10-autoencoder.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import some libraries\n",
    "\n",
    "import torch\n",
    "import torchvision\n",
    "from torch import nn\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import transforms\n",
    "from torchvision.datasets import MNIST\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert vector to image\n",
    "\n",
    "def to_img(x):\n",
    "    x = 0.5 * (x + 1)\n",
    "    x = x.view(x.size(0), 28, 28)\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Displaying routine\n",
    "\n",
    "def display_images(in_, out, n=1):\n",
    "    for N in range(n):\n",
    "        if in_ is not None:\n",
    "            in_pic = to_img(in_.cpu().data)\n",
    "            plt.figure(figsize=(18, 6))\n",
    "            for i in range(4):\n",
    "                plt.subplot(1,4,i+1)\n",
    "                plt.imshow(in_pic[i+4*N])\n",
    "                plt.axis('off')\n",
    "        out_pic = to_img(out.cpu().data)\n",
    "        plt.figure(figsize=(18, 6))\n",
    "        for i in range(4):\n",
    "            plt.subplot(1,4,i+1)\n",
    "            plt.imshow(out_pic[i+4*N])\n",
    "            plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define data loading step\n",
    "\n",
    "batch_size = 256\n",
    "\n",
    "img_transform = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.5,), (0.5,))\n",
    "])\n",
    "\n",
    "dataset = MNIST('./data', transform=img_transform, download=True)\n",
    "dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define model architecture and reconstruction loss\n",
    "\n",
    "# n = 28 x 28 = 784\n",
    "#d = 30  # for standard AE (under-complete hidden layer)\n",
    "d = 500  # for denoising AE (over-complete hidden layer)\n",
    "\n",
    "class Autoencoder(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.encoder = nn.Sequential(\n",
    "            nn.Linear(28 * 28, d),\n",
    "            nn.Tanh(),\n",
    "        )\n",
    "        self.decoder = nn.Sequential(\n",
    "            nn.Linear(d, 28 * 28),\n",
    "            nn.Tanh(),\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.encoder(x)\n",
    "        x = self.decoder(x)\n",
    "        return x\n",
    "    \n",
    "model = Autoencoder().to(device)\n",
    "criterion = nn.MSELoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Configure the optimiser\n",
    "\n",
    "learning_rate = 1e-3\n",
    "\n",
    "optimizer = torch.optim.Adam(\n",
    "    model.parameters(),\n",
    "    lr=learning_rate,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Comment* or *un-comment out* a few lines of code to seamlessly switch between *standard AE* and *denoising one*.\n",
    "\n",
    "Don't forget to **(1)** change the size of the hidden layer accordingly, **(2)** re-generate the model, and **(3)** re-pass the parameters to the optimiser."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch [1/20], loss:1.0110\n",
      "epoch [2/20], loss:1.0129\n",
      "epoch [3/20], loss:1.0147\n",
      "epoch [4/20], loss:1.0114\n",
      "epoch [5/20], loss:1.0127\n",
      "epoch [6/20], loss:1.0119\n",
      "epoch [7/20], loss:1.0099\n",
      "epoch [8/20], loss:1.0155\n",
      "epoch [9/20], loss:1.0106\n",
      "epoch [10/20], loss:1.0125\n",
      "epoch [11/20], loss:1.0156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gianlucafugante/anaconda3/envs/pdl/lib/python3.6/site-packages/ipykernel_launcher.py:7: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  import sys\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch [12/20], loss:1.0108\n",
      "epoch [13/20], loss:1.0131\n",
      "epoch [14/20], loss:1.0133\n",
      "epoch [15/20], loss:1.0092\n",
      "epoch [16/20], loss:1.0113\n",
      "epoch [17/20], loss:1.0090\n",
      "epoch [18/20], loss:1.0059\n",
      "epoch [19/20], loss:1.0132\n",
      "epoch [20/20], loss:1.0096\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/oAAADoCAYAAABfEJ+sAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABC4UlEQVR4nO3dZ3RWVf7G/V96T+5USAgpQAhFinRQEBsCjjj2go6966jYdfQ/xRkdx7GPOoplZlTsOgoKijQBkd4hQEISkpDee31ePG/d173W//+s9ZCzvp+XXuy7nLPPPmfnXssroK+vzwAAAAAAgDcE/v/9AQAAAAAAwP932OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHgIG30AAAAAADwkWIW5v39e/i/5v7/xGfniv/7TA85s4MJCOfZXKbtl/mX5eJlXfJopcwvQ8Yv3verMblpymxzbmdQt84Rt8rDbgCuKZB4a2OPMdh9Nl2OHv9gu85rxsTLvitEHLqxOtzjU57qzwNxmOTbrSX1cj1zpk/nIaUdlvne3njNnTtnrzDYvGSfHtqT3yrxg0X1+ZuSJI+vVZ+VJDujSXyWo3Z1HlOuxv731c5k/uXqBzId+oudQ9ZhwmXfMbHJmKf+KkGO7ovXfVUNa9BxpTQ6S+aBrCpzZ7qJBcmzGR/q1q8aFyNyf0Km1Mr9y6BZn9mNNjhx77KMhMh98mfu4mJkdq/fJPCGqVeY1X7nX3K5oOdR69a3A8n5/b79ZF4Y++5xcF1LHlcvxNWtSnVnO3Hw59sA6PQf6/BznIY+755+ZWfW1k2Vef7r7vhqxS68LwXp6WUizvqdWTXM/D5iZXTzF/d2++9d0OTb+SJfMSxfqPPNNveb1BerpffQC94lL2aTHdkXpvPUs/bwREqLvFa35cTJP3fC/b7RqS9DHbfsbi/rNunDVzzfIA3HgjdFyfN0od5Y0ukqOrTqUJPOgVn0Yh03Xz+KHN+tnxojcemcWsDpejg1p1fMncU+LzA9dq59lhgxzr8dNHWFybM2hRJlHlOv5m7RbrxuNtzXKvL7WfWMNO6o/e/qsYzLPL02W+dyR+2W+/Ge9FwiI65S58uikb2V+U+6Pvzih+UUfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHgIG30AAAAAADxEtst2Dm+Tg2d/9IDMT7rK3V9c1qz72j8qnSTzov3uzl0zs/ge3UEZoKtn7dpltzizID+dvMH1+h80Zevxnd9mybx1rPu8hEbqjsaCS/VxD2nSvaJtA3TXd1CbHh87usaZxbyue2mzF++ReXVFhszzl+uu5XA/f/Za/627H3PMxXlybNWT+r1tkY5PJInb9IFq0LXnljbpuDNr+kxf1898doHMx83UnemdD+s1LTZuhMxLS6OcWdPNdXLsZdnbZf5Bvl7zwr7wyXzXkcHuMFCvh3XDQmTe5+fauPmKb2T++WNzZP7q+bOdWUCzXk9DB+rvVvyZvvbiCnRfdsX1QTJP2+YuQm9/okGOrV6v53t/EqMvPWs5MlDmrZPc3cp7S9Lk2JS9fu73vToPzBLXjpm1zm2SecLSGGcWcrm7r9rMrHGVPi4d8fqemvmV/m6fRZ7szJJr9dixf9gp85Zy/TBTcKHuCu8L1u8fVuVeeJrT9XHpHKd7xpM/jpT55Ie3yXzpEb1eR329w5kVP6jH9oTr49KfbF16ksw7xuhnymDxTHl55lY59qXqM2QeUqG75o9/kiXzeD9d90lvuZ/HCy+TQy3tB/08cfg6n8xzFzfL/NjZ6c6sb6LusQ/s1Nden75lWvFc/Q/iViTq1x/jvmf7plXIsUeKBsg8caN+FqrMjpa56els4QcinFlXrJ5Pr8fPkvlNub/83/lFHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIWz0AQAAAADwEDb6AAAAAAB4CBt9AAAAAAA8RBYU9zbqPsGkke5OdDOzfZvc/cWjp+nS3bwfhsrcV6X7BntCdc9jWIMe79vv/htI/fQOOdaa9HHL+kL3Nnfcr/szg5a5e3cbxrt7O83MIhv1cWkb1CPzwSv8dFafr0skm1rcvaWdo/Rx2/eHsTK/9W9fyfy1/+oO9tqZ+rwGh7rPW/N1cXJs5cX6u/UnUZV6/ram6u9asdHdid0xo12ODaoIk/nuXVky73vaTz9xuJ6/wzPLnFl+RZIc+9ays2TeE6Y/2yOPfijzZ5+93Jk16uXUwuZU6X/QpbvsV1wxTebdI/XflNO/cq9L1Ve6e+rNzDp9+rNFjtfjSxp0n7ZveazMo5864szq3hkmx0aEeqcvO/7iUpkXbx8k8+xP3cei/OYuObYzWvdht5/bJPPoYzEyz3harwsF97s728N+cN+vzczCq/10cW/RzwOVT+nPlvNn97Epm6mP26aKLJl39+jreuTzutM65j+6r7u+w905XbwqU44dkabfe/4f9sj8tUO6szq4VT9Lzd1Z6cwW/0cOtQDRHd/fBExokHlWnL42O19NdWZv186XYzPOcd+vzczqYt3zy8ysbVe8zAP1kmfhi93zO+71ZDn20A0+maet0+vGoTv1s1LWB+69wjGfXg+D/GyBgvUt16KL9LrRdpqeE+qblRcnyLG+gfq1wy/We6j2Hv18G1EeJPPWIe7XjzgaKse2/KyfMc1xOfCLPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIWz0AQAAAADwENlLlP69rvjIfMBdH2JmVv2xu4Ygr0X3PbUP1nU6fUG64iBAt8RZxHz92YM+TnFmd05YI8e+/9I5Mq+7y13FY2aW9JSuakv+Y74zO7DeXWloZtanmx8sukD/g9IrdG9GSKCu+uktdVdZtabpsW0n69qLJ9cskHmiTHV9nplZTJS7+q3wMl2hlLJDz+f+pPK6Npm3t/i5+ITENboSpilLr0m5U4pl3tWj53dzl643KV6b4cxGnakrQw8WZcs8slT/3fWJz931eWZm4efWO7Psp/V6Wdymq376RutKmpI5uo6nOUfP//fO/qczu+P5O+XYjkm6krF5v67bsXBdU9QwXOc7DmQ5swGX6NrC3i/1ce9PKr5Pl/mgM3XVVXGQew0NytPzy/y0kSXHNMu88096/CPZ38j8js0LndljNy6RY9+9XFeEHbrRJ/Phj9XLPOKV484s9H1d/9i53M+64Od5oma6vqc3PjtA5iW/ct9LEqZWy7E9V+r19D9vTZX5B+PflvmDt/5a5u+I6rfWofoeGb/XO7/BjRnonn9mZls2D5d52Cj3segYoZ9FYnr1cWysiJb5I5d+KfOX3/q1zKuedz+PX/Kn7+TYV5fPkXnknX66/Q7oOtPGTHFs/LS+dsXofxA5vlbmIZ/oe3LaX/W6UTXRXXkbf4He29Vtce/tzMzqB+lnlVkTNsu8rC5L5jPGHHBmewfpfUTdZr1eunhnNQEAAAAAAGz0AQAAAADwEjb6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHBKuwLUn/HeDndSNlHjnTXW4bPlH3LPbsi5d5ynbdeX78Mt253vmF7lKsO73Dmb2y9XQ5NkhX2dupA3T/5eYZY2Se8EKWMwu7pl6Obd/vk3lHru6kToxrkXlSpM7z8zOdWViNLkNuDtUd6+GVutS3IUd3f4Zv152qCefUObMSeSWZ5f7PXv0P+pH2Vt01n5Oue0wP73f3uzZl6TnQkaKv+4IfdFf9qDmHZH7ocJrM0w66+10LW/SFHzhVd9EnTWqUeWGx7rRO/CjOmR09Xx/XSF1xbmn/o9eFsz7ZIHN/ncBPFZ/rzJJ3667knogImXck6Ot+9jR9bdZ0RMl818EMZ9bbp497oJ7O/crkC/bIPO/50TJPDHUfq5zb3N3DZmanXnBY5q+/fr7Mg1v1HLk3+SaZJ850r3kv5J+p3/spPb/7ysNlXrRAd1JHveN+lqofq7934k4ZW/Vk3Xc96fJ9Mi9s1p998CvuXunqMUlybHtujMz73g2R+UWjFsk8YbY+di2D3cemL1iPrTvF/fzZ3wT6KWWPLP3f/9740rQlMr9/xyX6vYv0HHjtH7+WefMY3bneMqbHmb38k14XTplxUOZbSwbLPGN4hcyrSt3POnGH/czPk2RsiX+LlHnzo36eEWtiZZ60wp1V79F7u554vWYNWK0f5lOm6ee0hhn6WWntD2OdWV+Wn2edbP3aLvyiDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIWz0AQAAAADwEDb6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAeIgsDuyN0B/B183+Q+eI1s53ZmQOPybErS3WPYsUk3ZkeUKS7lbvn18t88GJ3B2vZLP3egdm6Sz4qqFPmybt1N2fRee7zkvCNT46deL3ujF6/VhdktkXrftdq053T2dOLnVnjP3UvaPNQGVtXbqvMw/bqbs/4M4/LvPindGfWOVAXYn+3fYzMbZKOTyhNunv20FF397GZmYkO4Y7B+tqI3RMq89/e/LnMn1y7QOZ+Kn8trNZ9bQZ26f7V0gx9bdSH6es+9xXdsVr8mHtdCA929/mamQWdpPOWo+4ubjOzz0rGy/yJX30q8/euO9eZHblOH9fIozK228/7VuYvrpsj84unbpH53JnuNfWz2/RrH7lSrxv9ybqNo2UefJJ+nphxtvs4bjqWJcduPDxE5onN+sLujNOfLcDPutDY6u66Dw/V13VAiH7xkFK95g3+rknmR650rzu+A/+37z38rWaZV42Jlvnxte57qplZSJY7GzCrVI4tSB0g89wR+hm05atMmXe6HxHNzGz8lMPObHtBhhwbXBqmX7wf2bRzuMyTTq+SeVCgu/f8rm+vkWOHfaB7x8tmydi69SOjJQ1qkHl0mPt5uWyzu8fezGxPcqrMO6r1Hqf8gJ6g3QnuizvylBo5NnxjksyPXOdnf1YVJ/MnpiyV+dP5Fzuz6EI51OpPds8nM7Nxv9V7pFf36EkTUKmvXd+4amdW36gnXPRO933GzMyu+uX/zC/6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhsqA4vFb3Db65ZabMI8vdXYp5f9Gdu2ETdHdyZ5bux8xJr5R5ca3uhS49zf3Ze+J1L+5DY36Q+dLKsTIvOUN3UGZ94e5evvh53Rn99y1nyzz3j7tlHhCkP9tZG0tkvr52qDM7NFOX9sbt1+/dMFX/3Spyhru/0sysbqXuLY2rdH++Xy9YK8e+vWeGzPuTnBG6v7jjOX0cSxZ2OrO0j3Rn9FVPfynzd4r0cQ4/rteVs8/TnenLGyY5s5gCOdSiMnTnbtsuvSb1Pat7nwO/d3czx+T3yLF1I/S11TlKxtazYaDMn2qaJ/PA2e6u75BqvS6cf+l6mX9ZOl7mwY36u295zH3OzcyWjwlxZi2X6OM++Bs/ReU36fhEkrpRf5fo2/X83fbJGGeW8dxPcmz9VdNk3pSl++I74vWzTvJ2GVtjSKwz65tUK8e2L9V9733p+riWnKn7smPdde52093/lWO/GJUs8+Lf6fU2YIXuyw5pkbF1iuH1Xw7S7z1cn9Om19Jl3nGSjK0vSM+pxofdrz/yuJ4T+3+ne8r7lRj9vFxd5b52zMyi9rt7yRNq9LVx+Fr9PBGhH1ct4/QimZctzZR5/CYxwe/Wk/+aYT/L/OXjZ8k8aoJ+3m3d6p5jjTsT5diMda0yz7ngoMx3PD9e5k+FzZV550AxpwL0M95NU9fJ/OunT5d50DC9z4jQj3kWvs79nBd1faMc25AZoV/cgV/0AQAAAADwEDb6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBDZOFg5RTdUZm4yd0fbGbWmuLO6q9rkmO7W93dmWb+/0JxZLfuSB3yWbvMW1PdHaxxK/Pl2JdvO1/m3VH6uPaojkgzi9xb5sx2N+vv3demOybzXsuVeepS3Uv673/q8tm0FRXOLHau7rM+6wbdpfxAsu7Tvuqy22VeO1Kfl4cee9+Z/W6XPudZi3Xnrl2h4xPJ4X26vzg1Uo+fk+PuWF07aoIc+/T358m8L9RPL3mavrb2P+Du8jYz61roHt+Zq7tl057S8/vwHR0yL16bIfPsr2ucWd4j+qRE7NX9rM05+riFxen1NHJVtM4r3X3zjVn6uH24Tnd533f2Mpk/e2SezBuG6Ptc8CnuTuzMyDY5tijaO33ZjRn6PMXeoedgx1Xua/f4oulybPM4Pf+SV+rnibbsbpnHHHPPTzOzpgs6nVnXxgQ5tmW8vrZyX9XrStH5uqs+bZm7LPy1YH3fGhig77lJM4/LfHKS7iHff81wmfeFu59XChfEyLGBnfqeWzZfH/fAej0+rFY/hR5e6H5WiipKk2NTV7ifP83M7Fodn1Aa9fqZtFUfR/VIe9m938mx1V16jqwdPEzmg6PqZZ4/UN+TD1/rngPBhfpZ/Kv4sTKPPaTHN8RGyTzq5Dpn1lin1+rKSTo/una8zPvm6Wed3rpwmQ/+1p3V/EZ30b+zV99Lgofr+dieqT97xnXbZH74lanOLPslfc7CUmXsxC/6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhAX197u7aM1cvkqXUFcsGyxdX3ba+TbrXNv3yozIfEl0t8/L2WJlvW6/74lO2untMB99zWI4tafLJfH7aPpl/+fczZN4Z5+53DW3UPeJNmbobNrRextY0UfcVB5fp89qd5u6g3Hb6K3LsKT/frN97oz7nIS362ITX6bwh2/13sRdv/qccu+ilW2S+5/l79Yk5gWS/+Hd5oHrjdCd1YKO7/zU4VXdGd/rpVz264A2Zj1h/tcx7C3Tfe+Zkdye1v/UwrF7Pr6E35Mn86Ot6zaqa7F6zkv10FbfH6+kXf0h3TndH6dePveOYzA/kucuSz5+8XY5dVzpU5nUVel0I9+k1LTLcT+fvt0nOrH6yHjtxmO4Z//yU1/rNujB7ztNygldO0vcG3xF3V31kqT5HZaf56R+u1dfehBt2yzzvqdEy74x2z//43fVy7LF5CTLvdVdxm5nZoNV6zUz8a7Ez8/ccFFbrp0vez5oWn6fn/9Eb9fiAQHcevzJCjo2+okzmUSGdMu+9Sb9+a06izpPd97mas/R8HrBUXyubltzXb9aFaVfo54UKd624mZn5cmqdWegSfe3Y1VUy7vwiRea1491rkpnZoFX6NITXuO+bFRP1s0yPngJ23sUbZb71voky//Ni97PSokfvkGPT79R7oB3rh+vxa/QzYvFCnfd2BjmzqEN6wcyYWyjz1mcHyTzpYb03PfCN/u4nn7ffmRU3xcuxJUf0fC287f5fnJD8og8AAAAAgIew0QcAAAAAwEPY6AMAAAAA4CFs9AEAAAAA8BA2+gAAAAAAeAgbfQAAAAAAPETW61318w2yFqO9J0S+eGVrjDPrenOAHDvt4S0yX1WiKww6NuvajaBJ9TJvrndXqwTW6e89ZFypzBvfdVdJmZmF1+lKj8Aud41Wwx1NcmzSX3VlTOZzujajot19Ts3MDvyULfMBorawapz+u9OAKeUyr1uZKvPYIvd7m5nVXNyi3//f7mNXN9xdpWNmdvX1K2T+0Kjl/aYu55rN18t1Yc/ik+T4PnGaw+v0OaqYpg9Tb7KuTBr6lq5zKp+sr4/0V9xVb3nPjpNjk3/W87tWN3jZrNl7ZF56l/vaaxim68fqL9Rzv6tTz+9JWbom7ud9ugIvdr97TQ1u1eesboyeMyk/6zkT4uf12336vHVFu18/okp/tqBO/d4bP/nlupwTUeYbf5NfJrxMz6HMv2x2ZlXXT5Zjg3VbmVXO0vWQ0Xm6kqk1TZ/HX89yf/bPt0ySY0Nq3VVRZmaJe/1U0OmPZqEN7ueJ9gT93s0X6eeJDVMWy3zSB4tknr5K12gdn+GeM6kb/VR0XaXz6K16rQ9p0se9ZZC/ajV3Vj9R36eGvK/fe/X3D/ebdeHeHZfJL7OxUj8zti9z7xUah+jJ/9KCd2X+0O6LZB71ha5mDezxM0cG/u9/Sw2YVSfzzh26ii2qRH+2QHF59FwsJq+Z3TR0g8xfPjBb5hcP2ynzJd/OknlXsns9923Ta3nLYH1cglv0pRVZocc3nqmfpSI3uiucG0bqNctE3aiZWdFND1KvBwAAAACA17HRBwAAAADAQ9joAwAAAADgIWz0AQAAAADwEDb6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAeEtDX5+7lG3vP87K0r0tXM9utVy1zZlsaM+XYmoUJMi8/S3em107SfYSBkX76CqvDnFFvjB4beUT3OLaluXttzcwGDKuWee8HKc4s/rpiObbhzcEyV53Q/++b6zj8kgqZN3430JnFFfo5Lvfmy3xotD5uPz+mu5iLL9PvH7c53Jl1+ORQ69VTwg49fm+/6cU9fdV9cl2oWJkux59x8RZntmK57pyOOyJjG33rXplvKNSdvd1++uLTB7i7bY8VJMuxAzJrZR73x0iZlz6o56fvA3c/a9l5ukd86GLdz1oz2j33zcwiavX4BY//IPOVlSOcWeBjui944bvfyPzlI2fIvKdXX3pN+/W9KLzWPT5z/lE59sB2fR88es99/WZdGPk7/bwQUannyKgb9jmzDUeGyrHZb+nDVDzXfT83M0scVynzpjXuLm8zsx5Ryd4+WHemh1SFyPydS/8h8xu3XSPztPgGZ9bRrde7yroYmQcd0A+BmV+739vMrHh+nMy7o9xzJkAvhxafp+fbuN/ukvlFCVtlfssP18o8PKHdmbU36weCgBZ9Xgpvv7/frAuZbz0jT0TyBv1dq05xP2+PHFYqx+Zv1OtrT3abzKMiO2Qe/I1P5lNv2uHMVi+bIMcm7dITvGp8kMxjJurn4ZZ29xxMiG6VY9VzvJlZ20B97QX42Ufo0WaB2e6u+u7j+jmqN0of1/NO3inzNSXD9Ov36t/PQ4Lc79/Squ9Twfv1envwD7+8j+AXfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIWz0AQAAAADwkIC+Pndj4SkXPSvrDOuubpYv3trk7gQcPlj3recV6Z7G4ArdQxqr64ut6XR3D6OZWVer+/UDmnV/5UWnbpb5N59Ml3n6WcUyr31vsDNrnKu/V+Q6d9e2mVlEtS64bEnTfxtK3unujjUza8hyz4ma8bo9c8IEXaJe/qLuWq66RHemxq7QHZW1Y92fL2ig7h0d9I6er2u/faj/9OL+82/yRAXG6M72qB3u0umOeD0HevVhtN5QPT7iuJ6/oafUyHzyQPe1mRiir70lO6bIPDBE97v21eqO1Ujx3QLcVcRmZhZ1XF/3voNNMh/xRp7Mf/hIf/e2ce5rM2qLKCk3M/Nz5URW6O9WOd9PV7Kf85Kd7J4zBRVJcmz8N7rzd8u/FvWbdeF/9pwvL77/7NNzIH6l+zw3nK3X1/AI3VWf9Io+zkHt+hyX3K3z9hr3Zw/o0qdw4Aadx9xUInN7JF7Gx86JcWYpM8vk2K7F+jms7HR9bY18oVbmrUP0Zw9pdi9cQe16UQt9tkrmxz4aIvOWwfpe0pWi73MhlSHOLP6AHGodcXpO7H7xl/uyT0TZL/xdHsiQdH3fnJlZ4MwKmxPk2Po2fe+oroyVeWip+xyamd124bcyf2nLmc4sKk4/j0Z+HifztovqZd5U5r7uzcyStrj3MdVT9HqXm1sq874+PT0HRDbK/OfiLJl3l7nX88gs/do9PfoZMPwHfdzSLiuUedGybJm3J7svh4hyfdyCZ+vn052/evIXX4Bf9AEAAAAA8BA2+gAAAAAAeAgbfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQ4JVWDVe98Vbt/47QdrX7g7KI9PdXfBmZoNPqpB56wbd75p1zWGZb8vLknnOW+6O1KJ7dGfv1kcmyjw8U/ez1v9LH5sXfv8PZ3bvH++QY6tm6O5X26l7Q3v89JgPfkof98INo51ZdJGeTyU5PplXnKt7ddM+1Z2qHbpS1a47Y40ze3fvNDm25Ax9XPuVYD1/w/L0cY4ucXcvd/rpD7Z03T3b2y6XNBs+oUjmuzcPlfmx+91z7Lt7EuXYkS/XyfzwNbpzfcAW3Vn93LMvOrOCzhQ59ontC2Qe0hYt8333jJH5nBc2yfzHl6Y6s4A+Pd8qZ+jO35Z0va7Erw6XeXi9Pu5581LdYY+ez/F7dedvf/LF4tky97Xq89gd6T5Wc4YdlGMPPui+r5iZBbXoe/ah6/WaNSzhuH79K/OcWeOFE+TYupF+5udv9PyrOzVK5j2h7uN+fcZ6OfaZy8+ReVKofp7ojQ6Tef0wfV+MP+T+7IlP67U8r1qveU1D9HE1P7eiiAL9MBQoHkdOun23HHvor3o+9yeh9Xp+RwzT1+b+v7vvLWVn67U/Kl/Pr6wzdR98/bZBMl9fO0zmEXnu+d8yUq+HwTF6Avatj5f58PXNMi853X1PzxxaKcemRur71voC/RwV9Ge9ZnXeo9cNi3Bfu71bfHJod4w+7uG1Oi+o1s95CWeWyzxiyQBnNvO3+jlp1Tt6n2G/+uX/zC/6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhsnQ6fU27HHwsSHcrHz/F3UfY56eLu6tX/w0iqkL3Z8aF6M8e2Kj7to9e4O7fDDgqh1rRFboXNHa77sdsOr1F5letvcmZ3XX/Cjl2XU2OzPMP6f7LyHJ93srP0Oclc5q7d7f8Dn3O7hn6g8wf33O5zJsy9HFvndgq87BA92e/d7z+bM82zpN5fxLQoa/NwJMbZL7winXO7NNS3Tld0RAj8wGf6/7VHWdmyzxrnO7L7o1yr3kRKXr+HLk6SebpE8tkHrwsQebXv363M+vRVfEW5KczOma3Pi7XfrNK5k+9uFDm8cfda2b9UN2FfPGULTJfvmS6zBty9JrW1hAk83njdjmzld+fLMde++E3Mjf7vZ/8xDH16h0yP/zoKJm3DnCf5+8LcuXY0El6gndH6Tz6iIytoE33aZ+zscqZ/fiRXi9jCvX8S/msSeZHVuqLN7zKna+uHynHtufHyjzwuH7vkrNkbOHV+rv3iYUp/y09J4L0ZWvD/r1d5vUX62v30d+/K/P7t13szLZ9MFaOjQnQz1H9Se6Z+TI/sG6IfgFRWx6Vr+8NGecUyjx/Q6bMO8d0y3z3ev08nVjk7ntPOKg/e2OWjG3MBQdknnt1hcy/fWaWM/P3nFXXGiHz2DU6L/qj+1nazCxurZ9jk+O+PmKK3cfczKz1Yv18GrpO72uT342Uefi99TJ/7vcvObOFP7n3dmZm6eeXytyFX/QBAAAAAPAQNvoAAAAAAHgIG30AAAAAADyEjT4AAAAAAB7CRh8AAAAAAA9how8AAAAAgIcE9PW5601GPPG87D658fLl8sVf2TbbmUXHtcmxWfF1Mi9piJN5Y5OuQEj6RtdwDbvjoDM7/riuoKuYpF87fZWuyzl6v66siRT1D+G1ulrCt19XS5TPjJd58wxdIRYcomthOsqinNmwj/ScKJvlHmtmFp+n3/v4KX46xPp03hvhPra+ffpvZqOu1lUoH0x708+HO3FMvPE5uS5kXndYjt+10V1J48vT7914jq6e7KrUtS7m5yjnPrJf5uW/GePMUle5K7bMzIJf19f9ngMZMo8q1JWgw+a5a4z2labKscMf1J/94FMpMg8u1vVlnQN0nY4FuadUzB69njaN0nWmI5/R95JDtyTL3J+gdvekStyj68M6YvWE3PH6on6zLox8TD8vBEz2U2v0nbvKrXGWvjfEROlq1qbDPv3eWc0yb6vSzxMBXe7TlLZWDrXSc/Q9O325vreUT/VT3yfqgNsG6OmVuFffU9uS/Lx3sa4nqx2pa7RiStzHpjHLTwVzqZ+arYF6fMsgPT68Wo/PWOZed6om++TYlIVFMl9+2ov9Zl3I+s9Tcl0Iy9f3jvhD7vNw3E+dc+oPumOxfJ6+L0Uc0vcef1VuNWPdpymiQp/CDp++d3RH6zy8Us/PjkT3Z+8N068dfVQf19AGPf7tx5+X+b033CHzR99415nd/sHNcqw/qT/pNatogT5vgdF6TqV9HurMShfo9z41Vz9bvzf1rV/8cPyiDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIWz0AQAAAADwEDb6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAeIouZO+N0F+LKSyfJPO50dz9mbJHuhN47192pa2YW3KT/RuFzV0qbmVnzRY0yz6sVvdEZ7h5EMzObqvuCm/OjZR4Sojt9H/rtEmf2yJqL5diOK3TvZ0zYcZnfnblB5q8/eaHM02854szax+lO3eg3M2VefWWrzIcl1sq8YLPuMY8scHeHvvrAy3LsPY/rXlCbpuMTie+Q7rTe9/1wmWes73BmBRfrftZBn0TI3HdnscwbO3Rnb97To2QeJTqpm3Pj5djmBr1mDVyr86ZL9LqSEeWe3+k59XLsNw+Nl3nSD/qzNcxrkXnyt1EyH3fbbme29vhYOTbjS/3ZDt8g1nIzmzLtoMx3fjtS5u3D3R3u5bF6TQsbqI9bf+LveSH7b/qe3zjEPX7Y33U3ccnZCTJPKNefrTpJ92UHtus5FpvvzoNb9WefPtp9TzQza/hjpMx7g9JlXvHrTmcWtk+vp/50zauXedVmvSZG+jkv5dPd2fSp++XY2uuSZN50oV4XzE9TfVuq7nDvfs79HFdToJ8BQ1/XzyJ2mo5PJCMfLZd5xVz9XNeU4b62Un7UJ+n4GbqX3Hr0+IxldTLPu1HvU0ac5H4eKfo+