaPnr0KN577z2taXNzc3Hq1CmcPXsWsbGxeP78udaRxNpGi1vK8ePHpQDU2toar7/+eqE0KpUKw4YNw8KFCwHk9R8bN26cQeVXr14dzZo105lGPoJV0wjiqlWrStubN2/GzJkz9f641MTDwwMBAQG4cuUKHjx4gCtXrkg/QIH/+3w7OjqiRYsWaN++Pf7880+daQHNQdhff/0lXQN79eplUJ/jFi1awMnJCampqTh69Kje9Iaeq35+fgaPPjVUab1mGKJEBGEnT57U+ItEztXVFV999ZXeX/v6PoAAEBERIW0nJCSoze2jS/4QWSEE4uLipCBMCIHz589L6Vq0aKG3rKCgIKhUKpNPVvlgA1M7Pxrr/Pnz0tBfBwcHzJgxw6B88v91/mSN+eRfCoa8jy4uLqhfv36Jm49JHniVKVPG6Py5ublq55SmjvEFNWvWzCznlKU5ODhI25mZmQblkQfZhv4SVkKfPn0QHh6u9gOtIPn1Z+fOnQYFQklJSdJ2wc9MvuzsbCxfvhxffvml1JqsT3FPVyHvkN+5c2etgerw4cOlICw/cNM3LQMArfPNyckn+JS/r/latGgBX19f3LlzB/fu3UO9evUwcuRI9O7dG8HBwUadf+3bt8eVK1cA5P3AlAdWhw4dAgC0bt0adnZ2agO+CqbVF4TJz6lr164Z/J2W/6Pi6dOnSElJgbOzs8Z0tra2Br23luLg4IDU1FQAL981o0QEYZq4uLigQoUKaNiwITp16oQRI0bovLDlM6T5WD6C6erVq1pHuOgiv8WUlJSkdmLIf0lpU6ZMGZQtW1YK7Irq4cOH0nb+zOLFRf4+JicnF2lSvIK36h4/fixtG/I+AoCPj0+JC8LkF/fy5csbnb9g64W3t7fePC4uLmY5pyxN/ivd0F+o8nTmHllsqIIjhrOzs3H//n2cOXNGCnq2bt2KW7du4e+//0bFihU1liP/3GzdutXoemi6vZ2RkYE+ffoYPTt4UVtpi6LgrUVddwzq1q2LZs2aSZ/rH374AZ999pneYxiyXmv+bOoANLYQ2tra4scff0TPnj3x/PlzPHnyBEuXLsXSpUthZ2eHpk2bol27dujZsyfatm2rs3W0ffv20ojCgwcPYuLEiQDyAqX88yA/qGratCnKlCmD58+fq6W9ceOGdH7VqlVL41qI8nPKkEYNTZ4+fao1CHNzczNoFLOluLi4SEFYabpmGKJE9AmbO3cuRN4gAenvxYsXiImJwR9//IF33nnHoAAMMCzi1fTrx1jyie4K3m/WNpNvQdpOeGPIL6LFfaKZ+30E1N/L4nwfzSklJUWtJaIotzKUPKcsTd4SIf8RocuDBw+k7aIEteZQvnx5fP3119LfypUr8ccff+D27dsIDw+XWvjOnz+vc3oXUz83mibZnDdvnhSAWVlZ4Y033sBvv/2G6Oho6Uei/PqarzhbTbdt2yb9QHBxcUG/fv10ppcHaevXrzeorvpuFxuqTZs2OHfuHEaPHq32mcrMzERkZCQWL16MkJAQBAQEYMuWLVrLkbdayVuz5Nv5LWDW1tZSvzD5fnkXDW3TI1niWiyndEtSab1mGKJEBGHFTf6hmjZtWqEA0JA/+YerYPCTH7HrY45ZfOVzQxV350P5+9i4ceMivY/5Kxzkk7+Xxfk+mtM///yDnJwc6XFR5tMqGEyV1vdCk9q1a0vbd+7cMShP/vxOANRu05QENjY2GD16NFavXi099+eff2qd8V3+vz179qzRn5mC/ZgyMjKkeemAvFajn376Ca+99hoCAgJQpkwZtdaf4mz9kpO/H8nJyXB2dta6KkfBWdjv3LlT7EuA+fn5ITw8HI8fP8Zff/2FOXPmIDQ0VC0guXbtGgYMGKA2QEnOw8ND6qP86NEjXLp0CcD/BVbOzs4IDAyU0ucHWfK0hswPJj+nli1bVqRrsSErdyjlZbtmyL2SQZi8H0J+J1FTlC1bVq2zoPyfr83z58/N8utF/lpu375tcnlFPfatW7eQm5trcpny28mGvI+A9j4ySpHfcrGyskLr1q2NLqNs2bJqX5yG9PFJTk42yzllafKBMxcuXDBoLcjTp09rzF+SDBs2TG2QySeffKLWoTifua8/UVFR0g+wBg0a6B1taeiXmDk9ePDA5IWU5aMqi5OjoyM6duyIefPmYf/+/UhMTMTmzZvRqFEjKc2HH34oTZZbkKZRkvn9wdq0aaP2OdeU1pAgzNznVEkj/8yfOXNGb/rs7GxcvHhRY/6S5pUMwuQdvg8dOmTyyDqVSoWGDRtKjwvOzK9JVFSUWW4FyFtZNA1tNoaxTfmNGzeWRqA8f/5crXNoUckXajfkfUxOTlb7sCktISFB7cuia9euBt9Kl7OyslLrCBsVFaU3z6lTp8x2e8lct3U0adWqlXTepKSk4J9//tGZPiMjQ+1ckI8ULGkWL14sLUJ97949qT+QnPz6s2fPHpOPKe8PVK9ePb3plVh786effpJah11cXNCiRQuD/urXry+VsWnTphLR0uvo6IgBAwbgwIEDUleDzMxMrf/Lgrckr169Kq3SUjCoatKkidSv7eDBg2p9x/z9/VGlShWNxzD3OVXSyG/DRkRE6O2cf/LkSbVBY/K1p0uaVzIIa926tfTFmJycbJZh/fKT5Mcff9Sb3tDFafXp3Lmz1GHy+vXrJn0A5aPWDFkc29HRUe0LUd/cNIaQv4+7du3CkydPdKb/9ddfS8z0FEIIjBw5Uu228EcffVTk8uQX6J9//llvekPm+jGUseeCMVxcXNCxY0fp8dq1a3Wm//3336VbaG5ubmjXrp1Z62NOtWvXVhvK/5///KfQ+dmrVy9p++eff5amyykq+ZyI+m5b5+bmqi3HU1zk17uxY8ciMjLSoL+oqChpdHHBRb+V5ubmhlatWkmPtfVVKhiE6erjZW1tjbZt20pp5Yu36xr93rVrV+l74MaNG9ixY4fBr6M0aN++vRScPn/+XO95IL+mdO7cuUT3lX0lgzB7e3u1/gazZ8/GhQsXDM6v6cM2evRoaTsyMlLnF+Lx48cN+lI1hKenp9r6b+PHjze442JB5cqVky7ojx49MujLd+bMmdL25s2b9X6hysk7Tubr2rUrvLy8AOR9ocjLLygxMRFz5841+HiWlJycjKFDh6rNATVs2LAi3YrMJ5+O5fDhwzo7AJ87d05tcldTyTvCarvNYgr5hMtr1qyR+r8UlJqaijlz5kiPx48fr+goLUN8/PHH0ufo/v37ahM5A8DAgQOl9U5TU1Px5ptvGhzoJicnF2oNko+KPnTokM5b0v/5z39w7tw5g45lLmfOnFG7vhozUXV+q1M+c/141SUxMdHgtPIuE9pG5ru7u6Nu3bpS2fmjyF1dXTVOqZQfmMnTyp/XxMvLS21S8wkTJhj8uc3NzVUblV4S2draYuzYsdLjOXPmaB0lefHiRbXvocmTJ1u6eqYxab59E5hjaZh8RVli5cWLF6JevXpSvjJlyohVq1aJjIwMjekTEhLE//73P9G0aVPx/vvva0wzfPhwteU2NC1H8tdff1lk7cgKFSpI6XStHfn06VPx3XffiRkzZmjcHxAQIJXz66+/akxTkHzNTJVKJaZPny4SEhI0pk1PTxdbt24V/fr1K7QGaL7w8HC1ZS+mT59e6P9y8+bNErF2ZHx8vPjPf/4jfHx81OrcokULkZaWpjWfoUtEyZf4cXZ21rh25NGjR82+dmRkZKTaMkHa1ks1Rdu2baVj+Pn5ifPnz6vtT0hIEJ07d5bSlC9fXu8SNvKldsyx3JKxa0fmGzp0qJSvatWqhdZz3Ldvn7QeHwARHBwsoqKitJZ37tw5MWvWLOHm5iYuXLigti8nJ0dt+a7OnTuLuLg4tTTp6enik08+kc4j+bmqjbmWLZo6dapUjr+/v9H59+3bJ+W3srISd+/eVdsv/x+NHDlSb3n6Pntz584VjRo1Et988424f/++xjKeP38uPvjgA6kca2vrQvWSmzRpktp7DuStb6nJqVOnCqUFoHdJuPv374sqVapI6atUqSJ+++03rUv4xcbGimXLlolatWqJ5cuXF9pf1LWELbFskRB514Ny5cpJ5Xbp0qXQ98zZs2fVlowLDQ01y7EtqWT/pLQgFxcX/PHHH+jUqRNu376N58+fY9y4cZgxYwZatmwJLy8vqFQqPHnyBNHR0bh69arU8VzbL5KlS5ciIiICN27cQHp6Ot58803MmzcPwcHBsLa2xrlz56ROhdOmTcOWLVvM0knWx8cHv/76K/r164fk5GTcvn0b3bp1g6+vL4KCglC+fHkkJyfj2rVrOHv2LLKystC3b1+NZQ0cOBCff/45AODNN9/EunXrULNmTbXOo1988YVanu+++w7x8fHYu3cvhBD44osv8N///heBgYGoUaMGHB0dkZSUhJs3b+LChQtSZ2VtE+uOHj0aO3fulJqcv/jiC6xduxahoaEoW7Ysbt++jUOHDiE7OxuBgYGoVauW2VoWCyq4mkNubi6eP3+OZ8+e4fLlyxoHQ4wePRpfffWV2i29olq+fDmioqIQExODlJQUDBo0CLVr10ZQUBBsbGxw4cIFqU/Ve++9h82bN0vnlK6lu/QJDAxE1apVcffuXTx48AABAQHo0qULKlasKPUXCwwMVGuFNdbPP/+MoKAgxMfHIyYmBo0bN0ZISAiqV68ujUjLv71mY2ODjRs3Fql/nRI++eQTbNy4Ebm5ubh79y5++OEHvPXWW9L+Tp06YcWKFZg4cSJycnIQGRmJoKAg1KpVC02aNIGbmxvS0tLw4MEDnD17VuctSysrK3z22WdSa/y+ffvg7++PVq1awdfXF4mJiTh48KA0v9iqVavMtmyaPtnZ2WqfzaIct0OHDvD09MT9+/eRm5uL9evXY/bs2easZiHnzp3D5MmT8fbbb6NGjRqoX78+KlasiKysLNy/fx/Hjx9Xa5GcNWuWzpVc2rdvj2+//VbtOW3fI40bN4abm5vafHC1a9fWO9VNlSpVsG3bNvTo0QMJCQmIj4/HoEGD4O7ujhYtWsDDwwO5ublITEzExYsXcevWrRI/sbNchQoV8Msvv6BXr17Izs7G3r174evri06dOqFixYq4ceMGDh8+LL0mLy8vg7oGKU6p6E/plrB8iYmJYtCgQUKlUmn89VHwr1y5cmLt2rVay7t7965o0qSJzjJGjRolMjIyDPqlaUirRb6zZ8+KRo0aGfQ6tC1Mm5SUJOrWraszrybZ2dnik08+EU5OTgYd39bWVkyePFnra8nIyBBvvPGGzjKCgoJEbGysWkucuVvCDP2zsrISPXr0EHv37jXoGMb8yrx165aoX7++zuOPGTNGZGZmCk9PT+m5J0+e6H19us6pnTt3Cnt7e63HNKTVQZ/o6GjRuHFjna+tUqVKYseOHQaVV7VqVSnfp59+anL9itoSJoQQgwYNkvLWqFFDZGdnF0qzf/9+tcW89f3Vq1evUCtXvtmzZ+vM6+DgIFasWCGEEHo/z0KYpyVs27Ztase6fv16kcp57733pDIKtqaZuyXsiy++MPj/YWdnJ+bNm6f3mI8ePSr0HXPy5Emt6fv06aOWdvz48XqPkS8mJkZ07NjR4Nfg4eGh8c5JSWsJy/fHH3+ISpUq6XxNTZo0EVeuXDHrcS3llQ/C8l24cEHMnj1btGrVSlSpUkXY2dkJBwcHUblyZdGmTRvxzjvviD/++EPnLaZ8WVlZYtWqVSIkJERUqFBB2NvbCz8/PzFw4ECxa9cuKZ25gzAhhMjNzRW///67GDFihKhVq5YoU6aMsLa2Fm5ubqJZs2Zi4sSJYteuXVqbqIUQIjk5WfznP/8R7dq1E5UqVVK7barroi1E3sXmiy++EN26dRNVq1YVTk5OwtbWVlSoUEE0bdpUjBw5Uqxdu1Y8evRI72sRQojdu3eLgQMHCk9PT2FnZyeqVKki2rdvr3bruDiDMDs7O1GxYkVRo0YN0apVKzF58mSxZs0anbciNDH2ApeZmSm+/fZb0bZtW7VzatCgQWqBn6OjowDybgtr+tIv+Pr0nVMXL14UEyZMEPXr1xeurq5qXyTmCMKEyAu4161bJ7p16yZ8fHyEnZ2dcHd3F8HBwWLRokXi8ePHBpXz9OlTYWVlJQXF5rgImxKEnT9/Xu39+uGHHzSmy8nJEZs2bRKjRo0SderUEW5ubsLa2lq4urqKmjVril69eokFCxaIM2fO6D3mkSNHxJAhQ4SXl5ews7MTFSpUEI0aNRIzZ84U165dk9IVVxA2YMAAqYygoKAilSFE4Vt0ERER0j5zB2H5aVatWiXCwsJEs2bNRIUKFYStra2wt7cXHh4eon379uLTTz8VMTExBr+Ggt1ftH0+hRBi6dKlaq93w4YNBh8n3/Hjx8W7774rmjVrJtzd3YWtra1wdHQU3t7eIjQ0VMyYMUPs27dPZGVlaX0PSmIQJkTe98yiRYtEcHCwcHd3F3Z2dsLHx0d069ZNrFu3rtDt/5JMJUQpao8kIq2uX78Of39/AHm3L/LXrHtVbNu2TZqF/c0338T69euVrRARkR6v5OhIopeRfJJY+Szcr4r84fzW1tb45JNPFK4NEZF+DMKIXgJ37txRGzDx+uuvK1gbZeTPvzRs2DCpRZCIqCRjEEZUwg0ZMgSbN2/WOintnj170KZNG2lx5AYNGqBbt27FWEPlJSQk4OLFi2wFI6JShX3CiEo4Pz8/3LlzB66urmjatCn8/Pzg4OCAxMREREVFqU0Y6ezsjKNHj6ot/0RERCUTgzCiEi4/CNOnevXq2Lhxo9b514iIqGRhEEZUwt2+fRu///47jhw5glu3biEhIQGJiYmws7NDpUqV0KxZM/Tq1QtvvPGG2qS6RERUsjEIIyIiIlIAO+YTERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQpYO3atVCpVFCpVAgLC1O6OvSSyT+3VCqV0lUpNV68eAFPT0+oVCoMGDBA6epQCTZ06FCoVCq4u7tLEyQTFZXFgrCYmBi1LwNz/K1du9ZS1S3V2rdvL71H//rXv4zKKw8I/fz8LFI/opLu008/RXx8PKytrbFgwQKNaUy9ph08eLB4XxRZxOeffw5bW1s8fvwYc+fOVbo6EiEEtmzZgtdeew01atSAo6MjKlWqhObNm2PevHlqkzpbQmZmJtavX48ePXrA19cXDg4OqFKlClq1aoUvvvgCCQkJRpd569YtzJo1C0FBQahUqRLs7e3h7e2NkJAQfPXVV3jy5IlR9fvrr7/w4YcfonPnzvDx8YGjoyMcHR3h7e2N7t27Y8mSJUaVaRbCQm7fvi0AmPVvzZo1JtcrJCREKu/AgQMml1cUa9askeowcuRIk8uTv6a5c+cWuS6+vr4m1+VVZu7/a1HJPzPFaeTIkWb9rBaXmJgYYWdnJwCIN954Q2s6U69pxXm9UeoceFWEhYUJAMLW1lbcvHlT6eqIuLg40aFDB53nn4uLi8U+l9HR0aJJkyY6j+/u7i527txpUHk5OTniww8/FDY2NjrL9PDwENu3b9db3owZM0S5cuUM+pw6OzuLFStWmPqWGMzGqIjNCGXKlMHkyZN1pomKisLJkycBAJ6enujfv7/O9HXq1DFb/YiIAOCzzz5DZmYmAGDmzJkG5xsxYgRcXV0NTu/l5WV03ahkmjlzJtatW4esrCzMmzcP69atU6wuz58/R9euXXHx4kXpuaCgINSrVw9JSUnYv38/nj17huTkZIwaNQpWVlYYMWKE2Y4fGxuLjh074v79+wDyukO0a9cONWvWxKNHj/DXX38hLS0Njx49Qr9+/fDnn3+iY8eOOst88803sWHDBulxhQoV0K5dO1SsWBEPHz7EoUOHkJSUhIcPH6Jfv37YunUrevXqpbW8P/74Q+3WsYuLC4KCguDl5QU7Oztcv34dERERyMrKQkpKCiZOnIg7d+7g3//+t2lvjiGKLdzTYO7cuVL0GRISUizHZEuY9rqwJcw0JaUlTCmlsSUsLi5O2NraCgCiTZs2OtMWbAm7fft28VSyCOT1JMvo2LGjACBsbGzEvXv3FKvH8OHDpf91+fLlxf79+9X2v3jxQrzxxhtSGjs7O3H9+nWzHb9du3Zq3yHnzp1T2//48WPpvcqv49OnT7WWt3z5crXzd8aMGSI1NbXQaxo3bpxa61VcXJzWMmvXri1sbGzEkCFDxN69e0VWVlahNHfu3FGrJwCxa9cu496MImDHfCJ6ZX377bfIysoCAIwZM0bh2lBpkn++ZGdn45tvvlGkDhcvXsRPP/0kPf75558RGhqqlsbFxQXr169Hq1atAOT1jZozZ45Zjr9r1y4cPnwYAGBnZ4ft27ejYcOGamkqVqyIbdu2oXr16gCAJ0+eYPHixRrLS09Px/z586XHEydOxOLFi+Ho6FjoNX333XcYNGgQACAlJUVn/7yhQ4fiypUr+OWXX9C5c2fY2BS+CVi1alXs3LkTgYGB0nOffvqprpdvFgzCiOiVlJubKw32sbOzQ79+/RStD5UuvXv3loKDdevWIScnp9jrsGLFCuTm5gIAOnfujK5du2pMZ2VlpRb4bNy4EY8fPzb5+PLgc+TIkWjQoIHGdM7OzmoBzXfffYfs7OxC6Q4dOoSHDx8CAGxtbfUONJPfLly3bp3W0ar/+te/UKNGDZ1lAYC9vT