S44NG1Mvc9/nPpmHNun5efVfvnZmT/9wnhybOK9U5iXb02S+tHGczCsm6fX4/r2XOLPcWeIhzcyOfj1E5q0p+j5116krZP5x8QSZd9zgnnNzU47Jsd9u1c9CNvWX/zO/6AMAAAAA4CFs9AEAAAAA8BA2+gAAAAAAeAgbfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAhwT09bl7TF88cJYsOX37H+fKF28Y7e5xDPbTKd2n67Rt9mx377KZ2aoNY2QeNUR3Uqc/5O6+bcvW3bCj/6Q/2zcbT5Z5eKU+Nm2Z7s8WGKF7QyP36N7ckCbda9uQq/O+YJ0n7BKdqKt13+qBx3RXctq3urO67IxemUel6E7r3h1xzqx7tLsz18ysp1x3IR/97X1+WntPHNkf/EWe5Mjdeo41j3D3Oqd+pztMWwbqa+OUhdtlvvHfuuO0MUd3z44Y4+45LfouS45tG6Rfuy9KX7sh5aEyj6hwT6Gmofq9g5v0cR04UV+bdd+nytxOqZex798xzizzgTw5duNh3Yvrr8f50N90n3bGYn0zqpzo7vxtOaldjg2q0H3B+fcv6jfrwsnLHpPrQuda3WseUe0eXj1Rr90Wp7vqX5j+oczv/+QamZ92pr6nl53v7kU/+GC2HBtZrq+92DP0/K3eMkC//lh3F3jTEZ8cG9Lo57egk5pk3O2nL96nL21rHeCe/q2Zer0c9r6eEyHl+hmwaqY+rg3DZWxDPmp0ZkXnu58lzMwC9Ee3g3+6t9+sC2evvleuC/XvDpbj1V7g9Lt/kmO/eX+GzHumuc+Rmdn4VN0Xv231CJnHHXZn1ZP1mhaY0CHznkb9PPCH2Z/L/O17L3BmRefp6RXYodeFhJxamTdv1feC9kH6AgiKcudhe/Szti9fH/fY/fUyL5mn9yFJc/Sc6Xp9oDMrPVvvn6IK9fPx/r/88rrAL/oAAAAAAHgIG30AAAAAADyEjT4AAAAAAB7CRh8AAAAAAA9how8AAAAAgIew0QcAAAAAwEPY6AMAAAAA4CGylO+Lu8+Sg9e8+3eZn/PQvc6sMUv3NK679W8yn/LVIpknHNCvP2LacZnvfGqQMwv5Qfe1xwa3yTy8Uv99ZcBs3cNYs9z92VrSdedz3zTdHdtQ5O6zNjOLKtafvTlTd1R2+Nzn5fDN7n5JM7OgMH1ce4P0eTm64A2Zn/Ti7TIPcde/W1uD7sP2ZdfLvD/J+I+eY6/8U68LVz1znzMrP9VP33uj7hnd/8QYmTdcIk6imYVG6bz0yyxn5ivTn33+JZtlvvSr6TIPHKOv3caUCGeW+JO+NupO0sd1aFy1zNdm6C76vjrdbTv4t8ec2dEXdFfxE3/UfcFP33yxzK8cvVbmKx/MlXnYp+6+7Tkn7ZRjD2fp49avLE3U+dx6GQd+FuvMRjxxSI49/I9Mmd/9/VUyt3h97TZ0hct8/5PuLvCIQn3PfOyGJTJ/5+pfybx1sn7WSf3QfW2HTtBja8b56fru0eOji3V+x4OfyvyTMyc5s5iP2+XYfYv080Rzje7DHpReIfNTfFUy31rrvhe1D+zW752l19v+pOZD97VhZpZ0XbHMK5rcz6Qr3p4hx05auEfmG1afJPPNhXrt9xXK2Dri3fN/4Hp9bZzx8DaZ76xPl/n2liyZH5vjfo4Lr9BrVkeCn3XhY30vuPaB72X++tZZMo+PbXVmPdP1PqEqVl/3pz5yUOZRzUkyjw/V77/u0jhn9tGUt+TYhT/dJHMXftEHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHgIG30AAAAAADyEjT4AAAAAAB7CRh8AAAAAAA8JVmH5rR1y8HUFC2ReNVmEfbqH8bK8K2Qe3KD/RlE3UvdCF7yku5lH3HHEmZX+Sve3fls8Suadfjoo674aJPPmEe7O36FL9DmrOtnd4Whmlnpc9wn3BunP3jpJH5vecnefdnB2sxzbWRIl86qJMrYR66+Wua9Uf7euSNF7GqTnW8Mxfdz7k6hHSmW+pV13WkdWuedYwF59XbcN1N2zjVlySbOklBo9fqfuf03Z7u5IzX1uvxy74r3pMr/2Ot0t+8HbZ8s8KM09B1vS9XGL8tN3vbFJ9w2Hd+rxo07Ol3npq8Oc2d1/+kiO/dO7+l7RMaRL5puqs2Xe9J3u407Jd695jd0RcmzlG1kyt5k6PpEEnqevreBvdf9weI37PB18QZ+jgMpQmVuYXttjD+p149AB3acdJ5b/Dl3bbE8dmCvzvpnuHnEzs6Rd+p7fmhHrzBqz9XUb0qzzmOX6nhxRrfvie/r0el/4myxndlrodjm2uUp/tpE5+j5WWKNP3M/N+j6XUOC+z0WWuzvMzcya9+s1x+bo+ETSHaHnUP3bg2UeJMZ3zK+XYyOC9Nq/cP5ama956BSZ14wKkfntN/7Xmb1x5FQ5dv0j02R+bKG+tvY3ZMi8L1I8h1Xr6zLnpBKZVx3Q53TdeSNlftfS1TL/T/4UZ3ZaunvvZmb24zJ9XX+8Y5LMk1IaZZ63Rt/nYurdN4ubfrpbjh28v1Pmdvkv/2d+0QcAAAAAwEPY6AMAAAAA4CFs9AEAAAAA8BA2+gAAAAAAeAgbfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD5HlsWGr3P2rZmZDb9wn80PHc5xZa5rutT2alyrzUTMKZb6vQHfRtwzQvbvbdw91ZmGVugM1qkx3qie36LxJV1BaQKy7S7EjUX+vTn1K7blFr8j8yo03yzx0f6TMe8PcWczSaDm2wV21bWZmkeW6r7WpT79+7Wj9+lGl7tcPPa77VLsydNdxf5IRVSfzP2+fL/NBN1U4s+CXUuTYtoG673r4VXkyL35puMxH3l4g830hQ5xZwcFRcmyknz+rfrD4bJmnf3lM5nl/cfe3dtTrdaE7Qn+49AllMg8L8tPpW6F7obvHua+t1Q0j5NhefemZdet1oWSl7hv2HXP3DZuZFc53L2pF+e57oJlZ91m657k/aflJ9wf/+sb1Mt9W6z4PQdv0TTFgcKvMU76KkHnFOXp9DinV14+qg0/erp91aoJ8+r1PrZf5sQFxMs/6ut2Zpa/S86/oXH3cms5tlnn6gHKZH2rX60JrlvvzbXr7ZDk2Kk5f9wF/1s9xXbfHyFydczOzsDr3c1pbgp5PLen6GbE/aZ6mr82gGJ23dbiPVcS3eu5viJqgXztFH+fu8/S1mzpUz+/qbvccCv8gXo7tC9bvHXpEX5vtmXpNC65wH9e2dH0/b35d7686cvS1V3BNusxrivX10bsqwZkdWKDXlIYcP/uzAQ0yrzqmz1tIgn79vhmNziwroVaOnXfzXpmbPfSL/5Vf9AEAAAAA8BA2+gAAAAAAeAgbfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAh8iuqoEb6+Xgb+Kmy7x1hLveIahGdyI9Ofdjmb989HSZ+7breob6sX5qjXpElZq7HcHMzFoG6WqJSN1UZS3D9GeL3equ1WjUTVHWNtRd+WJmtrM9U+Z9/8fWl85hbc6spUPXhURU6tcecFGRfu/v9XcLmqpr4xoGuT9fX7Oufcv4VOd2tY5PJCu/17VGPXG6FqbzK3f9SeVp+trpSdDz91BNsh6fqv+2uXdLtszD69yfL2mtPsdFC3RlTVShHl92rq4Yi97kziIr9TlpzNLHvbBQ1x6GxbkrvMzMhqVUy7w7wX3trV41Xo7NWKffO+hxvXDkt+iqn9YGXcN19Zw1zmzJl7Pl2GFPbZe5XaPjE0lPpL45NHbr9b1gq3t+d8frayc0X9e6ls/SFYmThxXKfEunu1bTzCwh1V3J1JGfKMd2xerjlvCR7sS99YmlMv9o4zxnFr1PX5cRI3VF16SBuvJz+7/Hyrz1Z72uRJ7jfk4MbtPHreEU97OGmdnjq7+U+SO33SLzwl/re0nu0+766R8/0bVvOf+qkbndr+MTSfQmfW1efcsamf9jmZi/5+v5G/C5rvwMbpGxdc3XD/vVWwbI/LOx7n1Iwzz9LHN67iGZR1+k14VZyw/LfO2FY5xZ4WW6ou64n/V0+Gj9LH50g96o1G3Xz3HR7e5r319dbvwpes6kx9TLvOOA/mxdusXbWpvcdbwHC/QepX6T/m53ObbN/KIPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHgIG30AAAAAADyEjT4AAAAAAB4ii5sDSirk4LDpukux/Ui8M+uJ1L3Oj/50ocyz/y1j6x2gXz/6kLuf1cysc3KzM2tPiJJjs5bpcs5jZ+qixamj8mX+7DlfObObFtwsx3bE+2RePSlG5kHHwmUeUam7bQO73F3Kf7jhPTn20Y8WyryrV/ddd4xplXnyR3EyN9HB7jvnuBwa0K37XPuT1J/0dV9ypv77YZ+I40bo/uCcBN2BumNVrsy7J+lu5dhNuuu7fry7+7YrRq8pIbUyttaRug8+M00fm/uzVzizO9dcJceO+nOVzM/8eo/MX/75DJlXf6X7YduS3ZPigt9slGM/SdWd1L5P3P3sZmaP3P2FzF/MO13maypznFl3lL4P9bbrc96fpGzT33VZiu5Ujz/qzuriAuTYoDadh1Xpe0NhQ4LMRw8vkfm+w+nOLOtYlxxbn6vXjbD6bpkveWK+zEsXuNfrxETdA96xW8Y2Pkdfm5uj9DkPPHxM5urK7XumQY5tqdf382u3XivzzgV6zmR8o591tma4P323vs1YyTmJ+h/0Iwn7O2T+4o9zZJ621X2cK3v1c1Vwul4Xknfpa6tqh3sPY2YWrqeg+SLdzxv1ZbFy7Oqto2UedJd+zipZnCXzzr80uUN9u7eoY/rayJyqH3aqC3UffM1E/YzZWe/eurYO0ettyHd6zsRdqZ/lsy/U+7PzUnbJ/On/XuDMsibr+0xJs36WceEXfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIWz0AQAAAADwEHcZoZkdfNzdD2xm1lelOygjq0Tv+GmVcmz3B7rftWi+7jANatf9mZ3JfroW86Oc2dLfPCvHnhtyv8yjdVWilbfofs3zn3zAmTVcpY9LlK6ttTc3nCbzIDljzGrH6/5LC3d3LT++e4EcGlWqX7p46yCZh/iZE70h+tiF17jz2tWpcuyQhwtk3p/UD9GTILBTH8fOK9x98A2HdJ9108u6dzxqnowtfo3+22blRD0+ZZ2787rtwno5tvWI7nW2Bt2nHZ/dKvNn77zamQ26x33Mzcx6SnR37Fvvz5V51vZOmR+foY977KQqZxYeqNfq5B/CZB7crufjk6v1upPzvv5ut7/7tTNbdPxSOTZs7UCZ9yfjHtkp85DHxsi8coJ7fR64Ts+fsDo9RyLKmmVe0pgs84MDda95qLi3lN+o3ztqY6h+7eVbZN6yTD+nhW1z90ZnXXtYjq16ZojMn4/TC272Nt2hnveHUTLvC3Vfu335kXLskA/dzxpmZnXD9XEPidbPC+VT9Lpi293HvTdCj40u1i/dn5TcoPcJEfv0+t0R5z5WiXv1cYw7pK+9mjHRMvdz67EgP/eWtn+5nwvPukuX1W+rSJd5XVWMzJMm6T1WzX/dr+87r0yObVmin3e/PzBS5gGj9XH73elfybzkFPdz4r9/mCXHxhXo+bi9XB/3toM+mR9uGCrzyb864Mz2fq6PW0SLnzXHgV/0AQAAAADwEDb6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBDZCH23Bk75eDCq3TfYE/eEXe2aYIcW3yz7oyeMyxP5mu+0q9vfjrTE/a58wtfdffYm5nNvnCXzPe+qPuEa1ekybxHVPr2+HTxZ1uX7uo2PzWN0cW6W7YvWHes94q3D2rTvbbRF+iu78Y9A2Te6dNfLnGF7ro/dL+7H9N3SL92yYfZMreZOj6RtE1rkXlPZYTMW0S/cILoUzczO3C/7m+NSG2UedEw3T2bPkb3x3a/4Z5jbevi5djksytk3rhOz98dUZkyn/64e73NiqyRYz96ZobMzf5vndTTz9GdwZuWu9fE5R/qXtyG83RXcurb4TIPadBrVvNgPf5v+XOcWdxmPTY0W3f69ifrPpwo88SATplnfljizJrGD5Rjj50dJPOYQn1t+rs3pI8tl3ndMvc9O31xgxw7/astMv+mbLZ+771+7snD2pzZwPAmOXbb+fq6t1593Hoi9G9JvX6eV0JL3OtKZ2qPHDvyr3tlXtYWK/NDy3Jk3qeXDYvNd2ctg/Q5i6r0U+Dej7w25T2Z3//jLTKPrHKf57KZen51XqrXnKb9Mrbsr/SzzvTXtsr8o/+6713b3xorx3bN0+tG6nd6AtYM0PuzwC73tVt8QK+3SX72CQGBfvZXftasZ1oukHlEpXt84HS9d3z1lddkft7Se2R+y7krZf76xtkyP1iT4syaRur5mrTRz/7NgV/0AQAAAADwEDb6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBDZBHj5tdPloODpuoXr7rDXfju26//xhCyW/csrgrSHacd2bqPMPqA7n3uvdLd550cql/7cEOyzOty/XR/Jup+2Kgid2dwUKTuZe7y6feOLtDdnK2DdD9ml09/dhPDk7boLuTIhyNlnpapO39D7tRdyKetPCrzqiKfM/NNcHcVm5mF3OKndLcf6aoL0/8gRs/B0GL3tde4LUmOjW7Q60JYlu4fbo3Uc6Tme3cftpnZh8/+3Zndeu89cmzkPFGsbGYJQ/S10zJSryu+37vn4EdrZ8ixQW36uAb6qXtvSdfrwq5/naRfQHy15BsK5dDAf2bKvHqMn3tNo4ytfIaeM32F7jn7uzs+l2NffPNC/ean6PhEEl2ij9Oxs/UaOCDOfe2VnaMn4NQRR2S+tW+4zIPSdfdy02epevy5Nc6sd220HPvp4jNk3jxJX1sxw+tk3rs6wZltWjVBjk1t1u9dNUGvGy3uymgzM/vnzMUyf3H2HGcW9oF+DltVpJ8RM/6qP3vXAv3dp5x2QOa109zPKwcK9H2mPFA/n/Yni/ZcKvPcK/NkfqBqgDPrqdPPhPWFPpnHVOg5cGRhuMxrX54l81vv/daZvff8PDm2/XCczIOT9WdvzNHPE7597vtiYFKHfu35ej1OW6LPS6deEu3yBetk/snHpzmzxGX6nF2+4z6Zpxbp+9ibCfqmvHDqJpnHBbvvNUtskhwb1uCTuQu/6AMAAAAA4CFs9AEAAAAA8BA2+gAAAAAAeAgbfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAh8hi24xrdDdtZ6/uxe1tjnFm1aE+OTaySL928Db3a5uZRTTJ2Hz5uoP1/Gu3OLP/vKj7L8dev1fmGXNqZb7rQ9053SW+etI3ukNy5dMvyHzsf++WeWKm7uxt3aB70JXq6boDPbIySuYtKUEy9/l5/8hAPSduGLLBmf11w3z94g/5efN+5K5ZK2X+8vqzZN5ysrvvPSq6XY5Nf1Cfo6NR7s5dM7NT5u6X+f7dI2V+5c7rnVmMnn5mP6TLeGBUtcw3rNDdy3PC3NdmgK7UtZBcXSbf3qZ7nWN/ipB559kNMk9Y4i7W3T/MT4f5eXrOJH+l18T4n4/LfP/jyTKfmFPozEaElcmxkZW6s7c/6b1Gz98j4z+V+aisq5xZ+O5YOXbPkREy91XpTvSOCl3s3O6uojczs3+M/sSZ3Xz5LXJs72D3emhmZuVhMk67Rd+TO99vcWZNbw+SY6vH6a7uxJOqZJ40xf3eZma3Lb1B5sPS3Z3TAb36vQO36DnTFaO7woe9o9eFDanDZB4S5X6eiUnUx+XUsfoZsj9ZM/Etme/v0uvz6thRzuzDD86QY1uydN97Y47OA3r0/K8do9eVr4+Pdb/3EDnUfKNqZF6doOd31BF9z64b5/7u4Yf0/Tx7dqHMp/5+m8w/+WC2zD/4dpbMI8QtP+Jafd32/Uc/R5XPkLEFFepjs/SnmTJvmuJe7/vq9TkLDdfz0YVf9AEAAAAA8BA2+gAAAAAAeAgbfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAh8gOu8Iluj7kb/e/IfNFr7hrZYacWyLHHu3SlUq+zHqZ9/Tqv2EUHdPVFB8WTXJmXTG64qCqXVf1HNiRKfPkal251DjWXYsRUxwix057ZZHM77xqucxXztSfvXGJritp7XR/vsgvdYdR6626bqTdT7XfkBg9/r2/6oq8yunujrLpYw/LsZt2Dpd5f/Labl19Epmsq4NsW5wz6ojUVTs9Cfq1E/fpHrmCPF3D1XyBfv3k993rRu3lemxjk64Ezd+h6/dCR+sKvMXbT3VmIW16zWqt