3mzZsnPT5x4gQSExP15jNFqQnCsrKysGbNGvTr1w++vr5wdHREmTJlULt2bbz11lvYt2+fzvz5I5QOHTokPRcaGmrwKMxHjx5hzZo1GDlyJJo0aYLy5cvD1tYW5cqVQ0BAAEaNGoU9e/aY+2WXCAcPHpTem/bt20vP79+/H0OHDkX16tXh4OAg3bf/+uuvpdYFQz18+BCLFy9G586dUbVqVWnUStWqVdG9e3csXrwYMTExesvJysrC+vXrMXjwYFSvXh2urq5wdnZGtWrV8Prrr2PLli0QepZL1fZ6d+3ahddffx21atWCi4sLVCoVli1bhrCwMKhUKowaNUpKu27dOo3nlrw8eZ337NmDDz74AKGhofD09ISDg4M0aqdHjx746quvkJycbNB7acgUFX5+flKa/Pc1NjYWn3zyCRo1aoRy5crB2dkZAQEBmDJlCu7cuaO3LHm/mFGjRml8/fkX1XfeeUd6bsKECQa9LgBYtWqVlK9169YG59Pk0KFDiIuLA5B3LShbtqxJ5RWFOT9b8rLktI3WlH+e5CM/5aOkjx49ijFjxiAgIABly5aFSqXCtGnTNB5/z549GD16NPz9/VGmTBk4OjrC19cX/fv3x5o1awy6JuR/luTX4fyWk/wRco6OjqhevTrGjBmDU6dOaS3rzJkzUllubm5IS0vTe3wASEpKgpOTk5T32rVrGtM5Ozujc+fOAID4+Hjs37/foPLNRQiBP/74Q3osv/5o0rp1a9SqVQsAkJOTg+3bt5t0/OTkZPz9998GH/+1116T+lA+efJEakGTi4yMlLabNWsGd3d3nWXWqFEDtWvXBpB3HTX1NQFQu64IIXRe+8zC4jc8dTC0T1hkZKSoUaOG3lENnTt3Fo8ePdJYhr688r+C/Vm++uorYW1tbVDeDh06iISEBJ2vu7T1CTtw4IDa/ykjI0Ptfrymv6ZNm4rHjx/rPX5OTo6YN2+ecHJy0vveWllZiUuXLmkt68CBAwadJ8HBwSI2NlZnOfLX++zZM9G/f3+NZS1dulStL5S+v4Ln+d27d0WFChUMyluxYkWxd+9eve+pPI82vr6+an2btmzZIsqWLav12I6OjmLHjh16y9L3l39+XrhwQXquTJkyIiUlRe/rEkKIFi1aSPnCw8MNyqPNu+++K5W1aNEivekt0SfMnJ8teVmG/MnrL39tvr6+IiMjQ0yYMEFjvqlTp6od9+HDh4X60mj6q1Wrljh58qTO96Ngv8KIiAjh5eWl85rw4Ycfai2vWbNmUtoff/zRoP/JihUrpDxt27bVmXbp0qVS2nfeeceg8s3l6tWrau/F/fv39eYZO3aslH7YsGEmHX/Pnj1SWc7Ozhr7WRXUuXNnKc9HH31UaP/EiROl/UOGDDGoHl26dJHymOP79Pnz52rva1RUlMll6mKx0ZHmcvjwYXTv3h2pqanSc/kjPzIzMxEZGYmbN28CAPbt24c2bdrg6NGjqFSpklo5+SM1t2zZIo3i6Nevn8YRSwVHYd6/f19qaq5evTrq1KmDSpUqwcHBAc+ePcOFCxdw6dIlAHm/YDt16oTIyEjY29ub6V0oWcaPH4+1a9fCysoKLVq0QEBAAHJzcxEZGYmrV68CAE6fPo0RI0Zg165dWsvJycnBoEGDsGXLFuk5Ozs7tGzZEn5+frCxscGDBw9w+vRpxMfHIzc3VxrFVtBvv/2GYcOGSb+2HRwcEBwcDD8/P1hbW+PatWuIiIhAdnY2IiMj0bJlS5w8eRIeHh46X6sQAm+++SZ27NgBlUqFwMBA1KlTB0IIXLx4ESqVCp06dYKLiwuuXLki/TIMCAjQOAIo/5dovpSUFKm5283NDfXq1YOvry9cXFyQmZmJ27dvIzIyEunp6UhISECPHj1w6NAhqX+HOfz9998YP348cnJyULVqVbRs2RJlypTB7du3cfDgQWRnZyMtLQ2DBw/GxYsXUa1aNbX8I0eORGJiIv7++29cuXIFANCxY0cEBAQUOlZQUBAAoH79+mjZsiUiIiLw/PlzbNq0Se+IrcuXL+PEiRMA8vqEDB482KTXLW89b9OmjUllmYspny0vLy/pOie/TaRtlHqZMmW01uPdd9/FypUrAQANGjRAo0aNYGtri2vXrsHK6v9uoDx8+BCtW7eWrsFAXutEixYtYG9vr/Y/u379OkJDQ7F7926DWjHv3LmD9957D0+fPoWzszM6dOgADw8PPHjwAAcOHEBKSgpyc3Px73//G9nZ2Rr7GY0bNw7jx48HAISHh2PYsGF6jxseHi5tv/XWWzrTtm3bVtreu3evzrTt27eX7sSMHDnS5Hkvo6Ojpe3KlSujSpUqevM0bdpUY35Tj9+gQQON/aw0HT//c6fp+EJ2l6Iok03nfw+b4sKFC2qPfXx8TC5TJ4uGeHroawl78uSJ2q+gGjVqaPwl9eOPPwpHR0cpXe/evbUesyijI8PDw8Xy5ct1tp6cO3dONG/eXCr7s88+05q2NLeE2dvbCwAiMDBQREdHq6XLzc0Vy5YtU/sVcejQIa3Hnjlzplrat99+WyQmJmpMe+LECTFixAhx8eLFQvsuXryo1pI2bdo0jeXcvHlTtGnTRkrXvXt3va83f56aBg0aiPPnzxdKm56eLm0X5f8aExMjpkyZIk6cOCFycnI0pklKShLTp09Xa1HQllYI41vC7O3thbOzs1i/fr3Izc1VS3fx4kW1z+CoUaO0lmns6Ej5+9WuXTu96d977z0p/ZgxY/Sm1+XFixfCyspKABAqlUo8f/5cbx5Lt4SZ87NlyDkgJ39t+a3+Pj4+4vDhw4XSys/57t27S/mcnJzETz/9VCj9yZMnRfXq1aV0Pj4+WkfHyc8h+dxtz549U0v37NkzMXToULXXWXBUoBB5/2cXFxfp/3zjxg2d78P58+el8gxpoU1LS5PeL5VKpXPUn/w6bY7r/qJFi6TyWrRoYVCenTt3qv2/TFGUVqtvvvlGylO3bt1C+z/55BNpf3BwsEFl1q5dW61FzlTy1sJ69eqZXJ4+JToImzNnjrS/XLly4s6dO1rL+v333w26QFlyiopnz56JypUrCwCiSpUqIjs7W2O60hyE5QcBL1680Frma6+9JqWdMGGCxjRXr16VvgQBiH//+99G1VtOPknh/PnzdaZNTk4WderUkdJHRkYWSlPw9VauXNmgW6uWnqJCfntI19BpY4MwlUol/vzzT61pd+zYIaV1cXHRetvB2CAsJSVF7RbotWvXtKbNzMwUlSpVktJGREToLV+XiIgIqSwvLy+D8hQMwkaMGCEmT55s0N+yZcs0lmmJz5YQpgVh+V/QV69e1Zln//79anm2bdums3z5/3revHka0xW8td+jRw+tPzhycnJE165dpbSBgYEa040ZM0ZKo+kWmNzUqVOltOPHj9eZNp+8C4SuwNjcQdgHH3wgldenTx+D8pw6dUrt/ZUH1MYaPHiwVI6ht2I3b96sdl0taNu2bdJ+W1tb8fDhQ53l3bhxQ+31ABAZGRlFej1CCHH27Fm1rkfffvttkcsyVIkNwnJzc6WABoBYsmSJ3vLkv8qGDh2qMY2l5wmT/zrQ1HIiROkPwjZv3qyzzF27dklpmzVrpjGNPKAIDg4u1AJjqLNnz0rl+Pv7aw185TZs2CDlmTJlSqH9BV+voR9ESwdhJ06ckMp/7733tKYzNgjT1XIsROHP4oULFzSmK8o8YZMmTZLyzJo1S2u6TZs2SenM8ev0559/lsoztBXBlBnztfV5tcRnSwjTg7APPvhAb54hQ4YYfA4Jod5yU6VKFY2fefk5ZEjL1dWrV4VKpZLynD17tlCaqKgoab+Xl5fWa0RGRoZa/0x9/dfyyefJWrt2rdZ05g7C5J8dQ1uiLl++rPZ/1td/WZcePXpI5cycOdOgPPLz18XFpdD+pKQk4erqKqWZOHGizvIGDRpU6LNW1NeUnJws6tevL5VTt25dkZmZWaSyjFFi+4RFR0fjwYMHAPKG144cOVJvnjFjxuDPP/8EAIut0/bo0SNERkYiOjoaT58+RUpKitp97H/++UfaPnv2rNYhu6WVg4ODzpmJAaBJkybStrYRjbt375a233777SIvNi3vFzNo0CBYW1vrzdOhQwdp++jRozrTqlQqDBkypEh1M1ZWVhZOnDiBc+fO4cGDB3jx4oXaMO4XL15I22fPnjXbcfPn2tFGpVKhUaNG0ucxJiYG9evXN8uxx40bh2+//RZA3ojS+fPna/wffv/999K2vn46hsgfBg/kzcZdEpjrs2UOQ4cO1ZvmwIED0vbo0aP1ph81ahQ+/PBD5ObmIj4+HlevXtXYbzBf69at9U4r4O/vj5YtW+L48