0NWV50/dLvNviifLfFSirl5Lf9Bd5Vr93QQ5dsCkcpnXZkbKPOk2XbM1xvS9qvFBd0XZPY9dLseGduh6pv6koswn8+ox+vqI/dJ93/Qd0PWMfSG627JmtJ7fzUP0fSv3LV2Bd8OAm51ZRL2+9joC9Jo3dHKxzCvn656uhs3uLEY/qljOm7qq6vBf9HNUwHt+6nbdj1lmZnboN+LYHBwsx05dcFC/dmOuzNtO1TVc1qXnTOgu95xrTtPnfOMqvebZRB2fSGa9fL/MH7j+Y5m/u+J0Z5b7XpEc27BYV1OWlulnzuh9uu6sZbB+Vj+22X1v6PLpZ5X2tfra8fl5zEo8oGtnjw50f7f2TF1jXPO23gfsuVmPH7xcV4Lm3aDXlZZ095ranDdQju2brWu8I47qc+6nVd569JSz3i73vWpQjq4MrWrU9dEu/KIPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHgIG30AAAAAADyEjT4AAAAAAB4S0Nfn7vHN/eyPsuQ3ZJPuhW5N0x2TSkCX7p7Nmar7M/3p/l2KzMe9vMuZHW9394Cbme3+bJTMx160X+b7qnQPZNDX8c7Mb8djuD6uEVX6nDXk6L8NdYfrXujuOHd3aEid7kJOW697a0uv0v2YC3J3y/zLH6fIPLDdfezU9zIzy80tlfl3s1/QJ+YEMi/jHnmSSy7SHaud7ulrfYF6/qRu0Oe4Z1GNzOtXpMr8V1evl/mhZve6ceTj4XJseK2+tpoubJJ56iu6oLXgwhBnNvzdZjm29S+tMq9p1l30Q5P0cW98Rndel09xf/aOVH3Ow0vcY83M2tP0uhEUqzt/g/IjZN4T4Z6zAzfp+dx3o+7N/WnOX/vNujDl6r/LL1s5XR8L3z73vSV5hy6Nrs9xd5abmdWMlbHF5tbKvG9FosybZrQ5s+Sl+rptSfNzT9XTzz688TmZX/HGImeWvFNfW8fm6Huyb7+enpfetVLm/9wxU+YBNe5O6wA/j5dZS/V1rdZLM7OHz/pa5s/uOkvmQfujnVnKDj/PMpfr81JwxaP9Zl0Y/fDz+sL3oznXfR4DQvQk8G3U115HvD6Mrdn6PJifszBxxFFnVtqs9xFhLyXIvOhC/d6DBut7slKWp/dHwa36i3fH6PMydGSZzI8c0XugS6dscWZ5frrmK1/LlvnIe/bK/K0M/YyY++NvZN7V4d6k9TXrDdywJXo+/rD2l9cFftEHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHgIG30AAAAAADyEjT4AAAAAAB7CRh8AAAAAAA8J6Ov7P1VcAgAAAACAEwi/6AMAAAAA4CFs9AEAAAAA8BA2+gAAAAAAeAgbfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD/l/AJeDKMcXoGRDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/oAAADoCAYAAABfEJ+sAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABDr0lEQVR4nO3dd3RWVeLu8Z3eeyek0HvvHaWICgjYcKxgR3HEOqOOZdRBBwVUHMfesGAXUEF6kd57CSEJaaT39iZ57x/3X/fz3vW7d61Lzvp+/vRhv+WcffY5O+9aPl5ut9sAAAAAAABn8P7//QEAAAAAAMD/O2z0AQAAAABwEDb6AAAAAAA4CBt9AAAAAAAchI0+AAAAAAAO4qvCAfctlv9L/sYoL/ni3iPKrVnL7ig5tjHaQxtAcr2Mw7cFybwhWn/2g/PesGZTb7xbjq15ulrm9b8myLyyt0vm0wYdsmb7Fg2SY90+Mja+Dfq4h52yn1NjjDkzN1rmIRfsf1tqHKWPW2uL/rtUc5E+5+6gFpknp5bKPMjPfl4yC2Ll2I5JJTLfcNliPSEvIUPX/F1OkvKDcXJ8YJH9q4bn6HOUN0NfG26XniMB+X4yb2ynX3/Z+OXWbP6Ov8ixSav9ZV6boD971PQ8mTd8lGTNqq/X11bgr+Eyb7y6Uo9fFSHz5iA9vaNn5trHLk2UY6vS5G3MVPbUc8qn2sO6EqnHe7ns382vSr924i792tt+frzNrAu37L5Trgv7V/aW4++4ea01+/XRy+RY/ycKZZ79R4rMXR0aZG6KA2TcsZ/92ixco9+7ZViVzN1H9bUZWCxjU5dsPy3hGXpsU7iefiEXW/ULeHiMuzhM54El9usn9IJ+8cppNTJfP/wdmV/1xhMyT512XubHT9nPu294kxzrnamfZc4+9UibWRe6fPuiPFGxEfo8VW2wr/8B5XoOVE2ok3ng3hCZN0bp1+/02UWZ9/g6y5r9/vVwOdZbTxETd0SvWQ3R+lnH3G1fOEqr9XHx3x4m82Y93LTqW7YJydfH3UssOwGVek3q9vhxmW882U3m3pX6uMZ11c/65Qfsz8c+9fqynnHddpm/0u/7P30BftEHAAAAAMBB2OgDAAAAAOAgbPQBAAAAAHAQNvoAAAAAADgIG30AAAAAAByEjT4AAAAAAA7CRh8AAAAAAAeRbYahBbrjt2Ks7pyOWBNpzWbP2yDHfv3JBJknDNSd57lxurs2ZYPu17z8zIPWLPQF3WddszZV5rXd9HHt9LXOV/n0s2bBnfTfbu6++VeZ//D0ZJkXjouRuV+V7oFsHGXv8/Y6prs5Xem6WDT4ov7ur8/9WOb3b71V5l71PtZsz/TFcuyiklEyb0suXoiS+cSJR2R+sjzBmuVmxcqxXh7ag0PP6K56t4c/bYbu1B2pTx2da3/tPnp+1sXpN0/YrbvuL4zT18fORUus2YDvF8ixLVfoLmOv/ZEy//BZPf9vXfqIzDMz7XPC7+ZGOTZyrf26NMaYnr1yZH78pL5XJGzX5y3iy73WbPqxIjl2WeM0mbclJz7oJfPgmbpf+IOf7feelon6vaM/0+fQfVWtzLvdmy3zvNv1d8upa2/NBs04KcceLUqSeU1Cs8z9q3QpdVOM/XmiLEjPbV992ExEtu6svnCNfpYxLXpBnzdlrTV7+yt97SR8prvob4/+i8w93SuOn28n89AE+5raK75Qjj2Qrbu825KoVcEyr40KlXlNb/s+o0P3C3JsT3/9nJ+zXB9nt4cHjqwbEmXe/KD9nl07W187kR3KZZ5440WZn/y0h8zHx2VZsyN+yXJs89QqmVev0NfGuPt3y3zHa0Nl7ha3/LIe+nlg+7o+Mk/do9esC1PcMjdf6mfYhFvt1/673b6QY6/5+lGZv2LZGvKLPgAAAAAADsJGHwAAAAAAB2GjDwAAAACAg7DRBwAAAADAQdjoAwAAAADgIGz0AQAAAABwEDb6AAAAAAA4iJfbbe8ETHv/37Iw0C9c90a3ttr/jhAepvsty/MiZO4VpLsOAzMCZN7QWXczh0TUW7N2C3VPo9tH//2krJfuFb1s3i6ZHxlsf/2zH/WXY3v8w0P35uO6PzOmo+72vDz5jMx/ONnfmnl5617RJ/v9LvPFn82Suauf7gr3O6L7XGPGFViz/KP2HnBjjAnvqo/boakveWiIv3SkfaDXBePhm3TuaO8RzTyq559flX7xtNX6HGdep89x0EX9+q2jKq1Z6A+6575omD5snb7T62n2FYEyjxJ13SUD9Xu7/XQekqPXvJru+rN3TtPrTv56ew964oRcObZ0pb3D3Bhj+t50TObbDneX+eX9T8h8a2Zna9b5lQY5tqaTvs/98f1jbWZduGziK3IS5Y/R9+SgQaXWrGFPjBx75Ux9z/xh3yD93hf8ZF6fYu/yNsYYv1J7l33MUX1tFenKaJP2W7PM8+/SzzKh6+xrXvk4PT+TYu3rnTHGVK/VPeIu/ahjWvrq9brDK/bnPP+l9vlijDEn9nSQubc+rCast379qanHZf7t2QHWrPV4uBx704zNMn+hz89tZl3otGixvACao/SJ8K6x33u8WvRhCOlSofOv9Prr9vBTaNqD+nn3xA/2e0tte/2861ujv5srUo83Yfq4tv/Rflx7P3NEjv1tf1+ZB+Xa10NjjEnerPd/RY/pNa3VbT82Ab/ocxr7lxyZz0o6KPMil752P9w1Rr//TvuxqZ9WJcc2NOj7VObsp//0wPCLPgAAAAAADsJGHwAAAAAAB2GjDwAAAACAg7DRBwAAAADAQdjoAwAAAADgIGz0AQAAAABwENmBkLBVVyq13GSvoDPGmPAl9rqpzBt0RUGfnroC4ehZXalkdKON8cv1l7n/Tnv+0Jcfy7FPvzlX5lWDdKXNxrwuMi//2F6X4/ZQN1Iw1V5jZYwxqd3tFXLGGJN7OEnma9aNlHmIOC+17fVJe/24rs9r6a+reub33iLzD3ZfLfPCg/YqoZZoXWUS+pGu/DBTdXwpCczVFR8v3bJc5s9+fIs1e+DmNXLs+99Nkfk9y3+WuSfLsi+Tecnv9vq/yLnZcmzkk9EyLxyh6/mSt+gKu7H/3mnNflg+To710W02xhWi84ALej095xMnc3ea/fq5LF5XGC2P0feCsxX6vYf1yZD5qcW9Zd4y2r5ujVqua992XK7rJNuSrGl6XXDH6Ptex4fszxNBn+s5sHrNMJnHnJexCbsxT+aF2/R5St5q/27lXXWtYHCBvmfnTNZVVf5H9LVX1sdeURe2L0iOHXHbIZmvGasrP9Of0Oc8dmqJzHc9Ya/Iaz6SJsdeNf6AzH9fN1DmzS36+Xf3UF3V2vq0fT1v7qyfnX96d7zMX1gm40tKr+GZMi+s1fc9v/ft1Zplt1TLsWGf631G8Q265i0iVJ+n01/palZXrD3zL9e/s7rCdX1ewk69bpT10utC3vX2a3O0rz4u4af1mjTu5r0yP3zIXj1pjDGu/bqX0xVqv+c2dpRDTeXeVJkv6aif0xpK9Jrp3aDPa02K/bz5e6gY73ybrgo2sy2fSY8CAAAAAABtCRt9AAAAAAAchI0+AAAAAAAOwkYfAAAAAAAHYaMPAAAAAICDsNEHAAAAAMBB2OgDAAAAAOAgsgyxaLjuNU/y1d3hNe3sPY7BWboD8kSYvbPcGGPCTuiOyJZRlTL3OqZ7zWtS7d/9RIPu1K3s5ZJ50FndPVvno/OkE/Ze3KKZuhC7JlV3Hft/po/7VQ/vk/kvWwfJPEB0hybs1h2SdXH671K+v+qy74Zeuvvz0Xu/kfnHD8+0Zhdu0+c8d5Zz/qbmry8t8/5N02QeH2vvg5947wk59tPKKTJ/ecnNMq/opedYj1dyZd50n31d6B5xUY49c1p3/sYsjJR5wSbdF//Lm2OtWf0E3YvbboVeT4PzdZ/wXz7/TebP77pG5gnb7dfHL1vGy7GBcTI2oa/oLuWT/RNkXj1Vd4GbSvua+tmJoXKo93zdxd2WhOboNe6uyRtkvuQR+7XttV8/L7S2s68pxhjjc0rPb5eHzvTQC/pZqPfrR6zZtnxd7NzapO/JrYV6jsRt1s9hpeK+VzNIX9eb87vIPGyFvrZc/9Vr3rFPe8k82N9+3huj5FDT2Krv950XnZJ5+Ze6T/vsQt0F7iOm5LODVsmxy9ZdL/O2pPbpJJn3ei1D5uca7Cd6eHK2HLura1+Zm7P6mdFk6LxygH6e8E+qtWYjUrPk2G3b9bVROatG5mFrw2Rebez7jG+9B8qxkRV6Pcy4KUXmU3/U94KDlbrrvvIv9jUxc45+78YY+/7JGGM6vq7vNTXPl8g8Jkg/a53e2sGaTUs/Jse69ur7lI1zdh8AAAAAAICNPgAAAAAATsJGHwAAAAAAB2GjDwAAAACAg7DRBwAAAADAQdjoAwAAAADgIGz0AQAAAABwEC+3296HeNXWh2RZYsVbuuuw2+PHrVlti+613bu3q8zdkR666sN097HrjO5/feSaldbs44XT5djqVN3DmHSZ7uqu/CpZ5qWj7QWtPv6619PHV3dIBuzRnb3Dbjgs8x256TIPDrCft4qqYDk2/id776cxxvjcqXvMi3fqPteAUhmbATcftWbbN/fWr921SuYnZjyvJ80lpPMri+W60OqvO1ZXXPumNbtuwzw5dlC3LJnvP5su8/QVMjbvvveGzK/+6jFrduOU7XLsF7tGyDw4R/c+BxXr41ozyd6rGxWmu12/7PmpzP+adZ3MEwJ1X/b4SN1ZvfC4vUM9YK1eq/1nFMk8IVj3DR85ZO+1NcaY0LRKmY9NzrS/9kv95Ni8y/Tf2s8/9GibWRd6P7ZETlDfOj1/fRrt2bB5B+TY0wt6yLxgtL63RJzT98WaZN1fHFRiv+/6NujvXThcn+LeQ87LvHG+LpSPeMd+few+2lmOjT6gv3faLboD/eTFRJkPaKefhU5+YT+vlcP0M17EXv28MOPuzTL/4tdxMver0ucteJS9b7t1VYwcWzmuXuaZs59uM+vC6HVPyAugvC5Ijvf2sg8P8tf7APNFrIxbbiqTedVBfZ5uvWaTzM/VxVmznTnpcuxN3fbLfPUben6WDtB7gZBs+7Xtqy8tU9ter2lXTdor8/oWP5mfqYyXee7+dtYsXC+Xxtu+ffrfrtUbgYpjek64U/W129Jgf85r107Px/zcaJlnz33yT9cFftEHAAAAAMBB2OgDAAAAAOAgbPQBAAAAAHAQNvoAAAAAADgIG30AAAAAAByEjT4AAAAAAA7CRh8AAAAAAAfxcrvtfYiThzwvyxIreoTJF2+6odyaBS3X3a+FunLaRHbWfYOVp3TXYWCpriF1i7i+hy6ZzJz4kcxHH5kl89Iduns29pi987fD4yfl2H15qTKP+CFU5lH7imXef8VZmW9ZONKaVaXrvzu5h+s+a7M7Qsa+ut7SeOkqZVPZ1d5L6hOn50RQsCiJNsYcm/7PNtOLm/75QrkuzB2wQ47fcV0va9byjj5OZctTdN5P97t66j4OLNb5kFsOW7Pq5gA5dkbsQZm/+9C1Ms+eqjuto47Zr595D/8oxy5bptekyp764pg9cqfMx4adlvnRhvbW7Ovzg+TYmIW6h7mkr+5QT/z6hMxPLu4i88m9j1uzPZ8MkGM9/an98JsL2sy60PXFJfLiS1mvF+Bz1/tbs4Qu9k5yY4zxEV3bxhgT4qfLk/PX6PtibXvdSd1+oz0v7WXvTTbGmOMP/kfmQ5+6X+bl3WVs0lfbj3v2Vfraie6v7/ePdF4n8yfX3yhzv2gPhd3iQSz1Pb0e5s3THesN1Xq9Dsq0z0djjJkze63M/7P7Mpkr4Uf1ex9d3HbWhX7z9bpQOUTf83um51uz42fs9w1jjHnjsi9k/tzSO2TeOsm+hzHGGO/1eh8TfcL+3arS9TlujNKn2KtZxsZ3ol4zq4/a90iueH3tBOTpzx6eqdfj4vF6PY6Nq5Z5aab9uPvW6Zuqf4U+rk0R+rP7dtGfzdWk13vfU/bnkYZUfVxeHfutzGd33venX45f9AEAAAAAcBA2+gAAAAAAOAgbfQAAAAAAHISNPgAAAAAADsJGHwAAAAAAB2GjDwAAAACAg7DRBwAAAADAQWThX8E/dHdsVZkucgzZYe9pLJ+gexoD8/1kHhtcJ/P6qliZN8Tp7+ZXZf8biFeJ7pDsvv1WmbsaPfQsBugex7Lu9v5Y3+e7yrFh8fq4Xhyhj0twYaTMv9k4UuZdD9l7eatTEuTYphPhMo8aVyRzX2/93cIX6F7emlT7nGofp/tWizcky9xM1/Gl5Nb+u2X+xfeXy7zDu1nWLLvYvmYYY0xLNxmbLstrZH7uujCZN+vKdXNyUW9rVtxf/910T/sOMg8coteVpG0e1qxq+3r82lez5NhGD13Gfrn6s0X51cp83o6bZe6Tb++0dqforu3y+3Qvrn+gnhOnhneWebe7Dsn892UDrdm7j7wvx963dq7M25JWD/et3If080LoLnune6fBpXLszNgDMn9y5V9kHjxKr9/py/TCUDjcPn99PFTFDz90ncwDKvV179ug71vnbrB/ttQ1+pxkR0fLfNG3+rh6DdafPfVd/SxUH2t/XnF7KBJ3ZYXK/Lvr3pD5w6vny3zzRL1uDPgm25odPK7vBZNv2ylzYxZ4yC8dFb30eeq+tF7mZ/4WZ82Cz+vn2SUdJsncrS8dc0/X7TL/YP00meffb+9Fb6zX62XY/kCZR5/SnesFMfpZqll0tvsF6v3Zw9f/JvM3v7xG5qGR+pw3bNH7tw4H7M8rBSPs650xxrTow2pGXXZM5rlP6uveL69C5lk32e8laaklcuyihXq9nf3hn/93ftEHAAAAAMBB2OgDAAAAAOAgbPQBAAAAAHAQNvoAAAAAADgIG30AAAAAAByEjT4AAAAAAA7CRh8AAAAAAAeRJabJT+iexqAhETKvSxShW3cfuz38CeLcgRSZt3bR5bUhR3SZYlSGvfuzcLgu3wz/Rfe3Rh+vlnnWE7p31HenvQu81V8fuAee/lbmz22ZKfPsO3Uvbsg+/f6jv7N3VJ6ruyjHvtRujcynvP6EzINK9GfPm6I/u0+jvfc0r1RfC9G5+r3bkk2FXWWeuEuvG2eD0qxZc7zub43trfu0z7fo7tigIr3uJO7UffAZ99qXzJBjur81Ya9eN1z36fmfnx4l86h99k7h2KMtcmxpq/7svnUyNqueniDzsDl6zVNpcJCeTysGfiDzbXW69/bNr3Tn7+llA2Ue1a7Smj259G45NrHYw7pwv44vJa5Yfe225oTIPDbTPkdPlsbLsS8m58s8sESv7XXuSJmfv0Hfk4PP27PWEfb5YYwxrp/sPeHGGFM0094ZbYwx7lrdx+0bYb9+CkYGybF+FTI2kWd1H3bYBb3mZV+p153QbuXWrPBcpBz78Yx3ZH7PsVtk3nxblc4DO8jc620RTtLz6VyN7hFvU/Qt19R0sD/PGmNM+hv2Z/mCJyrk2Nomf5mHX10g84/emCrz+MM1Mq8utq95RdP1dV03TN90WwPsfezGGBOSp9eFoZPOWrN9v/SWY5f5j5d5UJF+78oM/bzcmqqfVy5E289rWG/dRT8sMUfm68/p59vrlu6X+fdn+svc+4Q9yzuYJMf6tfNwMdne8380CgAAAAAAXJLY6AMAAAAA4CBs9AEAAAAAcBA2+gAAAAAAOAgbfQAAAAAAHISNPgAAAAAADiLr9c4+r2sv+qVkyPzcV/aagvBT8q1Np1n26gdjjDmYYa/oMsaYgEBd9ZN8la6yyii0V96sGPGeHHvb+w/L3BUWLvPmHF251HOm/dic+r2LHPuvI1fKPCVdV1NcyI+WefwBXbfzfq8x1izygK5CmRLQV+YJe3Q12vmZuo4k7LyuBIkQ072qWVcq1iTLuE0J9tN1Z4Vd9XlsDRTzW58CE/qWvnZKb9aVNdHH9WcrfFJ/t6hf7XOoJk1/+NHP75J59yBdEfb62htk7idqtqpTdM1VfSd93LqlFcr8vc4rZH7Fh7r6svtX9vU4Y66uVnsk4nqZ+9yvK7zcf5GxaedhTSzIsN8rOh3V6+EQD1U9xjzqIb90TO57XOaRfvpY/OgaYc0SP4yUY//++HSZ++i2XdMSpuucTLOuNVJ1Uh0T9LVzy+M/yvyFU7riq6xJr4nRa+wVelXTdD1YQ7muIc6Yq5/jgs7p9TbijF4zSyPtz6CBlfp3qtt/v0fmiWm6qrXyjH7WcXXQ7+8lbnOdlutnvJK/6+eJtuTnK9+U+ey4u2Se9k97FWHzYX2OKv30/GrOlbHx8vA8cuYOfX0EXLTPkeADutryjjm6TnrDEz30e3+pn2UK/tbJmvkNkENNWoy+dgY9cFDmn+wdKfPUn/S1lT/Wnnm6bjft19WVQfZGT2OMMb+vGyXzn/7xusyvqn3IHjbq792arPe1NvyiDwAAAACAg7DRBwAAAADAQdjoAwAAAADgIGz0AQAAAABwEDb6AAAAAAA4CBt9AAAAAAAchI0+AAAAAAAO4uV224siB//2lGyRrNlp7w82xpigYvvwwDLdI+pXo/Nv3lsq86Ul9k5eY4zZ8dQwmUf/Pcuanf5Nd9V7EjO+QOYtH+jeaN96+3Et76p7bf2rdDFo7KFqmWc8ol/f11f3ETdW2HtHU1fqrmL/Bfq4Ze1rL/OOgy/o8SW6fzP6Z3uHemlv/dldCbr/MnvOk/oFLiEdX18sJ5Gvrss2KaPs5bUFlboTuvmYzls66zdvKdGd6n4JenxTtb0XOvyY7oyOn6bnX2a+7ne9re9uma98e5w1e/3Jd+XY+e/cJ/OgEr1uNEbo6fv3eV/J/MVjV1kz1xl9zl1Res3p2iVfv3dH3WN+53/+KnMjvvqhvy6TQ/sue1DmJ19e0GbWhcs2PionSclqvT7XDBbXXrG+bjuvqJP5uPf0tXOiJknm+9f0lPnqO/9tzab/9wk5ti7dQzeyW0+ByCP6nlzdyf4s9dHM/8qxr/QXhdXGmNZOKTLPuCVM5i9M/Vbmn+cNt2b1i5Pl2Jxr9boQdE7PqRuv3yzzc3V6vT5Xac+7RxbJsXu+7yvz46+2nXWh+w8vyHUh8rtQOb6yo/33yKHTj8qxe3/sI/OkyfqenL9ez+/GGL1PmXrZPmv2R0FHObbqYIzMXRH6vbv2tj9nGWNMUnCVNZsTv02OXThjtszP/s3+nG+MMVHrg2R+0yNrZb5sw2Rr5lOvL43mOL3e3jZ4p8zviNT3kgk/Pypzt5/9cojf4SPHBlboNW3bz4//6ZfnF30AAAAAAByEjT4AAAAAAA7CRh8AAAAAAAdhow8AAAAAgIOw0QcAAAAAwEHY6AMAAAAA4CBs9AEAAAAAcBAvt9ve6dfnkSWy/3LWnM3yxX8438+a1Z2OlGO9m2RsAsp1V2J1T/0CcUmVMq+qtfdA/rP/Sjn2haNTZX5Ht10y/7Wgt8xD/Ozf7dzmDnJsY4cGmXuV6S7wwCL9t6HwbN3tWdbDft5S1+vPljlD994GF+jP1hSuu8AXz/5Y5ivLBlizQWHZcuzCXVfKPPv2v7WZXtyJo16SB/LcPH0eYtfZr62iMc1y7AtjdOf5iyuvl3nUCRmbd557Q+aflo6yZvtLdOdu18himW/P7CRzd57unvUSl17HwboveGqi7iN+a5W9594YY1wJer3t9Km+9poi7F3gAaX6tUe/vUfmW4s7y/x8vu7DDgpplPmk9NPWbOVR+z3QGGOCTus17eTLbacvO+2/i+RJ7ti1UI4/f9LeZe8O0v3BwVH1MvfbEiHz6iF6/PguZ2We82QXaxbyz3w59vDpVJlHJlTLvDIrUuahafZnnZpKvaZERNbJ3PweLeOKXno9jzxhv+6NMaYxyp6l/1Aqx2bcqj9bx2/tPeLGGOO/WL/++dW6B90tKrGvvEF3dR+b013maw/+s82sCzO2z5PrQrM6UMaYjGL7+lxfpfvaI2NqZJ4UrufAuSJ9bxjQXnfVH/nVfh59BlfIsXXZ4TI3Mfq+5J2vj01Lkn28p31ARMdymZcXhcl83vBNMn/vyBiZJ0Tbz5vP2/qcVSfr+RZSpPcwhdfp425yPDynpddasxu6H5RjV32sj8vRJX/+vMAv+gAAAAAAOAgbfQAAAAAAHISNPgAAAAAADsJGHwAAAAAAB2GjDwAAAACAg7DRBwAAAADAQdjoAwAAAADgIF5ut73icsw1uhc35xrdNxh5wN7F6NWqe5X97FWDxhhjatrrGlGvIfbuWGOM8duge3VbRL2xX43+7C0B+rM1xsjYBF3Ur1/VSeeKd7P+bLGH9GtH7S6QeXW/BJmXd7X35tZ0csmxCSm6u7O4THd3+p/R/ZaNCbqr2Yg44pTu5qwaoXuaz9/8VJvpxb1l951ykuze0EuOb2pnP883D9wtx67N7SHz0nO6Ozn8nP7bpitUxqb9v3ZYs4zPB8ixgSf0/HPrSmnjpSupzcK5n1izh3fM1u/drI9LXKJeT6Of0b271Qv1/Hd9bV83apP0pTH0mqMyD/NtkPm+1wbJvKSvfn9XtH1h8AlvkmP9TwTL/NQ//7wX91I07spX5bpQm+gnxzfMrLBmXptEoboxJmGPfmCo7KyPc8lAD/fUWN2dnPyd/bs1hepry7dBv3ddvB4fkanvm3lz7HOwa2KxHHt/e913/fIzd8i8tLeevv699LoSsdx+Ty/tpe+5jTH6+TQivULmPqv1nOt6xymZ79ti71B3xetzlvajPm5bVz3RZtaF9LdelxPcp9HDHCm353Wp+qbY460Kmdct1etz1Q9JMr/zodUyf+Pw5dasuUz33Ldfp9eFgFI9h0r66eeNlon25+nIIH3PzM2Il3nEcX1txh+okfmVH26V+eoH7ce1cL5eq8M8fLfisnCZe+Xp8+bXsVrmscvt96Kg+fly7Jmz7WSefc/jf3qx8Is+AAAAAAAOwkYfAAAAAAAHYaMPAAAAAICDsNEHAAAAAMBB2OgDAAAAAOAgbPQBAAAAAHAQNvoAAAAAADiIbG4OfFh3+gVuTZV5k6iqD9F17KbDfadlvm9XV5mH++p+TbeH2tyUH3KtWZfv9XFZuUv3Ml87Yo/OI/fJ/MmH7rdmOVPlUDNz6F6Z/2SGy7xwZKJ+A12faWL3qAOve5Znjjws83fPTpB5wmh93ko26o5KM1R0/p4Wk90Y09rk4cC0Ibs295J5awfdU2qa7H9fXHFCXzvtvtR97QGB+sIu7qfz5jCdl80ZYc18s+VQ4+VhzQkeViLz2l2xMn/su9utWd+RmXLs8TzdF+y1Qr/3Vytfl/m4pY/JPPmgvdM35oA+cL4zdF/2yUd7y7xwru5S9rkYIPPz09+zZl232M+JMca8NeddmRuzwEN+6ci6zkO1t68+zv6N9vU/8Zy+nycv0fPb76Zomde0T5Z5Wv+LMq9vtI+PuFgnxxYNDpX55XN2yfzXVfqenRhVas1O706XYxfsmCPz4Hh9zoOKZGwqY/V3b+5lv29Gn2yRYyc+s13ma14bK/OmMP3dTqzoIXOvOPu6FZSl72NeD+fJvC352+SVMl+48yqZ+3eqt2Z9Yu1z2xhjBnx1Qeae5oA7Qs+Bpav1A/f0Cbut2cp1w+TYik76vaPn6YvLtSFI5j6boqxZtV5ujU+qvifXjqmVedU0nde16HtuRSd7nh6tN5fHz7SXuX+x3BYb7yZ9Xrz3hcs8/clj1uz4x/rZusdNHh4ybZ/pfzQKAAAAAABcktjoAwAAAADgIGz0AQAAAABwEDb6AAAAAAA4CBt9AAAAAAAchI0+AAAAAAAO4uUWPXNZuUmyQ+GtkjHyxdd/aK+iqhtboz/YKV274orQlUqBRfpvGPVJupolZa39qweW6PqwC4/pz9ZyMkzmCfv1Z/N7sNCaFVToagef3ToPLNG1GV3uOiXzrDe7ybzhZnuNVsDX9roPY4wpna5ritw5ITJvt1Uf18Jb9XltqrZX4vRYUi3Hhr9XLPNvRrzroZvq0tFn5bNykkR+oOf3hUn2a9PjddtBV3T5luiKRpNqr+oxxpiAI8EybxUvn7pa1C8aY3Km6grG4HwPlTVT9JrZUG2vnPHP08clcY+Ha2O4roe8fdpGmW96YKTMz91pP++Ja/Rnr0nWc6ZZn1LTf8pJmTe16u9+eGcXa5a4U98LLt6o52PGDf9oM+vC1G3z5QTOKNYVja5z9nXj+sl/yLFnauJlfuJ3XcfbHKSvvXZ/6L6p6mR7JVNguZ4DNe30/PKv8tDL6UGlfXqauEP6tfMn6HUher+HKqrpuv6saYOeE4cf/4816/n2PDnWU1Vqu636nNY9UCHz+BC9Hmdu6GDNPM03Hw8VXqefXdBm1oWx6x+XX7Z4k641rku1n6eUjvq5ql2ovicf2KqfV33r9GGOO+Shxlvcmlr89WsXX6vvDc2luj7PK0I/K0VH2ivufL7WdaRFQ/X89avS9+SmRJfMw4/q+sm3/mpfF168XVeCVqfp6r7SPh7O+UH93evi9HdvjBFZtF5vjVt/tqz5j/7pP+AXfQAAAAAAHISNPgAAAAAADsJGHwAAAAAAB2GjDwAAAACAg7DRBwAAAADAQdjoAwAAAADgIGz0AQAAAABwEFmCev3Tj8vBdQm608/fZe8bnN7lqBxbkhYq8wNf9ZF5XZLuOhzY/5zMsw7Zy2fLeurP1lCn+9ijs2Rs8kfrv78kNNtPW/NZ3WHeEqmPS00n3eNYnpUu82APndZeG+wlkj5N+r0Tvw6UeXWyno+5s3V3p7tBdwL7VNrzM3fo3tGoD3RuRuj4UtJ0MErmBaM89D5723ulW/rqbuKAU/raizus51Dn8fq633qxl8yTttu/W11qiBxbn6w7d5si9LXTUq7nf9wO+/y8csFWOTZ3kj6nOce6y/yT48NlHtxfd/6+OGKFNXs540Y5dsTUIzLfsr23zA+v7iHzsDFFMh82+qQ121ffU47tuMhDb+4NOr6UZP/UUf+DYB17hdqvrUMV7eXYllZ97dR3bJR54HndrVw3r0LmQR/b13ffey7Ksb7fJ8k84EY9vvBogsz7DsuwZgcT0+TY+UM3yvzTE1NkXpUTKfOYGn2v6Pn2PHvooUk+5XfdI+7ToNfjuZ02yfyNxdfL/Ohzy6zZ8GcekGPDLuj52pZ4vxYr8+BkPQe8Wu33tQve+rWLovTzgm+tnkSucP3ZcmbYn2WM0X3wzR7WQ3eWfp6IyNWfPWldtcxr3rTfe4Lm5Mqxib76Wfrsmk4yv37wbpn/tne0zJ955B5rFtxQL8eW9NPPUWHZ+rgG3ZUnc9cXyTL3u6LUmkV+ofcJpf08LHoW/KIPAAAAAICDsNEHAAAAAMBB2OgDAAAAAOAgbPQBAAAAAHAQNvoAAAAAADgIG30AAAAAAByEjT4AAAAAAA4ii8M3LXxDDp6b7aFD9Z44a7bBW/cuNwfrvsBJt+2S+Y/H+ss8zE/3lNa1s7+/z8AK/dpbImXumlYuc98jenzB6XhrtujaL+TYfxyZLnPvej+Ze3npXtHaFN0rGpZp/9uSK8hDF3Kch97Q7bo3tCkiTOauPrUyT/vJPmfO3yeHmnJv3dPclvjW6Txlnf4Hg98+aM2+2q3XhU6bG2R+7hY9h+KadIdqt/45Mg8ebO9mLn5V94iP6HNW5hnv6a76pnB9bTZG2bPPDw+TY+8dsE3msYNqZL55yQiZD5m/X+bLnrd3UgfEyKFmy7kuMk/eotekxvtLZF50Vnc1R79rn3Ov/PyZHPts5W0yb0t8GvS9IfnLczK/eI29e/lktO4m7vlKkczvW7lV5qtWXy7z1Cv0HNl5dbg1i/4+SY6tj9X3tYkJmTLf/EWCzI+1dLZmS679XI59bOUtMo8r0tfWqFuOyNw1yEfm29b2tWadPs6XY0vGtJN50Uj93s/9MUPmoZH6vF1x813WrPRafdxKhujP1pYU3qPv2f5b7V3zxhjjCrWvKwFR+rU7ztNzZMiGQpnn1Ote860Z9mvLGGMaRtjvmxGhuu896Cd93ynvpedQn5v1mtg/sMKarTzfR46tLQmWebiHZ8TvVo6WuWu0Pq9V+fbnuOYY/azdabne+3k3tcj8Qmx7mTf11ecl8A/7ea2baH++NMaYoEx9rdjwiz4AAAAAAA7CRh8AAAAAAAdhow8AAAAAgIOw0QcAAAAAwEHY6AMAAAAA4CBs9AEAAAAAcBA2+gAAAAAAOIiX223vqBx4z2JZjDvroY3yxT9ad5k1C+pYJce27IuUudtDzWhLD92JnvyJ7qROef6MNSu+T3f6BrxZJvPzP9r7go0xxqdR9xFXjrR3TIbuD5Jj35j/X5nPWX+nzI2v/myhJ3XPY6dp9i7l+mZ9Ts4d0v2V/mX671ZBw3UXclJYtcyPn7f38qa316+dv1t3+p596hFdynsJ6fj1y3ISfDr8Izl+7hcPWLOQPP3erX76MEVO0725Xl56/vo/be/DNsaYosFh1uz++T/Jsa/uv0Lm8b/q/teKznp+B1SIUH9tU9dO/4PmZN092zO1QOYVb6XKPN9+qzCh5/ViXzdQ9xG7L+rj6o7V3bXBofq7B/i5rFnzBt2FHDpF9zjvnPxqm1kXxkxfJCfR/a9/K8c/teZGaxaeoed+5xvs92tjjKls0vfF/Ap93XvvjpB56GUXrVnFTt1zHzS4VOZ1h3SX94jJx2SeWxtpzfI2p8ixgUP0Z6s5rj9beIaMTWhhs8zzxvlas+Yw3XftE6Gv6w4J+rv1jdQ3o19+GSZz3972Z1zXST3fXOG6izvrgcfazLrQb9U/5LoQGazX77xS+7UXtjFEju12+ymZn/6su8y73HZa5kd+1eP9RJ986BV67R8elyXz9cuHy7yqm762Un4TY9Ps150xxrToW6oJy9Hz169O5/k36Ws3ObbCPnZ/khwb1MM+1hhjqi6Gyvyl8T/I/B9rr9PvX2h/nkmblCXHXqzRn+3g1S//6brAL/oAAAAAADgIG30AAAAAAByEjT4AAAAAAA7CRh8AAAAAAAdhow8AAAAAgIOw0QcAAAAAwEHY6AMAAAAA4CCyLLElQFd1Lv92gszd0fauxNpcex+1McaYeN2zOHKI7se8sLCrzHMv093MCxM2WbObHrxPjg35NUrmARN053pCaI3Ma3ekWbOoq3SP+PPz75R5cH/dZe+pH9MVovu4U0PKrNnq3QPl2LTfdS9owSj92cvP6/PiTtfzfUiXLGt27LducqwrUXf+tiUtlf4yf/C1B2XuL6pva9L0/PGrlrHpEK67kff83EfmrVfq13d1sxfjfvDqNXJsUKKeX97N+trypLK7/foIytO9uCZdFP4aY7r+W1972ZM6yLx+lu5K9hJfffn8d+TYu59dIPPvX1ok88NNuuv+9ftulnnWLYHWLEIfNjMy/rz+B21Iziw9f59ad4PMI87af3cILNOvvf94R5k/OfYXmX+zcIrMc+bo+dslxN6ZHv2ZS47tOeOCzA8s1ffFvb1TZW722HvI+07Tz1HF9bq3OXy7h3XhOn3eKsr0PTuh10VrVteo70OxrwXJ/MKk9jLPCtR5VKaMTW29/bg3pXpYGPStok2pvGA/DsYY49dBPxuFr7c/MNR5uKeeWNFD5lfct0Pmq34YKfPGGD2/n77tW2v28b36eWHkexky35U3VOa9rjsr8/1RKdbM1eDheaFKX7fezXp/FXewSeZ39flD5t/n9Ldm/hV6TjQd1PsAXw97mGf+mCnzuAP693O/Wvt8Lyy37+2MMSY8x8O6cfWf/2d+0QcAAAAAwEHY6AMAAAAA4CBs9AEAAAAAcBA2+gAAAAAAOAgbfQAAAAAAHISNPgAAAAAADsJGHwAAAAAAB5FliVUjPHTHLtX9sKXP27sSaxt0B6rPnnCZvzBjtcznn7xV5sP+Xi7zlZUDrFnMbt0xWTpYdx16NevxRct1l2K7PPvrV59PkmPLJ+uOyLiuRTJv/CVe5tEzc2W+77VB1mz4/NNybNG3uqs76KLuz2zupLs7y4vCZL6/Mtia+Qbr4+pb65y/qUUlV8r8X5N+kvljR66zZgG7dOduXaLurd35e2+Zhxfo8zRg3iGZrz/T3ZqV9dGv7aOXU2Pm6msvcWmMzC8OtnfbdvgkS47NvDtd5q5F+rp27dDrdWupXu/j99iv3R/76h7xsp4yNle884TMvXWNs6mfWyfzgFP2dSHlel22fbIqUb95G+IXpJ8HYtd6uO8NEdd2q14/O3/RKPOLI/S6UtYzQOZz+2yQ+ft7x1gzr8d0p/SZ9cky9x2r72v+W/VnDym0H9ejq+3rmTHGuPrVyLx5sv5uPmU6f+OaT2T+9vTp1qxgnj6nNdP0nAnO08c1Iks/xxUO09/NFWkfH3VEj73u/o0yN+ZxD/mlY+gA3ed+aoWeg5Xiebr7O9VybHkfPUe+OThY5iH6kdG0BuvnkWd/u96a+Y/V8/Px32/Sbz5WP2/UfNdD5s2D7A8ksZv0mlLZRcZm4i27ZP5r2HCZlzWHyNzr61hr5pqq16yA3aEyb9WPKqZz2kWZZwzVe7CAWPtx9/bW5zQ4VD+LWF/3fzQKAAAAAABcktjoAwAAAADgIGz0AQAAAABwEDb6AAAAAAA4CBt9AAAAAAAchI0+AAAAAAAO4uV22/93/sP/8rr8f/2X9tb1JK2iTSe+v64oKNupa4ca43Qnklek7sXwzg2UeWTvUmvmWmuvdjDGGJdubzD+up3MVAzWn92n1F6j1X1IlhybEKjrSDYe1pUcoRn29zbGmKiJBTIv3WKvngjL0VUlzYF6vgVcp+dU4L+jZJ57r66Hilplr9Eq7aM/W+xhXZuxe/mj+gUuIV1fXCK/TNQpfR4Dy+3XbsNfy/SbfxYnY/9q/d61CbrWqDlEn4bqIfZqlPBdQXKs1xX2NcUYY+o8VI42lurXD820L7ixR/SaUjBSv3fCXl01FfRInszzftOVoTU97fVoar0zxpio4/qclU/SvYZ+oh7PGGNa/fS1O2TCSWt2YWFXObZwuJ6PZ//+SJtZFzp+/bI8UC21+jymf2cfHvV0thyb8ZPue2oaru97UT/pOqeACv28cfeSH6zZa6cmybF3dflD5l8/fZXMve7TtZzl6+333Ck37ZRjfz7TR+YmSx83k14r466JxTI/td++bviX6d+pWjxU3rZ4qNFK2aDXvJp2ui6yRTSUVY5qkGMDTuu1/tQLC9rMunDV1ofkiTiR1U6O9/K139Ov6GZfe40x5rcDev5GHNdrks+kEpmHL9O1sk0L7M8z7o91VXX17CqZB6zW1YGlQ/X8jdlnn7/lPfW14/bR+ZprFst8xge6HjIkV79+Y5R9+vvoplUTmaGfhVKePyPzbSf0PT1ho4ca2cn29/f11/eZ+O/1vnXHN4/96YHhF30AAAAAAByEjT4AAAAAAA7CRh8AAAAAAAdhow8AAAAAgIOw0QcAAAAAwEHY6AMAAAAA4CBs9AEAAAAAcBBZ+OcK1lWdrR56SFsSRDeyl+5J/HnuIplfv1T3MNYMkrFJ2Kf7tos72PsKfSL1a/vq6ljT5GG8f57u9rx35lpr9tv94+TYQ0+EyXxUn7MyP56YKPO8EwkydyfaeyKbwvXfnSJPy9gUl+vv9tJ/v5P5O9njZV7Q1d4Z3ByvuzkLxznnb2pRp/S1U9rHw7qR7rJmQ8PtvbPGGJP02HmZn/xLR5lfuEH33rZPKJe5z/f2+V/eR3eghm6OkXnHlQUyL5ii53dgqf285N6uO3W7vKx7xvNe1vO37Dd737UxxqT8ovuIS8bb7wd+v0bLsc8t/FDmf/38bplfO2ubzNe+OVrmu/7oYc18btE3g8BdoTJvSzrfdkzmdVMHyrzqwUprln1EX9cpZ/X8Ljf62rn6bxtl/vWXl8v8pa9utGbRwwvl2F8us88fY4xxTdTraeWOJJk3JdnXhVWrRsixzVF6TXtwqv1ZxBhjCpp01/eWN4fLvPVyUYpdpjulO31aJPPOX+bIfPA0fa95bvMsmftF2D/7w303y7GfbrpK5m2Ja7y+ryXPSpV53gR7ti1XrwsdO12UedWuZJlXHNf37MYB+tp01wZZs/A7iuXYulNxMvfxsD9L/l3fsy9eW2/NojbYP7cxxtQn6Nf2M3p/5/aRsWkK198tabv9eaXbf07JsRmT9D333oTNMo/zr5H56U56DzQ34bA1e+3wRDm20cMeycY5uw8AAAAAAMBGHwAAAAAAJ2GjDwAAAACAg7DRBwAAAADAQdjoAwAAAADgIGz0AQAAAABwEDb6AAAAAAA4iK8KfZp0F6Jflf47QfTRAGtWE6L72G+eOkfmYRd0v2vCHv3Z63XVoQneYu9abNH1raY+Ub+3b53uiOwxNlPm37wy2ZoV62pXk75Un7NjvWJl3m697sOevWKDzD/+0d4T6QrTxy2wQuexr9r72Y0x5sXnrpZ52Ne6Y901wv7+XrXyUjJGV8+3KRfFcTDGGLef/rLdFts7r8/26S7HVnx/XOan3tLnsPuCLJkX3Kjff/b8ddbsoxMeOqkv6v7W0hF6TaxL0Me9JcB+bQcE6mujNSNL5uGf9Zd5U4j+bNkz9LrSUG7v9B3w0Dk59kSj7kL2r5CxWXFikMzD/PX45dcus2avXNB92HmVIfrF25Beu/V1v/dFPb48O8qaRR3V9638m+zzxxhjQnfo9fnDP8bKPGpkqczbhVdZs9SQcjl24wMDZB5xVsamIV10zRtj4jfZJ/CQ+fvl2KMv9JP5R3lTZB6RqZ/TJj+9XeZf7LSvqenf6o70s3fFy/zUiQiZr6rvL/Pk9fo5btbz26zZ3qo0ObZ0iD5ubUnBoyNl3uJhffVqsq8rNaXBcmzI9/p5wMtDn7vRp9g09ded6sZlf4PCC9FyaOe+eTKv7Ko3IvklYTLvviDfmuXM6SzHxh3UzxOXr10g86hC/bww5d4/ZP6ba7Q1S3AFybFFs/Qz3h279LXZUqyPe8p6fR9cOKudNYuOrZZj0+bYz5nCL/oAAAAAADgIG30AAAAAAByEjT4AAAAAAA7CRh8AAAAAAAdhow8AAAAAgIOw0QcAAAAAwEHY6AMAAAAA4CCyXLZoou5K9LmoCzBrUuwllL51cqhxt+i/QSQ8mCPzE1n2rkJjjHE36B7HgGh7n2HMt7q7s/usDJkf3N5V5kcOdZC5GWr/7J166Z5F7xX2rmJjjKkfpc+514/6xK1+9nKZpxXU2l/7X7qr+OFp62X+37zxMq85rvsxvZP0nLti1AFrtvZUDzk2+Iju9mxLnp/8vcxf+eIGmbv3HbNmpXcMk2Obg3rL3NtX92lnPNpN5jEDdDfzlx9OsmZe+tIy3SfrQuyju3R37YyJu/T4e+3HpjYzVI51jdbHNXeiXi/bddTHrf5cnMyndDtpzY7+S3d5vzEtXeamT5OMffL0tRm/T3fbPnH2OmtWsi1JjvUPkXGbsnWZvnbLx+g5lLTVnhVcrbviPdVhu/T0N/E79CsUD9YXd2N7+6PU8fP6WcQnWB+XlkBd5j2mu15XdgZ0tGZZtbrLO+dqGZtg/RhmGqL0PfWro4Nl7l9mPy91XfRnb0nUcyZit+7Djj2i7yXejc0yf2vvZdas292H5dhuv+sO9bZk9u0bZP756aEyb/+pfX2ubu8nx9bMqpJ5WFCDzKO/ipd50wW9sDSFi/cu0df9OX/93u1Wy+2b6Zyvv1veuzHWrHfcKTk2s0A/R03sd0Tmu+NTZb56+WiZ13RvsWZ/7Oopx3r11Mf9sf7rZL6xrLvM90XqfYZ/ToA1C/0+Uo5t/0KmzG34RR8AAAAAAAdhow8AAAAAgIOw0QcAAAAAwEHY6AMAAAAA4CBs9AEAAAAAcBA2+gAAAAAAOAgbfQAAAAAAHEQWMbrrdbdsS5LuKY3ZYX/5gc/aO8mNMebnfQNkXn9Id6j6y9QYt4/uUkzuXGnNCme3yrEVv+iOST8Ppb9+tbo3N2KkvbM6KkD33B+c0V7mvif0e59+SBc/h+Tr8V6t9u7aitW6f3J+wlyZt9/oknnao0Uyz/aPlXlRg70z1avI3o1pjDHe+qO1Kf950d4bbowx+15dKvMhLQ9bs7ljN8qxH3qPlXnMJt2NXDdFd6J7far73vs8dMKald6vO9MrR+m+9uACfe0cvVP3w16YEmbN6lJ053NQgZ6/CX/oNa+gRR83d7C999YYY86PsWc1d+kFM3K/zv1q9FofclEfm5S3z8t8/bEe1uy7O5fKsfe88leZtyXlvfRx9q3RvyvU3VxmzbwzIuXY0PP6tSsGNMk8bFy5zFOX6eeNvi+csWarPDzL+FXpz16bLGNz4KfeMm9JtV97x+v1i0cf0tdWzDH9vHHWw7VrGnQXeNqv9i77/DHBcmyX2/bKvHr2cJnnTtDrdWCxjM28IWut2e5NHeTY0pfb6Rcfr+NLyUfHRsh82dCvZP5glv25791Z78mxu2s7y3zFxxNkXj1Y37cSdul79vX3bLJm37yv37vdan1tVHbQ11bBSD1/e0Tan4eDfPQDa4Wukpf3RGOMSf1Jr3mL31wq8weffsiaVXbUr92QpM/pypl6vuZfES/z4PH2vaMxxtS2t88Z9z59TnctHixz8/mf/2d+0QcAAAAAwEHY6AMAAAAA4CBs9AEAAAAAcBA2+gAAAAAAOAgbfQAAAAAAHISNPgAAAAAADsJGHwAAAAAAB/Fyu+3dt/88Nk0W4350aKR88Zm9DlmzjR/rDlOvyaUyLy+1d5obY0zkft0LXZ2ue6GXzfjYmi347E45tv24CzL38dLvXfiT7pP3q7aflhb9tU15X90hmbxR94KW9tY9jw3xupM6NKnGmnWJ0cW0h3Pay7zdD/4ybwrVf9cqmdQg88BgexfzTV32y7G/F+he0e2T/q0P/CXkkzMj5Lrw3PYZcrx3jb0f1r9cn6OQXN3V7Z6h1w1PAv30/B0Zb+9UX7VK968mjsiXeeVK3Z2c+MEBmbt/jbFmBav0mvLGg/+V+Z07bpe5b3agzNsPz5N5y5IEa3bra6vk2F1VnWS+58t+Mr/lbnvftTHGtLr1nHxvvb0P2bdOX9ZJQwpkvnXiojazLqS9u0henD3/pef/U1tWWrOnH7hXjs2eJWMT165C5tV74mQeUKZfP+iqi9asZqN9bhtjTP0A3UVv3HoKpHyu+7arU+x5dap+64euXS3z1zdcJfOwlCqZJ/xb37PP3uVnze4evE2OLW8OlvnmZfoZtDZZH/e+U07J/OCmbtasJUjfx6K76/vYviv/1WbWhXXnu8sv+2OZ7gafGHncmj3/5m1ybMyJRpkHPKPX32Bf+zOfMcZkfdJF5mUD7M/6gQX6WdoM0NdO64kwmTfF6H1G/E77FAqo0GNzZun87yN+lfkr66bJPH2lfg7zbrZPqauWbZZj3/9uiswbO+p9QOoKfd4+/M8Sma+rta8Lb50cL8f67IiQ+bFFC/70pPKLPgAAAAAADsJGHwAAAAAAB2GjDwAAAACAg7DRBwAAAADAQdjoAwAAAADgIGz0AQAAAABwEFmv1+2FJbIWo7WnvSrNGGPc50OsWVChbgcJy9U1cNW36OqJ6mxdQ5DUrUjm5dsTrVl9e1394Fuh6xfC7Q1dxhhjwi7o1y/pY6+c8a3Xr53w5g6Z+21OkvnJg7qmq89A/eWO7+xof+9qPSeGTTsq8y17e8p8+MAzMs94r7vMo26z1yZe/En3FNUM1ycm86an2kxdzsC7F8t14fqH18vxK1+015HVx+jD4KeXHNPgYXxIoa6FqUrTf/uMP2iv22kK19d9eRedBxXryqX4m7NlnrMm3ZrV99bzL/433ctZ2lsf186fl8h8+vd63Xl189XWbOGEb+XYp9bdIPOAYn3cY4/qe43PffbqNGOMKV1vr0VcdM+HcuySW26U+bod/2gz68KEsS/LCTz7/TVy/LK37B15zfZHCWOMMd4unTfE6msraaiu2crO9lC/l2+/J7cE6PdO6K/nl/9rUTI/P1tPEfXZok7qzxZxplrmj6z4RuYvZOgarYot9ucsY4xpDrV/voAy/b0fufs7mb+88lqZ+9bq1/d0Xr061VqzAe1z5djdRzrLPPvex9vMutDjGb2P+PHeRXL8lT8+as1CLuj7dX28Pkedv6yQ+YXnPLx+lq64S+5lv7Zrm+zXpTHGeK201+UaY0x5D/3dwjM9/I4rhnu7PKxZm/SalfFPD8flU12refvSn2V+R7h9/zbq4fvk2IKxHq7bZg+XVqyubGyt13WnaWn2GvGgx4Pk2JJBkTLf/8Ej1OsBAAAAAOB0bPQBAAAAAHAQNvoAAAAAADgIG30AAAAAAByEjT4AAAAAAA7CRh8AAAAAAAdhow8AAAAAgIN4ud32TsG09xbpwkEPYnfb+4tLxuji24Bc3TFp3Lrr0BWh+7K7flAh87yX7K/fslv32gaW6cPWeEWVzJtOhcvcLWqhO32jX7vgH/q4+P0SKfPaybrIPGRtqMwjZufZX/tjex+1McbUx+u/S9Um6+82dMRpme/b1l3mXqJuO+aIPuduD39S2/3Fo22mF3f0TL0uhB3RHav5S+1doTFLg+XYxki9LkT8NUfmxzOSZR58Tve7jpt1wJrt/GSgHBtzokHmFR11l73fdfbuWGOMKdsXb82a0/V7/zjmHZnfceR2mTfs1p2/SZfp3uji39pbMy99WZvkLzNk3meNPm7fHtXnLSRMH7uGsxHWzMNtygQV6X9w/NUFbWZdGHrb63Jd8GnS4xsi7V+1Jk2PDelTJvOHum6S+Rf3Xi3z/JG637i+h32O+OTr6zptje5lzpwjY5OUUCHzyk32rvqY481ybM50fV/zrhEPI8aY2yZslfmWx0fKvLSnfT2uHqivy87/FTdsY0zmTH2vmXflWpkvf/sKmVeNqbdmLRX6PuNbrY/rucf/vC/7UjRh0yNyEuVuTZHjG9rb9woJyeVybPTDev5m/DNE5p3+pRet03fb135jjJk07Ig1O1hsv+f9n2j9KVbmrlA9RWrSxI3Vw86vx4BsmZ8pjJN5YlS1zIt229csY4xJGpFvzfLL9Dnp/He9Rzq5IEHmbr//q22xeWbcSmv26k8z5VifBn1OTz/3588L/KIPAAAAAICDsNEHAAAAAMBB2OgDAAAAAOAgbPQBAAAAAHAQNvoAAAAAADgIG30AAAAAAByEjT4AAAAAAA7i5Xb/33UCAgAAAACASwe/6AMAAAAA4CBs9AEAAAAAcBA2+gAAAAAAOAgbfQAAAAAAHISNPgAAAAAADsJGHwAAAAAAB/lfTvVmL2GWHgAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/oAAADoCAYAAABfEJ+sAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABDkElEQVR4nO3dV5RVZRr1+7dyzokK5JyD5CygJAET5qytqG1s2zZ1K+aIbY6tmBMqNoiYFRGUDFIUqQqoKgoq5xz2ufhufeY+o78zxqHW+P8ue/rssPZa71ovNUbPAJ/P5wAAAAAAgDcE/v/9AQAAAAAAwP932OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHgIG30AAAAAADwkWIUjv7xb/l/y12Qn6RfvXWdmPR5olbP58xNl3hqn2wJStuk8dm+VzPdfHm9mgc0BcjbqqM7T11XKvCU5UuaFV9vHLjK8Rc6mPhIq87YHq2ResCVT5t2+bpZ5XYb9/o2Lq+Vs+28JMg/okLFrjtfnREit/t2mnbnNzDYuHyVnYxYek/n6Ux7Xb34CGblkmTyQtT30/Khp+8ws5+MBcrZmYJvMQxOaZN5xJErmkUX6Z7jgym/NbPmnp8jZIP3RXNev9LpQPiJe5mUz7Wsv6FiYnA1q0t87TH80l7mmWOb7lqTI3Bdmn1KTR+XI2ew3B8s86qzjMs+I1uvOH6v1ORk5qczMEiMa5Gxdq16PN576WKdZF/qtuF+uCy3H9LUX16PKzEJX6LW/dlGtzO8e+pXMn9zr59r9r37/T/71hJkteOl2OVvfUz8LZX2t/x5Tc0mNzJcOXmVm92YvkLMdG/T3ru/eLvMB9+yXee5t+trqCLKzS+f9KGffXn2yzNsy9LNSfKL9/Oqcc0NS9D09u6yLmaVF69eODdU3i48nvNJp1oU+Hz8g14XAfdFyfsqcnWb2+0fD5ezT178i8z+ausr84/vnyLx0kf6dDkxfbmZ9PlgiZ3v+Vz9LB2+2n6Occ67w+hEyr+ttP0ulbhAXnnOudIa+dhLX6/ua81P2Flmm15XomwvNLH9tDzmbuE8/QxbO0JdW5FF9bJqH63t+e6X9LBaZrteF1j2xMj9w161/+uH5iz4AAAAAAB7CRh8AAAAAAA9how8AAAAAgIew0QcAAAAAwEPY6AMAAAAA4CFs9AEAAAAA8BA2+gAAAAAAeEiwCsNDdN9gdYguQ2zPFf2Ygbq7uHlIo8z73XpU5vmX95G588Xp179zh5ntf3SEnK0Zrfsvo4t0F2LRQt2rmxZbb2Z136fJ2YPn6LL5pGZ93MNLdcdk3tkhMu/9gd07GvK2Pi7tofqzx6/ZI/PjF/jp2y7R3Z2/fDLKzC5aYverO+fcu2/rnmbnJz6RtEXoc6DHKvv8dM65nX0zzSx4epV+8+O6c7fnE/ocaUrRa1pdhlwS3RcPzTSzlrH6vbtu0udXwRzdWR2s61nd1pOfN7Pr8+fL2dRw3UO++sfRMq/vl6Rff2CpzItzk81s66ohcjZQL+UuYIXdZ+2cc3vmh8s8a1a+zHN3ZJnZpOl5cvaPygyZdyYtJZH6P0jQ3ct3DrS77v8x6Vw5m/lBlMyf/2yxzJt76795+Oyf2Dnn3BXX3GJmDfP0dR+WoLu4y4bEyLypVK+JJW32fXVwynE5u68qXuZ/u+Jzma8YfJLM3S86jj1iZ5+8MUPO9loohp1zucdTZN4lRq+Jvx7sLfPoGPt3nZ/2h5x95T8LZO4m6PhE0lpj94Y751zqQb2P+H6zvf5H6KXbXffB1fq9t/p5XkjTzzrtFfq7DXrxOjML08uCS380V+YNbXq9DVyhX3/JpB/N7KtV0+VsZKxeszqCQ2Veoy8dV9uku+oLDtrPkG6A3n+1JOjP9tcZX8v8ud/0upPxuT4nKvvb3+31uW/L2Qvzr5e5hb/oAwAAAADgIWz0AQAAAADwEDb6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHBPh8dofltHmPy4LLoim6c7otyh4P8NMhGdis+yvTN+oXODZR9zD2eaNY5jl/t3uhb5j4vZx98etTZe469HcL710j89ZW+7uFb9Sduv6Oe6uu7HUhulrW3X/jcpn/7fNLzSyySB+XyNn6N+sdVy7zvlElMn9n9ziZBxTapa2Rx/Vnb/PT95rz0C36BU4go65ZJteF8gmtcj4g2O6uDQ7VPfcdR3V3bEiN/rfLxBzdm3tskoxdz8FFZla2Wpdtx+fq71Zwqj4FuvXX53/N5+lm1piqX7spS/9mUQdDZJ68W88fH6fvFWcu+NXM2v38e3RFi+5Qjw1ulPnnv42RebCfcyqgV72Z+XL1Z5s3e7PMnx35QadZF4bc9rRcF2ZcuEnOr3/R/h0qRunr1heub2xJv+nzty3Czz15jr53hAbZ71+23r4unXMuQC8LLqpI94xPvFGfQ1setrvsYw7qZ429N+rzt+dHMnZlQ/x0Vv9lpczfLxhrv/b3GXI2YkqZzCtz7Gc855wLq/BzTkzUr1+Tbb9+l036fK5P1WvOjhdv7TTrwrCb9LpQ08fPtR0mcj9l9KFF+vxrjdbXVsxh/Tuk/6Kvn/w77KzpuL62ghJ1H3xgboTMP7t4mcxvW3i5meXdrY+bO6A/+/Dp+2W+45d+Mu8I1b9LRC9x3H+Nl7NTzt0m852PD5d5S4w+J4Zd/YfMf9g10Mz6v6qfVQJrm2S+NueRP10X+Is+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQ2XmUP0dX1HXE6kql6L12RUNwnRx16R/v0//BJ2Ey7tjWTeY5dyTKPGmDfWg2De6hZ3fo5pP4A3Ydk3POBe7Ilfnefw8zM1+arqVIHF4q83OydDXEfx87Wea3fnGJzOMG2hV4PSdUyNmsyCqZf7FplMz3bbZrLZxzrmO4Pna+BLsHqb1C1zdl/ejnhO9EykfqSpvwI7qaJfK4fZxnLdHVJ19tmijzphT9GzYk+/m3TT/9k/Vv2pVOzYt092R+f12H06WHrmuqWKvrpILm2NdPe4NeL6O36bqcD69/Suanf3SrzBNyZOxWfjbZzMJL9W9aOUz/ZjEZ+ncJqtXnREiNXs9jY+31vKZW150WNcbJvDOpHaifBzY/Nlrm5bPs9XXC4INydvdnem1POi9f5jWv62rMy3tukPlrjy8ys7hzdC1m7U9pMi+doM/vH96zK+iccy5pyVEzyy2Ll7MDHtL3rQN36d7YhO/0ffGjo37OiW/tNW/S4u1ydvMbI2Tum6Srqhpi9GcP/DlZ5wn2utUaqdeUiAq95nUmNWP0cY7bpM+h2CN2vV5Am1676/Rl7VrmV+v/IC9BxvmzY2UevNHOLrj4Fzm75hX7nuiccx0h+hy6+eLrZD75nd/NbHqgXstfPTpT5ls395V5sKikdc65iwds0a9fZe/vep2vq/3WfqnrdJc/9rzMr33qBpkfXxwv89Al9t6ybLjuN0/9r76XWPiLPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIWz0AQAAAADwEDb6AAAAAAB4iF3o55wLTm+Qw4GBuuuz6xuHzOzoRf3l7L5/2z2JzjmX8K7u3kw+S/fFl+7XHagZl9if/ffs3nI2vUUfl7wzdWd1j4dSZD7w3Fwz27u0j5wtPhYv8y/fnC7zxkz9b0NBzfq7d1li9/LuvbifnK3/qlLmg0p0V/L+m3rKPKa77lStKbI7LhuHNur3HqA7eTuTpG1BMm9O1PMN6Xb/62UJuq/62+l63QjY6efN/fzTZs+Vdpe3c85F3Wt3Ujd/1EvOdnTT10ZCuD6HjvfRny36F/u7J84okbPVUXpN+uuSG2XuLtGf/dTZW2W+5mW7MzjhbPuYO+dc4IeZMo/+UnfZH5soYxc6vkLmZbtSzSx5qu69zV6jz2fn57OdSHp8qvP2MLsP2znnun9hZ/nddJ/1SYv/kPm+pwfL/PjJ+rN9evksmTecbK9pI+PK5ezmWPv8cc65ScN0L/SxPrrLO+hee11ovUzfl8oe1dd1t2flI6Q7dJaf9bRDL8hpW+wO9spFkXK2dqr+7P0e1f3uM95fJ/PXy06VuU/cJmtOt5+DnHMuIVo/e3cmvV/V11bRLfq5q2pdnJmNOl9f97+vHirz9Gjd5145U3/2KemHZb72wEAz21Kh9zhts6tkPrd7jsxLLtCd7Jvm2O8/em2BnA3rps/fgK16TZo5RX/2t36ZIvPgGnvd2B3VQ84m29sn55xz/7r4SplP+rd+lik8J17mIV/Z94q19z0hZ8dO8fMcZuAv+gAAAAAAeAgbfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIbIENXyj7h8OmqH7YUd9Z3c392rVPYy/vTxK5skX6s70Q6VJMu+xqlXmuxMy7NmeupO66TLdLRvfrnvIW5/qIvPa2fZ8xg+6q/v4RP3ZmuPsjkfnnJt04TaZ39/le5lP7HWdmQ3IyJOzReU9ZR51XPeGdvumReZHm3VXc5jIer5YI2f3XWN3wXY2k6/dLPMf3h8r86cv+o+Z3Zx7jpytqtJ97/HDded5XITuTm4oT5d5wTG78zqmXV977577rMxvP7BY5tGH9LXbMsZeUzPC9Peu1h/dHZnnp+86oVbme2r0mhYo6rZr3suUsy2Jes0qmK67vAOL9HGtqtDn3IxpdpdzYqjuaQ47R3ekO3eLn/zEMfrhLTL/8YXxMs+45JCZBTp9gu56c4jMW7rrcyQoplnmR+bqZ6FJs3eZWUSQftYIatKf7eouP8n84XMvlnn1/fa1GVaru+jLCuNl3jRcXzuThu6R+dF6fV/MOzPEzFqe7C1n3QT9nLX3Zv3ZC96dLfOORH1OtsXZ605YkO5nr6jVa05ncuj0cJnHhTbIPPNM+7kwKkg/00Ue07/R4d32c75zzgXX6Wtz7X79zNgRZr9/Q1KonI0J12tSjp97aukrPWRe/Zz9vJCzrruczehbKvOSOP0s/nCXX2T+6Om/ynzoT9eY2eLB2+XsN/smyjy4qlHma/YMlnl6WpXM20+y1+MZT/9dzi68cJPMLfxFHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIWz0AQAAAADwEDb6AAAAAAB4CBt9AAAAAAA8JMDns3sepyx6QpZQlvrpUI0qssfr03U/5c0XrZT5Y2sXyjx5u3792m46b8yyO1D7v6K7kfffrBrXnev3rO7HPDpDd8sGiArWJtGl7ZxzkRt0H3BDuu4dTdC1uK66jz6urTH2h1ffyznnun7XLvPyJfq7h38eL/O2s3QHe5fb7HOidLLdr+6cc+36lHA7XrhVH7gTyOiv7pInSUVOkpzv+YV9/ueep7tlx444IPNt+V1l3j1V/8bjkg7L/JPVk80sZXSxnH2w70qZ37Jsicy7n5Mr8yNVdqdvYKC+uNJu0V3fRfPSZd6m67idG1st4wEp9rHb/WNfOXvXOZ/IfNmL58i8erD+7lF5dpe3c87V97HnA2t1l3dHuP5djiz5e6dZF7q/op8XAqP1cQ4Issd9JbqLu+ug4zKvadIL8Dcj35D5gt2XyLx8u73+j52eI2fza/10cb+m7y0VA/U5lrbZPu5fvv6CnB390s0y9+lHQBeqL3v3wPXLZT40tMTMbjl8lpwtfLeXzLtceFjme4vSZB4YoJ+V2srtc9YXqZ9lkjboNWfbq53neWHAP5+WB8rfc19Dd/u5K7han/uXzv1R5m+vOVnmrfH6d/K3poWG2Z/dZeuu+ZPnb5P5d9+PlHlQb/08HP95lJkVT9TndlS+Pu6Rx/V8/ek1Mr+m/3qZP71lppkNvLdMzpZPzpB5yRgZu/AS/fdxP8uC6/HWYTM7dEUPOdtlo947/vTNHX+6LvAXfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIWz0AQAAAADwENmCWnVlrRxub9Zdn+MW7TOzL3cOlbMfFOoyw9Aq/W8U7WG6zDC4UcYuOs8+NPuutvsnnXMu+WfdMVk1UHeFZ31TKfNj0+ze3dYK3Tcc3KiPy6xZ22X+fbvu7nQ+/fp9bv3NzPa/eZKcrVjSIPNhqcdkvmFUnMy7vRQr8/xH7fevL9Z9q4Me1Z+tMykr0/2vaVv1/OHT7HM0/g89u6ldd6r7wvz0kh/Oknn1Xp23TLB/56qGCDl765PXyDzmdH2O5P23t8yb4+1r74KFP8vZt/41Xua+1haZB9TrNS94v7626v9lH9fQB6vk7AMrF8s8pkWvSfF/6PtY0u4mmeePtLuS20J10XjIMd3v3pkkZOrS9LR7dPV30cmJZtamb7kuP6CLzON76nvqvF2Xybx6e7LMwyvt75b9/iA52zRNP2dFJulnncZeulu5sto+x0ZtuFLONncVPeDOucAm/dm6fqevndu3nyXz7ufYN4TCO/V66PRP5nJ/6qn/gxh9L4ko1N99ygX2jXBgVJGcXb1sksw7kwkLdsl846phMg8rttfQQF1j73IbUvR/0KNe5w36Wd2V6PX7yYUfmNmtHefI2eyl+ri0ztfPnH3/rtfjkpOjzSzAz3FN2K/XhY4lusu+eWeazD+LGSHzvi/Z73/81Ew52zS7RubxIfq7VUbr59/offqcKX8t0sxCvpWjrnzI//a8wF/0AQAAAADwEDb6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBDZMlv+0a7r90550J1jaPb9pnduR5zvu54PLo1Q7/4wDoZl2fpvsGQaN0LHREh8lK7f9I556r7ydh1+U33sx66W3cvR4RVmFnwXv2bVU7TvbabX7R/M+ecax2hO6lDanRX8qEPRTdohe7irg2w+yedc27LroEyTzgqY1d4ke7PzHzTLnPuUqdnDyzR/eydSdTucJm3xPzv50hgq56dPCZH5r9u1J3V6b/qRSt/noxdl5/tfxstX6iv245EfW1E+nRe10N/9sAWe37Vc9PkrBuu16SwtAaZBx3U3bLt+pRxVU/Yxb3dIvR7x045LvPj3/WSedkwfa/Iv0Yf9/Y2e90KPqZf219fcWfSuCVJ5u3RurM6Kce+5w56yO5Td865DW+MknlNm74vpv+q150xt+l1p/TmrmY27fVNcnblshkyrzi1UeaRu/V9MXR2qR2u1T3jwfYtzznnXPTUEpm3h8XpPC9C5sdX2vf007pvkLNLEtfL/PmyqTJfs2q8zKML9bqw5d/2s9SGGH2+Rj5ZLPPO5Odfh8i8I0MfxwGDCsys7hn9XFV9qr7xBOTqEzy60s89uZd+7rv508vNzBek15yGFP3e8RmVMq+YqPdQUecfM7OWL/VsRX/9N+JuF1bJPGhissxLKzJlXv8X+14xbsA+OTs27rDMB4XrjcJdT14h8yb91VzgW/Z/0NpHz7YN0fdQ8z3/pykAAAAAAHBCYqMPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHiI7IOKP1nXFr0/6G2Zn3PXbWaWHlMrZ/NcvMyn98yV+d7HdKXH+Ht2yXzDI2PNLEY3Ubmz7/9K5m8fnivz2DW6vu+Cv9uvv+qZmXL28EJd99SyqErmGeHNMo/+p64r6fXiATPbtWK4nK04T7931te6pqUpOVTmzX/oqp+oDXvNbO/SvnI2vY936nJa4nUtzPiz9bW1+99D/+f33rhusMzjBtrVk845F/6hPgdcqL4+fIH2v42GbdfnfsMwXZNV9WMXmWfu1+f3A0++ama35C6Rs2FlutryzlP0mnZ/22kyj9ihK8Di7rFrkHLnp8nZIL0suIaF+rglZOvz2efndw0WTa9Vw3T9UkilPu6dydKL3pN56XmxMl/+hH0O/fayriOrGqVvyu/PfVHmfzl+g8wL9+jeo77Bdk/iisMj5OzD97wh8wfvuEzmIXW6o/HYCPva6nHGETlb+WY3mc/O1LWDq27Wz2FJH+vaw4QP7YqxA8/qasAz86+See1+/d6ZW/W1W5+mr93UdXb14LFT9ZrW2KqrWjuTiRP3yHzP6/qeXrnePgfH/XOLnN1brY/zxQt+lPkPt06SeWC7fl5oFbe9CQt0ZegpC7Jl/tDr58u8Xj9OuON5qWbWdZ5dveecc75X7FnnnBv4TZXMVx3QNd+p8bo+PfQL+3fdVK+fxfftHSDz5kQZu8aT/HTitutaxLTN9r0qpE4/n74xTt8rnLvnT/9X/qIPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHgIG30AAAAAADyEjT4AAAAAAB4iyzqPZ+uuxHk/3i7z+ql232CM012DKdt1t/G6tmEy/+sDa2T+/OfzZN46ze46DGzU/z6SXZcp88rRuodx3MA8mb+cPcXM7nvpMzm7/Dz9vfNu1z2OWddWynzsWrtr3jnn3tszxsxikvRxnZB1WOZF1Vkyf/eD52V+1r1/l3nVKf3MLKhOn8/hj+vOXneqjk8kLWn6/D34r4Eyb+5lH6vo04/L2civ0mV+4yLdi7v0itNlHlirz8FH77e76q/foXtto3+Jk3nHtCqZ10/SffD35S40s9Sz8vV735ss8xfyFss8Jlaf/zOu+E3mn/U5yczidstRVz1I91137Vkq85BB+rg2/CdD5sdPtudjU3UfcMjmeJl3Jnet0ud/e6w+zuoMDDijXM4GZSfJfFmRXmDjZup1p3m77uPu94zdiZ3/1Sg5+2DofJkfnaWfhSYNOyDzpufs3uihf9cX18483VX/4aqpMk/coz/76Xd+L/Pln5xiZiEr4+VsxmlHZP78We/LfNB5uut7zLrrZR57ON7MwucXy9nwf/t5XtCnzAnl19zeMk/Up4hrjbLvLS0dcgvjjvzUXebVE8Jl7ru1WuYR7+v7Zs0kex/hz7KHz5N5ay893xGiD2z/1+rNrHxpiJxN3VQo87BAfU/u8099Xwx8rVHmpWKL1W2tPuZHTtPHJWlbkMx9w/W68ODwL2R+e9RZZjZ/4GY5e+kHf5X5gTv//H/nL/oAAAAAAHgIG30AAAAAADyEjT4AAAAAAB7CRh8AAAAAAA9how8AAAAAgIew0QcAAAAAwEPY6AMAAAAA4CEBPp/dKXjSVctk4WDZZN2nHRbdbIc5MXq2QsYu8/TDMm9Z2kXmx28Un80513jY/ny+5BY5Gx2rOyCb9sTLPLhfrczbWu2ex1HdCuTspgM9ZR6VHSbzpFOKZF6wWx93JX2D7res