eNSnRo1aqSWJjAwEI0bN8bZs2cRFxeHPXv2oEePHoXK2rZtm9Q/s2HDhmjevLne1wTkzYOVL/8zoom5v5PS09OlbTs7O4PyFOynbOiIUUscX9Oxy5Qpg3feeQeff/45gLwpOFxdXTFv3jw4ODhI6ZKTkzF9+nT89ttvhcooymsSQmDUqFHSqgN2dnb4+eefYWtra3RZxiqxQdiZM2ek7YCAAIMulPLOng8ePMD9+/fh6elplvpcvnwZM2fOxJ9//mnwfDBFWbC0pKtdu7beD5z8f5WUlFRo/8OHD9W+QApOLmiMiIgIte23335bbx550Hzv3j2daf38/FC+fPki188QaWlpWLBgAVauXGnwOWPOc8uQHwr6/qdF1ahRIwQGBuLkyZOIj4/Hrl270Lt3b7U09+/fl6Z/sbOzw/Dhw00+bkpKirRdcCJIQ92+fdusi96b47NlDra2tnrPibi4ODx69Eh6bMhAkUqVKsHf318avHH69GmdQVhwcLBB9ZUHYfLvDbmxY8dKAxTCw8M1BmHyDvnGTNwrP3/k55WlyYMSbQOWCsrIyFB7XNRz3xzH13bsOXPm4MCBA9L/dPHixQgPD0dISIjaskX5c4L17t1bbWoKY5YSyzdr1iy1gG7FihWFgnlLKbFBmHwiOV9fX4PyeHh4wMHBQYrQExISzBKE7dmzB3379i10Ausjb7l4WRgyl5L814OmCfnkrRD29vYm/Y/yR7oCeSNTjZ2r5+nTpzr3Fxxla25Pnz5Fhw4djG7ZMue5Zez/1Ng54PQZN26ctIZseHh4oSBs7dq10g+fvn37qrU8mENRW2HNzRyfLXNwc3PTO9JNfn12dHTUO59TPj8/PykI0/dDomrVqgaVKR+9pm0C0jfffBMzZsxAamoqtm/fjsePH6t9tmNjY6VRe/b29gaNoswn/1FXnFxcXKRtQ1t/CqaTl1Hcx9d2bDs7O+zZswdvvfUWNm7cCABITEzE77//rpYuf866Xr16SUGYlZWVzlG/mixevFhtZO3ChQsNatk1lxI7Wat8YkpnZ2eD88nTmuOL6vHjxxgyZIgUgFWrVg2LFi3CsWPHcP/+faSmpiI3Nxcir3+d2tIJ+TMZW5r8gmnoL5J88sDSkKZXc3xhyf8vplwEANNbA/S1apryS9EQkydPlgIwe3t7jB8/Hn/88QeuX78u3Y7MP7du374t5TPnuaV0EPL6669Lv1537typFqQLIbBmzRrpsbmWFpJfJ+TT3yhJ6f9DPkPO+eK4Pjs5OZmtzDJlykjdCvIndJZbs2aN9JkaMGCAUa3f8ttyxrwXppK3iso/M7rIb5c6OTmZNI2SqcfX9R67uLjg119/RUREBMaPH486deqgTJkysLe3R/Xq1REWFoaIiAh8+eWXuHv3rpTP09PTqM/Rd999h5kzZ0qPZ82apfa4OJTYljD5l7MxTbzytEVplizof//7n/RF36RJExw+fFhn4KBE65f8F7Shs6prSl+uXDlzVUkn+f/F2PoWJL/obd26FX379jWpvOIUFxeHX375BQBgbW2NvXv3ol27dlrTv4wtq0De//CNN96QljL54YcfMGPGDAB5s9rfuHEDQF7LSKdOncxyzMqVK0vbL2O3AUsrjuuzocGxoWWOGzdOCujDw8Px3nvvASgc6Bvb51De+mbIXF3mkj9TPACDZ3WXByy6bgWXlOMHBwfrvS2d34oOQG3dR31+/PFHTJo0SXo8ceJEtWWQikuJbQmTNxXL/3G6PHr0SO1XiTluW8iXZfj444/1ttxYfIkDDeTv1a1bt4zKK59k0dK33vLJJ0jNyMhAfHy8Wcq6fv26SfUqbvv375duZfTo0UNnAAYoc24Vl3Hjxknb8r458g75o0aNUpso1BTyvlyxsbFmKfNVIr9WpKWlGRzIys9hfddnQ6/78nS6ygwODpb6ul2+fFlaIufAgQNSK3O1atXUBu4YIn/pKwBm7SOoj3xS8QcPHugcFJDv9OnTGvObevwLFy4YdHvcnMfPJx8gYugk1ps3b0ZYWJjU+jl8+HDFFmEvsUGYfBTQlStX8OTJE715jh07Jm1XrlxZY18jY5v85X2O6tWrpzNtTk6OWh2KS7NmzaTt06dPG9VHQb72mrwcS/Lw8FC7WJmy5lqLFi2kbaXX7rTkuQVA41prJYkpt9OaNm0qzeZ99epVHDt2DM+fP8fmzZsB5PX1MGc/jQYNGkgBXXx8/EvbymgpXl5eav3A8jtR65KYmCjN+g+oz96uiXzQjS7y9Qb1lTl27FhpOz/Ylwf9o0ePNuo8Tk9PlwJLlUqFhg0bGpzXVLVq1YK3t7f02JDRl/K1k40NNgtq1aqVdDszJSVFbWYATTIyMtT+V6YeH8ibjSB/5n1ra2u8/vrrevPs3LkTr7/+utQVZcCAAVizZo1i3QFKbBBWp04d6ZZBTk4OfvzxR7155E3K2kbcyUd0GNLBWP7LW1/z+NatWw36NWJu8tcaHx9v8Jf1jRs3EBUVJT3WtLi0pXTv3l3a/uabb4rcuVU+pP/vv/8utOREcbLkuZWamooffvih6JUrBsa+/oIKtoZt2LBBel86depkcEdtQzg7O6Nu3boA8m5HnT9/3mxllwSm/i8MIb/uGLIEz7p166SWB09PT7XbWZocP35craVek/zlyDTVSZPhw4dLfd5+/fVXxMXFScumWVtbIywsTN/LUHPp0iXpy7x27drF1qUDyAv6+vTpIz3W9z+IiIiQFiO3srIqNADGWC4uLmpLs+k7/u+//y792HFzc9Pb8m+Ijz/+WNru3bu3xmUI5fbv34/XXntN+kx0794dGzZsMGhqI0spsUGYSqVSuyh/+umnas2+Be3cuVNtmOqECRM0ppN3JtRVXr7q1atL29u2bdOa7vHjx3j33Xf1lmcJNWvWVOsr8/777+sdyZmbm4upU6dKj2vXrm2WXyaGmjZtmhSEREREYNGiRUUqJygoSAoexf9f5/H58+cG5c3MzNQ7OtIYppxbO3fu1Nmc//777xvc+VUpxr7+gt544w2pj9/GjRul+cMA83XIl+vcubO0rW++uNLG1P+FIfLXZATy1uSVz/1X0L179zB//ny1vPpaHoQQeOedd7QOQsnNzcU777wj/YBr3ry53mkFypUrh9deew1AXh/LQYMGSSP2unbtqtayZIgjR45I2126dDEqrzlMmDBBuo7u2bNHbT1UudzcXHzwwQfS48GDB5ul+4m8T9WaNWu0rt2YmpqKOXPmSI/Hjx9v0FqTuixZskS6++Ho6Khx7VC548ePo0+fPlKXpZCQEGzevNngOc4sxuLTwepg7NqRtWvXFmfOnCmU7pdffhHOzs4Gzd68cOFCKV3Pnj31ztS+cuVKKb29vb1Yv359oTSnTp2SlsKR10Pb7PWWmFk9KipK2NraSuW2bdtW68zmt2/fFn369FGbZXjr1q1ay5bP6q1t5u+C5GVrM2PGDLV0utaOjIqKEiNHjtS4duSFCxek9eHyz5N9+/ZpPe7169fF/Pnzhaenp9i+fXuh/UV5vUII8eDBAymfg4ODzmW2hMg7v+VrXg4bNqzQ2nNJSUnSWmbyc0vb6gZCGD9jviFrIBoyG/4vv/wipWnUqFGRlg956623Cs2AXbFiRZOWItFGvuxOly5d9Ka39NqR5vxsdevWTUqzaNEivWXKX5uuc6sg+SolLi4uYuPGjYXSnD59WtSqVUtKZ+zakcOGDdO4duTrr7+u9l7o+szLHTlypNA5BuhfrUAT+XV07969OtOae8b8fMOHD5fKrVChQqGVYJKTk8Wbb76p9r5ev35dZ5ny90Xf6hdt27aV0vr5+RVaKSYhIUF07txZSlO+fHmda2w+fvxYvPXWWyIqKkrj/oSEBLXVAgBoXRYs3+nTp9WWzWrRooXO5cGKU4kdHQnkNVn+/PPP6N69O1JTU3H16lU0bdoULVq0QN26dZGZmYkTJ06odciuVauW2j3+ggYMGIAPP/wQQgjs3LkTDRs2RKtWrdRG1QwdOlSaLTksLAxffvklrl27hoyMDAwfPhwLFixAo0aN4ODggIsXL0r3whs1aoSuXbvqjcgtITAwEF9//TUmTpyI3NxcHDlyBA0aNEDdunXRsGFDlC1bFsnJybhy5QrOnDmj9uvyo48+UmRU4YIFC3DlyhWpBfPrr7/GqlWr0KpVK/j5+cHGxgYPHjzAqVOnpM7706ZNK1RO/fr1sWHDBgwZMkQ6Tzp37gwfHx8EBgaiYsWKyMzMxOPHj3Hu3DmLdcT28PBA69atcezYMaSnp6NRo0bo1q0bqlSpIv1arVGjBiZOnAgg7/yePn06Pv30UwDATz/9hD///BMtWrSAl5cX4uPjcfDgQaSkpMDa2hrffvutQStHKKV79+5wcnJCamoqzp07hzp16qB9+/YoV66c1OrRpUsXnS0G48aNK/T5HT58uEV+rYaEhMDLywtxcXE4ePAgkpKSDJqrK9/cuXONGoEdGhqKgQMHFqWqRhs4cKDUMjVr1izs3r0b9erVU5uS4KOPPoKbm5tJx1mzZg1at26NmzdvIjk5GYMHD0atWrXQokUL2NnZITo6GpGRkVJrlbOzMzZs2GDQbbvZs2fjq6++wk8//YRt27ahQ4cO8PDwwMOHD7F//361kdXvvfeewSNn27Rpg7p16+Ly5cvSc+7u7kbfnktJSZFanipXrlysdxLkvv76a5w+fRqXLl1CYmIiQkNDERwcjLp16yIpKQn79+9Xa/FftWoVatasabbj//zzzwgKCkJ8fDxiYmLQuHFjhISEoHr16nj8+DH++usvqVuBjY0NNm7cqPP/n52djfDwcISHh6NKlSpo1qwZKleujMzMTMTExOD48eNqdw3mzp2rdldHk65du6pNZ1SjRg3MmjXLoNc3fPhwtb7HZqdkBKivJSxfRESEqF69usZfL/K/Tp06iUePHuk97scff6yznIKR/9WrV/Uev3Xr1iI2NlbtNRVnS1i+nTt3iqpVq+p9r/D/Wxi+//57vWVa6te6EHmL8M6ePVvY29vrra+1tbWIjo7WWtbZs2dFs2bNDHrt+P+/2jS1rBa1JUyIvFbRMmXKaD1mwfKys7PFiBEjdNazXLlyYsuWLQa3Vhjy3luiJUwIIVatWqW2MHvBP0PWNm3UqJFaHk2tn+Yivxbo+8VvytqRAMTUqVMLlWmpz1ZWVpYIDQ3VWR/5/72oLWFC5LUAd+jQQe/rr1mzptbWjXwFz7Pjx48LT09PrWVaWVmJGTNmGL327NKlS9XKmT59ulH5hVBv+TVk7URLtYQJIURcXJze/4GLi4tB13shjGsJE0KI6Oho0bhxY53Hr1SpktixY4fesuLj4w36PFWuXFls2LDB6Ndj7J+h6+AWVYntEyYXHByM6OhoaTZtHx8f2Nvbw8XFBTVr1kRYWJh0P9yQ+9yfffYZ/vzzTwwaNAjVqlXTOymgv78/zpw5gwULFqB58+ZwdXWFvb09fH190atXL/z88884ePCg3k6BxaFHjx64ceMGfvrpJ4wYMQIBAQEoX748bGxsULZsWdSoUQODBg3Cd999h5iYGIwaNUrR+lpZWeHzzz/H9evX8emnn6Jt27aoUqUKbG1t4ejoCF9fX/To0QNLlizBnTt3dM4t06hRI/zzzz/Ys2cPJk6ciIYNG6JixYqwsbGBs7Mz/Pz80KVLF8yZMwfHjh3DrVu30LhxY7O+nqZNm+L8+fN4//330aRJE5QtW1Znp09ra2usW7cO27dvR+/eveHu7g5bW1u4u7ujefPm+Oyzz3Dp0iX069fPrPW0lLFjx+Lo0aMYMWIE/P394ezsbPSoI3lrUXBwsEEjR4tq0qRJUivb6tWrLXac4mZjY4M9e/Zg5cqV6Ny5MypXrmyxvi8eHh74+++/sXv3boSFhaFmzZpwcXGBvb09fHx80KdPH3z//fe4fPmyUfM4AXlLEp07dw6ff/45mjVrhgoVKsDe3h5+fn4YNWoUTpw4gcWLF5t0jgFFW4/0f//7H4C89zp/SSSleHp64q+//sLmzZsxYMAA+Pn5wd7eHhUqVECTJk0wZ84cXLp0yWLX+4CAAJw4cQLr1q1Dt27d4OPjAzs7O7i7uyM4OBiLFi3C5cuX0bNnT71lubu748CBA/jkk08QEhKCatWqwdnZGU5OTqhevTp69eqF8PBwXL161aA1Tks8i4Z4RERGkrcY/O9//7P48caMGSMdT1PLKBUfQ1tcTSW/G9G6dWuj81+5ckWoVCoBQAwfPtwCNaRXRaloCSOiV8P169elKVZcXFykpWYs6ZNPPpFaiZToz0nFT97qWZSRt4sWLYIQAjY2NmpL1REZi0EYEZUYy5cvlzpxDxs2zCxLj+lTtWpVvPPOOwDypsbIX2CaXk6nTp2SJtV2c3MzOtC/deuWNG/lpEmTUKNGDbPXkV4dDMKIqEQ4deoUvvvuOwB5fQU1jYS1lDlz5qBKlSrIycnBhx9+WGzHpeKVnp4uBdxA3jxbhixYLvfRRx8hKysLlSpVwrx588xdRXrFlOgpKojo5fX06VN8/vnnyM3NxZ07d7B9+3ZpJuuRI0eavMCwMVxdXdWWkaKXx4oVK3Dz5k08e/YM+/btk9aarFixIqZPn250eRs2bMCGDRvMXU16RTEIIyJFJCUlYcmSJYWe9/f31/g8UVH8+uuvamsmAnmjksPDw1G+fHmFakWUh7cjiUhxNjY28PPzw9SpUxEREWHyJKJEBalUKri5uaFHjx44dOiQ2rqLREpRifxesERERERUbNgSRkRERKQABmFERERECmAQRkRERKQABmFERERECmAQRkRERKQABmFERERECmAQRkRERKSAUjdj/t27d/Hf//4XO3fuxN27d2Fvb4+aNWti8ODBmDRpEpycnMx+zPT0dFy4cAEAUKlSJdjYlLq3jYiIqNhkZ2fj8ePHAIAGDRrAwcFB4RqVTKVqstadO3di2LBhSEpK0ri/du3a2LVrF6pXr27W4548eRJBQUFmLZOIiOhVEBUVhcDAQKWrUSKVmtuR586dw+DBg5GUlAQXFxd8/vnnOH78OP7++2+MHTsWAHD16lX07NkTycnJCteWiIiISLdSc19t2rRpSE1NhY2NDfbu3YuWLVtK+zp06IBatWrhgw8+wJUrV/Dll19izpw5Zjt2pUqVpO1AhMIejmYrm4iI6GWTgTScxAEA6t+hpK5U3I6U3w4cP348Vq5cWShNbm4u6tevj+joaLi5ueHhw4ewtbU1y/FjY2Ph4+MDAGiDHnBQmb/fGRER0csiXaTiKHYBAO7duwdvb2+Fa1QylYrbkVu3bpW2R40apTGNlZUVRowYAQB4+vQpDh48WAw1IyIiIiqaUhGEHTlyBADg7OyMZs2aaU0XEhIibR89etTi9SIiIiIqqlIRhEVHRwMAatasqXN6iICAgEJ5iIiIiEqiEt8xPz09HQkJCQCg956ym5sbnJ2dkZKSgnv37hl8jNjYWJ374+PjDS6LiIiIyBAlPgh78eKFtO3i4qI3fX4QZsw0Ffmd7omIiIiKS4m/HZmeni5t29nZ6U1vb28PAEhLS7NYnYiIiIhMVeJbwuRLHWRmZupNn5GRAQBwdDR8Li99ty7j4+M5Yz4RERGZVYkPwlxdXaVtQ24xpqSkADDs1mU+zl9CRERExa3E3450cHBAxYoVAejvQP/06VMpCGM/LyIiIirJSnwQBgB16tQBANy4cQPZ2dla0125cqVQHiIiIqKSqFQEYW3atAGQd6vx1KlTWtMdOnRI2m7durXF60VERERUVKUiCOvXr5+0vWbNGo1pcnNz8cMPPwAAypUrh9DQ0OKoGhEREVGRlIogLCgoCG3btgUAhIeHIyIiolCaJUuWSLPkT5061WyLdxMRERFZQokfHZnvq6++QuvWrZGWloYuXbpg9uzZCA0NRVpaGn755ResWrUKAODv74/3339f4doSERER6VZqgrAmTZrg119/xZtvvonnz59j9uzZhdL4+/tj586datNaEBEREZVEpeJ2ZL7evXvj/PnzePfdd+Hv7w8nJyeUK1cOzZs3x6JFi3DmzBnUrFlT6WoSERER6aUSQgilK1HSxcbGSvOOtUEPOKicFK4RERFRyZUuUnEUuwDkrUrDSdE1K1UtYUREREQvCwZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkgFIRhKlUKoP+2rdvr3RViYiIiAxio3QFiJRgU9nD5DISO1UzKf+zPikm12FyvcMml0HmkZprZ1L+LYs6mlyHcr+eNim/yMo0uQ5EZLhSFYRNnDgRkyZN0rrf2dm5GGtDREREVHSlKghzd3dH/fr1la4GERERkclKRZ8wIiIiopcNgzAiIiIiBTAIIyIiIlJAqeoT9ttvv2HDhg24e/cubGxsULlyZbRq1QphYWEIDQ0tcrmxsbE698fHxxe5bCIiIiJNSlUQdvnyZbXHN27cwI0bN/DDDz+gX79+WLt2LcqWLWt0uT4+PuaqIhEREZFBSkUQ5uTkhD59+qBjx44ICAiAi4sLHj9+jEOHDmHlypVITEzE1q1b0bdvX+zbtw+2trZKV5mIiIhIp1IRhMXFxaFcuXKFnu/cuTOmTJmC7t2748yZMzh06BBWrFiBd955x6jy7927p3N/fHw8goKCjCqTiIiISJdSEYRpCsDyeXh4YNOmTahTpw4yMzOxfPlyo4Mwb29vE2tIREREZJyXYnRk9erV0blzZwB5/cTu37+vcI2IiIiIdHspgjAAqFu3rrQdFxenYE2IiIiI9HtpgjAhhNJVICIiIjLYSxOEyaev8PT0VLAmRERERPq9FEHYrVu3sG/fPgB5/cO8vLwUrhERERGRbiU+CNu+fTuys7O17n/48CFee+01ZGVlAQAmT55cXFUjIiIiKjKVKOGdqfz8/JCVlYWBAweiZcuW8PPzg6OjIxISEnDw4EFpslYAaNOmDf766y/Y29ubtQ6xsbHSrPpt0AMOKiezlk/Gy23T2KT8aR8/N7kOhxpsMrkMInOaFNfapPzXPqlnch3s9vxjchlU+qWLVBzFLgB5c3FyKijNSsU8Yffv38fy5cuxfPlyrWkGDhyI1atXmz0AIyIiIrKEEh+ErVu3DocOHUJERARu3bqFhIQEPH/+HC4uLvDx8UGrVq0wcuRItGzZUumqEhERERmsxAdhISEhCAkJUboaRERERGZV4jvmExEREb2MGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKaDEL+BNL5/EsS1NLuPXj/9jUv4ati4m1yE5N9Ok/DtSqphch49O9jMpv9shB5PrQHkyeiSZlP+XJuEm1+Fbr2Mm5d/3zWmT67Bg+kiT8rvsv2JyHXKePze5DKLiwJYwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSgEoIIZSuREkXGxsLHx8fAEAb9ICDyknhGpVuC25HmVxGYzsbk/JnI8fkOtTZ+rZJ+WtNPmFyHejlkd2hmcllPJmaYlL+f5r/bHIdTFX3aJjJZfgNOW96Rcgk6SIVR7ELAHDv3j14e3srXKOSiS1hRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERAqwUboCVPqk9w4yKb+n9VEz1MK0U7fuxikm16DWu5Eml0GUz2b/KZPLKI9mJuUPeneoyXWIavqLSfnXB4WbXIc3F75jUv5qsyJMrgORIdgSRkRERKQABmFERERECmAQRkRERKQABmFERERECmAQRkRERKQABmFERERECmAQRkRERKQABmFERERECmAQRkRERKQABmFERERECmAQRkRERKQABmFERERECmAQRkRERKQABmFERERECrBoEPbo0SPs2LEDc+bMQffu3VGxYkWoVCqoVCqEhYUZXd7u3bsxYMAAeHt7w97eHt7e3hgwYAB2795t/soTERERWZCNJQv38PAwSzlCCEyYMAGrVq1Sez4uLg5btmzBli1bMG7cOKxcuRIqlcosxyQiIiKyJIsGYXI+Pj6oU6cO9u7da3Tejz/+WArAmjRpgg8++AA1atTAzZs3sXjxYpw5cwarVq1CpUqVMH/+fHNXnQqIb2ltUn53ayeT69Dzam+T8td8/6TJdSAqaWz2nzIpf6XDpn8lzD7Z1KT8C9xPm1yHH4f816T8n8wKNLkORIawaBA2Z84cBAYGIjAwEB4eHoiJiUG1atWMKuPGjRtYvHgxAKB58+Y4fPgwHB0dAQCBgYHo06cPQkJC8M8//2DRokUYNWoUatSoYfbXQkRERGROFu0TNm/ePPTq1cuk25JLly5FdnY2AGD58uVSAJbPyckJy5cvBwBkZ2dj2bJlRT4WERERUXEp0aMjhRDYtm0bACAgIADBwcEa0wUHB6N27doAgK1bt0IIUWx1JCIiIiqKEh2E3b59G3FxcQCAkJAQnWnz98fGxiImJsbSVSMiIiIySYkOwqKjo6XtgIAAnWnl++X5iIiIiEqiYhsdWRT37t2Ttr29vXWm9fHx0ZjPELGxsTr3x8fHG1UeERERkT4lOgh78eKFtO3i4qIzrbOzs7SdnJxs1HHkARwRERFRcSjRtyPT09OlbTs7O51p7e3tpe20tDSL1YmIiIjIHEp0S5iDg4O0nZmZqTNtRkaGtF1wGgt99N2+jI+PR1BQkFFlEhEREelSooMwV1dXaVvfLcaUlBRpW9+ty4L09TcjIiIiMrcSfTtSHhzp6zwvb81iHy8iIiIq6Up0EFa3bl1p+8qVKzrTyvfXqVPHYnUiIiIiMocSHYRVq1YNnp6eAIBDhw7pTHv48GEAgJeXF/z8/CxdNSIiIiKTlOggTKVSoW/fvgDyWroiIyM1pouMjJRawvr27QuVSlVsdSQiIiIqihIdhAHAtGnTYGOTN35gypQphaafSEtLw5QpUwAANjY2mDZtWnFXkYiIiMhoFh0defToUdy4cUN6nJCQIG3fuHEDa9euVUsfFhZWqAx/f39Mnz4dCxcuxD///IPWrVtj5syZqFGjBm7evIlFixbhzJkzAIAZM2agVq1aFnktVLLkCNN+P1jl5pipJkQvD5GdbXIZm6Mbm5R/gftpk+vQSPe0knrFftjK5Dp4//u4yWXQy8+iQdjq1auxbt06jfuOHTuGY8eOqT2nKQgDgM8//xyPHj3C999/jzNnzmDo0KGF0rz11luYP3++yXUmIiIiKg4l/nYkAFhZWSE8PBw7d+5E37594enpCTs7O3h6eqJv377YtWsXVq9eDSurUvFyiIiIiCzbErZ27dpCtxxN0aNHD/To0cNs5REREREphU1HRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERAqwUboCVPq07XBB6SoQUQlV7VvT8p9tmW1yHRrbmfbVltkg1eQ6EBmCLWFERERECmAQRkRERKQABmFERERECmAQRkRERKQABmFERERECmAQRkRERKQABmFERERECmAQRkRERKQABmFERERECmAQRkRERKQABmFERERECmAQRkRERKQABmFERERECmAQRkRERKQABmFERERECrBRugJU+hzZ38C0AkYeNrkO3s7PTMr/0M3N5DrkPH1qchlELxuro2dNyv/R7f4m12Fn7e0m5b8S8r3JdeiBpiaXQS8/toQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECbJSuAJU+1f5IMSn/3WGpJtehqetdk/L/Wam5yXXA06eml0FERK8stoQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECLBqEPXr0CDt27MCcOXPQvXt3VKxYESqVCiqVCmFhYQaVsXbtWimPvr+1a9da8uUQERERmY2NJQv38PCwZPGkENU/l03Kn5Rra3IdJpW7bVL+jfW6mVwHp2s3TS6DiIheXRYNwuR8fHxQp04d7N27t8hl7NmzB56enlr3e3t7F7lsIiIiouJk0SBszpw5CAwMRGBgIDw8PBATE4Nq1aoVuTx/f3/4+fmZr4JERERECrFoEDZv3jxLFk9ERERUanF0JBEREZECGIQRERERKaDYOuabQ1hYGKKjo/H06VOUKVMGNWvWRKdOnTBx4kR4eXkVudzY2Fid++Pj44tcNhEREZEmpSoIO3TokLSdmJiIxMREnDhxAkuWLMGyZcswfvz4IpXr4+NjrioSERERGaRUBGHVq1fHgAED0LJlSylgunXrFjZv3oxNmzYhPT0dEyZMgEqlwrhx4xSuLREREZF+JT4I69+/P0aOHAmVSqX2fGBgIIYMGYIdO3ZgwIAByMrKwrvvvos+ffqgcuXKRh3j3r17OvfHx8cjKCjI6LoTERERaVPiO+aXLVu2UAAm16tXL8ydOxcAkJqaivDwcKOP4e3trfOvSpUqRa4/ERERkSYlPggzxNixY6VATd5vjIiIiKikeimCMHd3d1SsWBEAEBcXp3BtiIiIiPR7KYIwABBCKF0FIiIiIoO9FEHYo0ePkJiYCAA6F/gmIiIiKileiiBs1apVUktYSEiIwrUhIiIi0q9EB2ExMTE4c+aMzjQ7duzAZ599BgBwcHDAqFGjiqNqRERERCax6DxhR48exY0bN6THCQkJ0vaNGzewdu1atfRhYWFqj2NiYhAaGoqWLVuid+/eaNy4Mdzd3SGEwK1bt7Bp0yZs2rRJagX74osvTFq+iAyT1r2pSfk9rA+aoRa2JuWe9Z91JtdgRt3RJuX3+fy4yXUgIqLSy6JB2OrVq7FuneYvu2PHjuHYsWNqzxUMwvJFREQgIiJC63GcnJywdOlSzpZPREREpUaJnjG/WbNm+PHHHxEREYF//vkH8fHxSEhIQHZ2Ntzc3FCvXj107NgRY8aMgbu7u9LVJSIiIjKYRYOwtWvXFrrlaAxXV1cMGzYMw4YNM1+liIiIiEqAEt0xn4iIiOhlxSCMiIiISAEMwoiIiIgUwCCMiIiISAEMwoiIiIgUwCCMiIiISAEMwoiIiIgUwCCMiIiISAEMwoiIiIgUwCCMiIiISAEMwoiIiIgUwCCMiIiISAEWXcCbXk4O26NMyh82bajJddgV8IdJ+bs5pppchy6TlpuUv2HjMJPrYH3K1aT8Fc9nmVwH+10nTS6DiOhVxJYwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSAIMwIiIiIgUwCCMiIiJSgI3SFaBXj/WQNJPLqP3VWybl/7XVdybXobGdaR+fi63WmVwHtDIt+7WsdJOrMDp6uEn57b6pYHIdHHZEmVwGmYeNt5dJ+ZuUv2ummhTdl09rKV0FekWwJYyIiIhIAQzCiIiIiBTAIIyIiIhIAQzCiIiIiBTAIIyIiIhIAQzCiIiIiBTAIIyIiIhIAQzCiIiIiBTAIIyIiIhIAQzCiIiIiBTAIIyIiIhIAQzCiIiIiBTAIIyIiIhIAQzCiIiIiBTAIIyIiIhIATZKV4BePTkJiSaXUWOYaWV82HKsyXXIKmtnUv4cB5XJdaj94SWT8rcvd8XkOhxt+JtJ+a99nW5yHb6b187kMsg8ajhcNCn/pHK3Ta7DpwkNTMp/cqC/yXUATH8d9PJjSxgRERGRAhiEERERESmAQRgRERGRAhiEERERESmAQRgRERGRAhiEERERESmAQRgRERGRAhiEERERESmAQRgRERGRAhiEERERESmAQRgRERGRAhiEERERESmAQRgRERGRAhiEERERESnAokHY6dOnsWDBAnTv3h0+Pj6wt7eHi4sL/P39ERYWhiNHjhhV3u7duzFgwAB4e3vD3t4e3t7eGDBgAHbv3m2hV0BERERkGTaWKjgkJASHDx8u9HxmZiauX7+O69evY926dRg+fDhWr14NOzs7rWUJITBhwgSsWrVK7fm4uDhs2bIFW7Zswbhx47By5UqoVCqzvxYiIiIic7NYEBYXFwcA8PT0xKBBg9C2bVtUrVoVOTk5iIiIwJIlSxAXF4f169cjOzsbP//8s9ayPv74YykAa9KkCT744APUqFEDN2/exOLFi3HmzBmsWrUKlSpVwvz58y31kuglooo4Z3IZ2n82FJ+7W03L/2PDzibXYe7Iciblf7f7TpPrUMvxoUn5Xa3STK7DMNdHJpehtJjsVJPL2J1Sx6T8K5N8Ta7Drq/amZS//I0Ik+tAZAiLBWEBAQFYsGABBg4cCGtra7V9wcHBGD58OFq3bo1r165hw4YNmDhxItq2bVuonBs3bmDx4sUAgObNm+Pw4cNwdHQEAAQGBqJPnz4ICQnBP//8g0WLFmHUqFGoUaOGpV4WERERkVlYrE/Yjh07MHjw4EIBWL6KFStiyZIl0uNNmzZpTLd06VJkZ2cDAJYvXy4FYPmcnJywfPlyAEB2djaWLVtmhtoTERERWZaioyPbt28vbd+8ebPQfiEEtm3bBiCvZS04OFhjOcHBwahduzYAYOvWrRBCmL+yRERERGakaBCWmZkpbVtZFa7K7du3pb5lISEhOsvK3x8bG4uYmBjzVZKIiIjIAhQNwg4dOiRtBwQEFNofHR2tc7+cfL88HxEREVFJZLGO+frk5uZi4cKF0uPBgwcXSnPv3j1p29vbW2d5Pj4+GvMZIjY2Vuf++Ph4o8ojIiIi0kexIGzp0qWIiooCAPTv3x/NmzcvlObFixfStouLi87ynJ2dpe3k5GSj6iIP4IiIiIiKgyK3Iw8dOoRZs2YBANzd3bFixQqN6dLT06VtXZO5AoC9vb20nZZm+pw/RERERJZU7C1hly5dQv/+/ZGdnQ17e3ts3LgRHh4eGtM6ODhI2/JO/JpkZGRI2wWnsdBH3+3L+Ph4BAUFGVUmERERkS7FGoTdvn0bXbp0wdOnT2FtbY0NGzboHPXo6uoqbeu7xZiSkiJt67t1WZC+/mZERERE5lZstyPv37+PTp064f79+1CpVPj+++/Rv39/nXnkwZG+zvPy1iz28SIiIqKSrliCsISEBHTu3Bm3bt0CkDfz/YgRI/Tmq1u3rrR95coVnWnl++vUMW3tMiIiIiJLs3gQlpSUhK5du+Ly5csAgIULF2Ly5MkG5a1WrRo8PT0BqM8ppsnhw4cBAF5eXvDz8yt6hYmIiIiKgUWDsNTUVPTs2ROnT58GAHz00UeYOXOmwflVKhX69u0LIK+lKzIyUmO6yMhIqSWsb9++UKlUJtaciIiIyLIsFoRlZmaif//+OHbsGABg6tSpmD9/vtHlTJs2DTY2eeMHpkyZUmj6ibS0NEyZMgUAYGNjg2nTpplWcSIiIqJioBIWWu164MCB+P333wEAHTp0wLJly3S2UNnZ2cHf31/jvg8//FCaXb9JkyaYOXMmatSogZs3b2LRokU4c+aMlG7BggVmfiV5gwLyO/u3QQ84qJzMfgwiUo51ubImlxH7Vj0z1ERZZWJyTC7DefMJM9SESrt0kYqj2AUgb+AcZyHQzGJBmLG3BH19fbUuvJ2bm4uxY8fi+++/15r/rbfewqpVqzQuBG4qBmFELzcGYXkYhJG5MAgzjKILeBvKysoK4eHh2LlzJ/r27QtPT0/Y2dnB09MTffv2xa5du7B69WqLBGBERERElmCxyVot0cDWo0cP9OjRw+zlEhERERU3Nh0RERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKcBG6QoQESkt51mSyWVUWXLcDDUholcJW8KIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFMAgjIiIiEgBDMKIiIiIFGDRIOz06dNYsGABunfvDh8fH9jb28PFxQX+/v4ICwvDkSNH9Jaxdu1aqFQqg/7Wrl1ryZdDREREZDY2lio4JCQEhw8fLvR8ZmYmrl+/juvXr2PdunUYPnw4Vq9eDTs7O0tVhYiIiKjEsVgQFhcXBwDw9PTEoEGD0LZtW1StWhU5OTmIiIjAkiVLEBcXh/Xr1yM7Oxs///yz3jL37NkDT09Prfu9vb3NVn8iIiIiS7JYEBYQEIAFCxZg4MCBsLa2VtsXHByM4cOHo3Xr1rh27Ro2bNiAiRMnom3btjrL9Pf3h5+fn6WqTERERFRsLNYnbMeOHRg8eHChACxfxYoVsWTJEunxpk2bLFUVIiIiohJH0dGR7du3l7Zv3rypXEWIiIiIipmiQVhmZqa0bWXF2TKIiIjo1WGxPmGGOHTokLQdEBCgN31YWBiio6Px9OlTlClTBjVr1kSnTp0wceJEeHl5FbkesbGxOvfHx8cXuWwiIiIiTRQLwnJzc7Fw4ULp8eDBg/XmkQdtiYmJSExMxIkTJ7BkyRIsW7YM48ePL1JdfHx8ipSPiIiIqKgUC8KWLl2KqKgoAED//v3RvHlzrWmrV6+OAQMGoGXLllLAdOvWLWzevBmbNm1Ceno6JkyYAJVKhXHjxhVL/YmIiIhMoRJCiOI+6KFDh9CpUydkZ2fD3d0d58+fh4eHh8a0SUlJKFOmDFQqlcb9O3bswIABA5CVlQUnJyfcvHkTlStXNqo+htyODAoKAgC0QQ84qJyMKp+IiOhVki5ScRS7AAD37t3jPJ5aFHtv+EuXLqF///7Izs6Gvb09Nm7cqDUAA4CyZctqDcAAoFevXpg7dy4AIDU1FeHh4UbXydvbW+dflSpVjC6TiIiISJdiDcJu376NLl264OnTp7C2tsaGDRsQEhJicrljx46VAjV5vzEiIiKikqrYgrD79++jU6dOuH//PlQqFb7//nv079/fLGW7u7ujYsWKAP5vuSQiIiKikqxYgrCEhAR07twZt27dAgAsX74cI0aMMOsxFOjaRkRERFRkFg/CkpKS0LVrV1y+fBkAsHDhQkyePNmsx3j06BESExMBQOcC30REREQlhUWDsNTUVPTs2ROnT58GAHz00UeYOXOm2Y+zatUqqSXMHH3MiIiIiCzNYkFYZmYm+vfvj2PHjgEApk6divnz5xtVRkxMDM6cOaMzzY4dO/DZZ58BABwcHDBq1KiiVZiIiIioGFlsstbXX38de/fuBQB06NABb731Fi5evKg1vZ2dHfz9/dWei4mJQWhoKFq2bInevXujcePGcHd3hxACt27dwqZNm7Bp0yapFeyLL74wafkiIiIiouJisSDs999/l7b379+Phg0b6kzv6+uLmJgYjfsiIiIQERGhNa+TkxOWLl3K2fKJiIio1FB0AW99mjVrhh9//BERERH4559/EB8fj4SEBGRnZ8PNzQ316tVDx44dMWbMGLi7uytdXSIiIiKDWSwIM8eUEa6urhg2bBiGDRtmhhoRERERlRzFvmwRERERETEIIyIiIlIEgzAiIiIiBTAIIyIiIlIAgzAiIiIiBTAIIyIiIlIAgzAiIiIiBTAIIyIiIlIAgzAiIiIiBTAIIyIiIlIAgzAiIiIiBTAIIyIiIlIAgzAiIiIiBTAIIyIiIlIAgzAiIiIiBTAIIyIiIlIAgzAiIiIiBTAIIyIiIlIAgzAiIiIiBTAIIyIiIlIAgzAiIiIiBTAIIyIiIlIAgzAiIiIiBTAIIyIiIlIAgzAiIiIiBTAIIyIiIlIAgzAiIiIiBdgoXYHSIDs7W9rOQBogFKwMERFRCZeBNGlb/h1K6hiEGeDx48fS9kkcULAmREREpcvjx4/h5+endDVKJN6OJCIiIlKASgjBm2t6pKen48KFCwCASpUqwcZGvQExPj4eQUFBAICoqChUqVKl2OtIJMdzkkoanpOvluzsbOkuUoMGDeDg4KBwjUom3o40gIODAwIDAw1KW6VKFXh7e1u4RkSG4zlJJQ3PyVcDb0Hqx9uRRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERApgEEZERESkAAZhRERERArgZK1ERERECmBLGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGIQRERERKYBBGBEREZECGISZ6O7du5g+fTrq1KkDZ2dnlC9fHkFBQfjiiy+QmpqqdPXoJfDo0SPs2LEDc+bMQffu3VGxYkWoVCqoVCqEhYUZXd7u3bsxYMAAeHt7w97eHt7e3hgwYAB2795t/srTS+n06dNYsGABunfvDh8fH9jb28PFxQX+/v4ICwvDkSNHjCqP5yS9sgQV2Y4dO0TZsmUFAI1/tWvXFjdv3lS6mlTKaTu/AIiRI0caXE5ubq4YN26czvLGjRsncnNzLfdiqNRr166dznMo/2/48OEiIyNDZ1k8J+lVx5awIjp37hwGDx6MpKQkuLi44PPPP8fx48fx999/Y+zYsQCAq1evomfPnkhOTla4tvSy8PHxQZcuXYqU9+OPP8aqVasAAE2aNMGGDRsQFRWFDRs2oEmTJgCAVatW4ZNPPjFbfenlExcXBwDw9PTE1KlTsWnTJkRFRSEiIgJffvklvLy8AADr16/X21LLc5JeeUpHgaVV+/btBQBhY2Mjjh8/Xmj/4sWLpV9y8+bNU6CG9LKYM2eO2L59u3jw4IEQQojbt28b3RJ2/fp1YWNjIwCI5s2bi9TUVLX9KSkponnz5tI5fePGDXO/DHpJ9OzZU/z6668iOztb4/7Hjx8Lf39/6Rw9fPiwxnQ8J4mEYBBWBFFRUdIFZvz48RrT5OTkiDp16ggAws3NTWRmZhZzLellVZQgbNKkSVKeiIgIjWkiIiKkNG+//bYZa0yvmu3bt0vn0jvvvKMxDc9JIt6OLJKtW7dK26NGjdKYxsrKCiNGjAAAPH36FAcPHiyGmhEVJoTAtm3bAAABAQEIDg7WmC44OBi1a9cGkHeOCyGKrY70cmnfvr20ffPmzUL7eU4S5WEQVgT5I3+cnZ3RrFkzrelCQkKk7aNHj1q8XkSa3L59W+rHIz8nNcnfHxsbi5iYGEtXjV5SmZmZ0raVVeGvGZ6TRHkYhBVBdHQ0AKBmzZqwsbHRmi4gIKBQHqLiJj/35OekJjxnyRwOHTokbWs653hOEuVhEGak9PR0JCQkAAC8vb11pnVzc4OzszMA4N69exavG5Em8nNP3znr4+OjMR+RoXJzc7Fw4ULp8eDBgwul4TlJlIdBmJFevHghbbu4uOhNnx+EcZoKUoox52z++QrwnKWiWbp0KaKiogAA/fv3R/PmzQul4TlJlIdBmJHS09OlbTs7O73p7e3tAQBpaWkWqxORLsacs/nnK8Bzlox36NAhzJo1CwDg7u6OFStWaEzHc5IoD4MwIzk4OEjb8s6n2mRkZAAAHB0dLVYnIl2MOWfzz1eA5ywZ59KlS+jfvz+ys7Nhb2+PjRs3wsPDQ2NanpNEeRiEGcnV1VXaNqRpPCUlBYBhty6JLMGYczb/fAV4zpLhbt++jS5duuDp06ewtrbGhg0bdI565DlJlIdBmJEcHBxQsWJFAHlDpnV5+vSpdAGRdy4lKk7yjs/6zll5x2ees2SI+/fvo1OnTrh//z5UKhW+//579O/fX2cenpNEeRiEFUGdOnUAADdu3EB2drbWdFeuXCmUh6i41a1bV9qWn5Oa8JwlYyQkJKBz5864desWAGD58uXSJNW68JwkysMgrAjatGkDIK+Z/NSpU1rTyefKad26tcXrRaRJtWrV4OnpCUD9nNTk8OHDAAAvLy/4+flZumpUiiUlJaFr1664fPkyAGDhwoWYPHmyQXl5ThLlYRBWBP369ZO216xZozFNbm4ufvjhBwBAuXLlEBoaWhxVIypEpVKhb9++APJaFSIjIzWmi4yMlFod+vbtC5VKVWx1pNIlNTUVPXv2xOnTpwEAH330EWbOnGlwfp6TRHkYhBVBUFAQ2rZtCwAIDw9HREREoTRLliyRZneeOnUqbG1ti7WORHLTpk2TVneYMmVKoaH+aWlpmDJlCgDAxsYG06ZNK+4qUimRmZmJ/v3749ixYwDyrm/z5883uhyek0SASnBF1CI5c+YMWrdujbS0NLi4uGD27NkIDQ1FWloafvnlF6xatQoA4O/vj3/++UdtNBCRMY4ePYobN25IjxMSEjBjxgwAebe5x4wZo5Y+LCxMYzkffvihNJN5kyZNMHPmTNSoUQM3b97EokWLcObMGSndggULLPBK6GUwcOBA/P777wCADh06YNmyZTpbqOzs7ODv769xH89JetUxCDPB9u3b8eabb+L58+ca9/v7+2Pnzp2oWbNmMdeMXiZhYWFYt26dwem1faRzc3MxduxYfP/991rzvvXWW1i1apXGRZeJABh9S9DX11frwts8J+lVx7PaBL1798b58+fx7rvvwt/fH05OTihXrhyaN28u/YpjAEYlhZWVFcLDw7Fz50707dsXnp6esLOzg6enJ/r27Ytdu3Zh9erV/LKjYsNzkl51bAkjIiIiUgB/XhAREREpgEEYERERkQIYhBEREREpgEEYERERkQIYhBEREREpgEEYERERkQIYhBEREREpgEEYERERkQIYhBEREREpgEEYERERkQIYhBEREREpgEEYERERkQIYhBEREREpgEEYERERkQIYhBEREREpgEEYERERkQIYhBEREREpgEEYERERkQIYhBEREREpgEEYERERkQIYhBEREREpgEEYERERkQIYhBEREREpgEEYERERkQIYhBEREREp4P8BnbxK/1Nsd0kAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 304
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 302
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_rot_idx = [9, 10, 11]\n",
    "\n",
    "test_rot = x_test[test_rot_idx]\n",
    "\n",
    "for counter, j in enumerate(test_rot):\n",
    "    test_rot[counter] = np.rot90(j)\n",
    "\n",
    "pred_rot, pred_rot_std = net.predict(test_rot)\n",
    "\n",
    "for counter, i in enumerate(test_rot_idx):\n",
    "    plt.figure(figsize=(3, 3), dpi=100)\n",
    "    plt.title(\n",
    "        f\"Predicted Digit {pred_rot[counter]}, Real Answer: {y_test[i]:{1}} \\n\"\n",
    "        f'Total Uncertainty (Entropy): {(pred_rot_std[\"total\"][counter]):.{2}}'\n",
    "    )\n",
    "    plt.imshow(test_rot[counter])\n",
    "    plt.show()\n",
    "    plt.close(\"all\")\n",
    "    plt.clf()\n"
   ]
  }
 ],
 "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": "3.10.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}