7Kv7LRv76980IEj3awbn607VcTOyzWxzoe5rbcuLlnnu32/VReQnkMF3PC1/qORTjsr5gfF2h/BPK3XndMAo3WvblK/XlZBMuzvWOed6pei+7v8bDU+I8lfnXE033QlcNVifvxEZdjdteKheq+d2zZH5exsnyLxXX91DXv2B/u5Nyfbp3/1DvaYdeTpW5oHr42Re21d3/s4dvUvmZc1RZrZ5t+6QDi/Sv/m++27pNOtC34f180LoYH3tNjaIe0+RXpvb4/RvGLNX90LXDdP3jmWTPpL57VvPlLkS/ZN9/jjnXEO6PgVSxx+T+dE9aWaW0r9MzlbsSJF5axe9rkTkhco8arx+/8CPksysZIr+zbv3KJV50dZ0mZ8xZ6PM2zr038m++my8mY2av0fObl89SOY5D3aedWHWlIfkunDBf9bI+Yd3zDGzQen2s4RzzuV/oMvm67rJ2MXm6rzyZN2pHr4nwszCKvXzrp8qehdyZonMS7P1tTtg9BEz23NEXxtnDd0u898eGCvziOP6uBVN87MmZrabWeIufV22h+pLp83+yf5PHqnz4AadN2TYz3EB7fqzxRzS+c7n/3xd4C/6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhssS3bVGlHA5t0h2pvv12d3i3ybob+WCe7mNPP1X3r9ad66cg0+ne3MTddl9hQxfd6RtzUB+X1kG6C7HpqO5cXzbvXTP7V/YCORscpss567vrXuf2XzJk3tG9ReY9P7S7QzvC9L87hdYE6ffOEz3MzrnuD2+S+f43hsm87LJUM3tw1Rdy9pFvLpR5Z5IwU/c2F27T58jRDjsP9tMOHBWuz6+YrXq+qiZG5kd26Dz2kN2BWj5Mf/jeP+2UecWSETKPLNTn/5BR9u+y85sBcvaDg5NkHn/Az7V5u75XZK3W623rpfa1Wzk+U85e3Pd7mb/t052+6R/r33znD8NlHl5hr6krXn9ezl6fc4HMOxNfb10g3NSo74th4tqO3abX9opB+r5Vn2Vft/9v3PbFRTJvj7N7nQNr9XUbVq37tJtPqZF58Wb9rNSRbH+2oUl6Ld/QXx/3M3ply/zr7RNlnhihz5mjGclmFtigj2vpT/o+FFkrY/fFgaEyb67Sz4Gx4qtt2NZfzkaP1etpZ5J7tj5O/37xbJkHxdvZcXWQnXMR5fq6b+yiz6Gm+dUyD8jT946shzeYWflVE+RsfZZ+nkh9IUm/d7t93Tvn3LWn/2hmBan6tV9YvkjmmYX64grIzpV5w/n62hv4lL1uHTk3S87OWLxZ5j8W9JV5+LfxMq/P0ut5cKZ9zqYn6LU+5L8JMrfwF30AAAAAADyEjT4AAAAAAB7CRh8AAAAAAA9how8AAAAAgIew0QcAAAAAwEPY6AMAAAAA4CFs9AEAAAAA8BBZPts3qVQO19yk+1tLRH1xUni9nC3bEaLf+6xRMq+Y3yjzuNWxen6I6HuPa5WzHcG6LzhubIl+710pMn90qd3pWzdGjrqwSv1vOyG67tpdduHXMl/+3myZBzXbv8vR6fq4XbzwB5mvfO5kmR96b5DMA47p97/jqxVmdunaq+VswoIKmXcmrR36HEoeps/v4v32+X3yzB1y9ocfRsi8fZbdxe2cc3GbdC/0qEt2yfzH/f3MLCJH9wUX/nWEzBuG6jWro1V3/kYE2etS/xm6t3Zndnf92uUydnuf0b3QkWX6uzXcHWlmiZt1n/Cbn8+SeUsPvaiFJejXb52tu23Tk+3z/ZJtl8vZkelHZd6ZfDHhJZkv2nitzIN+jTOz9lDdTXzNGfq+9NJqfV/6dPoLMj999U0yD4xoM7Mxg/S1l/uHvnb6JpfJfGeKfe0459w9U1eZ2aFm/azReDxa5qu3TJR5W5r+3Q4UpMnc190+rhFF8vHVtUXq9/YF6us+Yp3uSG/pqzvab1/ykZk99e9z5OzEcXky70wGjjwi871p+hxI/8S+Z5cP0/fckCx9z2xO0l3zyWH6eWLqtB0y//6hCWaWPsbugnfOuaqd6TIfft92mRc2xMv84bsuM7Oimfq4JE7Ra1LDfv3ehdcPlHnQcf2M2Z5kX5tRx/R1v2rbCJkP7lco8wOZ9n3KOecC9KFzn4x71czO+OxmOdvtX/qcsfAXfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIbKfZPOu3nI48EL97wRh3WrNrK5V11zVT6mTedsWXfsSviVK5mWTdW1GSIld75f8k67+K5/bIPP2FbrSpvuFut6hx8l2Vdvmd4fL2cA2XT0RsahY5iF+uiPCy/XrH55v16GEl+u6mzUPTZd5aIB+7+Cd+pw5a/F6mV//0nX2ayfp964s1+/tJWFBfqpZdtm/8w8pumoqabc+zu4PfW22nKt74n5eP0TmGb/Z7x+dWy1nS8foSs/or/SaWDFIXx8bo3uYWUeePv8GvVIk85ylSTKf3u+AzH/5RR/XrsOOm1njRl3jGq3bm1z7cL0eVw3V54y+kzi3ryzVzEJ+1lU8G8fqSk833s+bn0D2tdrHwTnnrhyyQeYbM3qZWVqErjh8/cM5MvcN0ufAmZ/cIvPQBn3tBR6PMLMdoZlyNr5Vr2nZG+3j8n9eQK+3Hy6Za2ZVf9c1x75w/doNvXTF3NPTP5D5rRt1zdwjMz8xs7u+0bNZ/fzUvG7S60ptTz/PE/X6nNjV0NXM2iL17JZSe7azKa7TNYUZSfq+eWy8/Tud2Xu3nF3ROFLmve2mM+ecc/lzkmWed3++zKOusLPIJyrl7Bk/6BvbN/kDZJ7wqr7nH5tjn99hxbq6MmCLfh4oPl+vK6Mzda1s9n79HDj0tT1mtuu6oXK2Yo7etzYt1bWGrWfpNc+fRd/eYGYxhfqzHY7Te0cLf9EHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHgIG30AAAAAADyEjT4AAAAAAB7CRh8AAAAAAA+RZYkDn6+SwyUTdZdixwG7P/Nguu7W9OlKadc8uk7mlw36XeYfvDNT5vU97P7Y+AONcvb8O9bJfPlv82Re/kmWzI8m2x2rzb11x2Okn57G9Ov0/MuPTpG5r5uMXVCz3R8bO9Pu0nbOueI/0mSeqCtV3Xt/eVrmVy+9WeZn3vKzmb3z82Q52+3TIJm7S3V8Iomdmyvz+rPGyby5l30O3Dziezn7XPB0mSet0K3ndbsTZZ42qljm1cV2p29Vb92Z7hur+4IjPtC9t87p7uU5vXPMbHX+aDmb8J7+bFmP62tv5xUZMneBupP6aLb9+tGx+nuH1OnXDvs4XuZfPrRM5os2Xivze0etNrOngmbJWZeboPNO5IXLz5Z5QLv+nSoGRZpZxyWH5OypZ2yS+dovx8i8y/hjMl+YsUvmb7wzx8yaGkPkbPJVui+75IjudU5LqZF5691tZla5S3fJR5fo54Uuswtkfsu682SesEUfm5e7TDOziCJ9Tw36Unegp0bqZ50HnnhN5jc/s0TmY6PyzKzfVfpZ55XHzpC5s0+3E07ig+Eyr+6j78khPe31f83hQXI26Xv93rnn6XMgPK1W5vteHiLzob3sdauyeICc/fo9fX43J+r1NH++/m6+UDtfMFmvp6v/O0Hmff5RJfPZX2XLfEt6H5l/njPCzIIW6N88bJd+nigfKGP38hy9Ltx7YKHMT8+y7yWvRep9RHCB/m4W/qIPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHgIG30AAAAAADyEjT4AAAAAAB4S4PPZXYzL90+QRY1P79MdwSmPhZlZfabuA4zfqvus91+ju2Xb/XSkjh11QOZbNvQ3s8BWOeqCmnRPY+Bw3VndnBcr84MXvmRmIx+8Ts5OunyrzNe/fZLMQ+p1d2fZ6HaZx+0NNrPGSXVy1h3UHem93yuXee69+pxLidPv3/i53fXdlKh/856zdQ/0mqnP6hc4gYz7+g55EsQ8GCPnm5JDzazgNH1+9XnX7oR2zrlxz2yR+UdrdU/p0IkHZb67yF534r7R52dzvP6JOyb7WReadOd0W5N9bfXqViJn8wpSZH7q4D0y3/HcCJlfdMcamb/3yFwzG3XTDjn7/dqRMu/9hO7szVnWT+ZBkfqc67fUXjcOP6TXnJZm/ZvmnX9Xp1kXbtx+vrx4d96tf6faTPv8Td6l1+bKgdEyj79U971nRVXJ/Pei7jJv3m/fs9tS9QOD32szP1XmY/rpe8vSrFVmds7zt8nZuoEtMh/Yq0jmxR/q43bFTatl/mLOVDPz95wUpx/xXJdV+rjlXdNL5gFDanS+1f58rcP1+Ry2VZ/P2Y/d0mnWhV7LnpLrQvw+/VXCqu3xotl6bR74eJXMI1/X+ag4vW6cH6efp8/54wozKzsaJ2fvnfaFzJ/cc4rMG+rs/ZdzzmWlVZpZh0//Jg1f2M/CzjlXOVTvA4Ia9d+Yn1/0psyfXWB31e+/KknOBrbo79b1O73mtf9D7zMKy+JlnvGR/fxbNFUfl2UL35b56b13/umX4y/6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhAT6f3VE56ewnZf/lkkdWyBd/b6rdyV68qLecbY3WXYcBum7bNYxpkHnw3kiZd19ld1rv+2uEnu1aJvOC7C4y74jSHZRJv9t9w5VD9IEJ0C/t4nP0cY85T/fm1nySIfOK8aJTuEn/u1Pqb0Eyr8vUn338ol0yz106UL9+ln3c+1y2T84Oizkq83uGrO40vbizR/xTnmSFS/XvmPSa3TdfPlj3itcNatav/avdUeqccwOuyJH50fv7yjy4zj5/j03Sa8qQhXtl/nuO7m1O+9E+/5xzrniG3SkcmauPS1iFXjdq9UdzbfG6zzgoSudJX9t986XjOuRs3wH62jpQoDt/1578rMxnr7lF5oHR9jkxqU+unA0L1Avyf8Ys7zTrwpRFT8iT6OFnXpbzF6+/yszCDtrnh3PO9Z+pj3NBje6srijVnexhBfr6Cam1s+YkfW29fu5LMr985RKZZ/yiX78+zV6Pqyc3ydmgYH1+dvlA/y6Fp+jTN6hB3ytGTtxvZv66vg+9q9fyqv76uI0ZZ7+3c85ty+8qc3fIvh+EDqiRo/UV+hnzyBX/6DTrwuxh+nlh7y3Rcj7tB/u+1xGiD8PI63bI/Ns9g2Teu2uJzAvW63OgOcvuZA8u088615/2lcyfXzNX5jH9KmUevDLBzELPLZazk9PyZP79ixNkXtVPxq7nF40yP/3V780svzlJzv7wnP5sdVn6nHrlshdl/tfnr5N542h7b3rR4E1y9rTYHTIf0/3In354/qIPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHgIG30AAAAAADyEjT4AAAAAAB4ii5kL5+kO1TcKJsk879EUMwuPrpOzvhzdrRky1O65d865tHdjZN4SoztUD9xq9+Z2XaH/feTI3FSZB6XqLvDQQ7qbtnqm3TH5+OjP5Owzh2bKvCBRd1BW7EmXuRumO69Tfra7Q6vm1svZxF26i7tynu4ZPyUhW+b5tX1knnVRvpmV3d1Dzn40YoDM71km4xPKkYWJMh+VtkfmBxPsY9Flo90x6pxzuUP0tRegTz+3v9Jek5xzrupSu/fWOd3d3N6gZzdt1b3O0flBMk+86rDMi3MzzCxorO7Urd8dL/OgHnq9jlqv19uafvp3S7/S7uUdEaE7p9etGSnzmCoZu4WRuqc861vdq1t6nr0uldzQTc7Wd4uSuVuh4xNJwWx9nL6rHSLz0MNhZnbZ4m/l7Mu/T5P53OG7ZV4Sr583Gh6Ll/mpn20xs+d3TpezV314rcx9GXpdKZqi+7jDKuzf5elxH8nZB/fP1+89WZ+/qRv1c1aP6/bJ/ODy/mZ2wU1fy9my/J4yr+2unxeqmnWXffAe/d3PPfsnM/vszelyNqCXfvbuTA6dY/e1O+fcM1PfkvnNdZeYmS9MH6dvcwbKPKjYfs53zrljOV1lnpatn0kDJpSZ2dEy/Sz93NdzZJ6kH2dd+DC9zyhPt9eFqSmH5WxckO65D6nX133yThm7lMeOyPy5FaeZ2QsXvipnvw2bIPOmLvo3XV9nr0nOORfUJGMX84u9riyvmSxn326cKvNDN/35/85f9AEAAAAA8BA2+gAAAAAAeAgbfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQwJ8Prvv8KLfr5RliL//MFi+eNwBO2vTVfGuepIuI4yN1T2OVUdjZd5lvf43jrpMOw+p1R2RzQm6TzhjVoHMq97LknlQs/3+dV319wqr1J89ZFGpzAPeTZZ56Xzd3Zm01v7hIy4+JmfLv7F7wp1zLtBP9WzLxFqZJ8bUy7xkV5qZhfbWXd9NBbpn/NCNf9MnzQnkw4Oj5Un00pHpcr5wm/07RhTrwxBZ0iHztnA9XzFMz0ce1V32Tan2fHuc7l/t9b6+9o6Ps3vEnXOu+yf6+th3vX1+xu3Xx6W6v/5sUT2qdf5RnMxbo/X7q7xpfJ2czXpF94jnX6UXhrYq3aUcXKvPCZ9YciP7VsnZqDDdkf777Ec7zbrQ4+1H5UkUnqvP79Hz7K773W/pZ40G0QntnHNRR/X5XTFCnyPRebpzvctc+55e9rnu4q6fpO875w/aIvOvn5gi8/J59rOUr0g/iE2ZrMu6Y4L1c9qvr46WeU0fGbuOUPt327v4BTnb//PrZO6L1L95/Da9LjTrJc8Fja4ys/Zt8XK2z6w8ma+e8lynWRdu2X6uvPjWPT9OzpefZN9zA9r0YUj7Tcauyc+zekMXnfsC9boSPMh+Lkx5I1LOFo/R97WmVP28MeiRIpnn3GbvM/p8qPdXAQ+Wy7y+VV87x7NTZZ64Sx/3sFr7nKi6WD/n15VGyTwmVT9vNO6Nl3lInf7sAWLZiSjT51NEuX5+/XXFbX/65vxFHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIWz0AQAAAADwEDb6AAAAAAB4iOyMKbsqXQ5HTtM1AmVj7B6Ba6d9J2ffXj5b5oHTdCVNQIf+bFV99b9xhFbZWX2mHHWTT9kl89LmaJmHrDoo85yHe5jZmaM2ydldVfrDl9Xp6oka3Zbj4tfpup6eS/aZ2YEKXd1X31VXS4RV6t80bqWf75ahK/CCxXjIz7prJ+Vgq8zdjTo+kTz4yoUyb07wU9VWYl+bw863K7acc27L6iEyD6uUsfv33HdkftMP+rsFNtpVawHNuoat/2M7ZV737EiZH31SX1sx39vnf3O8HHXdBusqnl4xuk7n55P0+T9xkq7p6hlpv/67u8bK2WOTdG3blqlPyXzMu7fKPKT6f2+yamzQny3zwnz9Arop6IQSt1l/16rBug5qxyf2tf3Xm1bK2ce+WijzwIUVMu8VrmviWr7Vz0J9Y+1a2oZiXQs7qc9emb+/dqrMO2brzx7+h13j5a/qN6fCrux0zrmWNr3m9bvUvt8751xpo34WqlhpV4ANeuevcjZjRLHMG1p0fVl0oV7TQmv0dy9Nt58nokZVydmmu7rI3P2i4xPJt++Pl3nwGfreEr45ycwmzNfP2j8G6VrO1N5lMq8u18+EKWv1mtc8zN4D1XTVlZ3x4/T5G/KKfVycc27P/fraTVpv39fq79U3nrKNujK0rbtek3xJ+nk4LldXXx6dZq9pbU36uo7fpfOqEXqfkL5dP99GluiK8byz7fePmqzvUzG3ydjEX/QBAAAAAPAQNvoAAAAAAHgIG30AAAAAADyEjT4AAAAAAB7CRh8AAAAAAA9how8AAAAAgIew0QcAAAAAwENkkWPH/kNyuPaKBJn3f7XGzN5InShn21J0V2Hiq/Eydxn63zAS9zbKvHh0hJmljNH9lttLdFd9wJeJMm94sU7m/ZPszuu9i3Tfb9ki3X+ZuVj/5u29dKd06nL9u+0P6G9mlSN1z3J4uf5N37zsOZm/VjJN5jtKdd9xUliLmQUE6O9dsFP/Lp1JdGGHzBtT9TnSKK7ttg7dTZw2/ajMaz/Sv+FN310k86A6/f7LTn/LzN4v0X3BX20fKvOoDH3cUqIaZF41SxzXplA5W7FGr1m+ufqzRZToazP/fvu6d865DRfbvbq+Sv3Zm9J05+6VhxbIPGaw7nFubdfnxBV9N5rZO8/OlbNHlwyXeWeS/n6OzGvvGiDzxlT7/F1bqvuwT5+2SebffKCvzbI++t4T3UefAxlhVWa2doocdfXvnCTz9v76/I6ItO9LzjmXMcvuCq983+6pd865iuF6rV+7aJnMF7yji59bMnSfds/94rt16HUh6Ndkmfuusp9PnXPunifflPkTR+bIPPA/9ppae7ZeT2u7h8u8M8lYpzvZD2TqfUTS+FIz+/XrYXI2a/wxmbe+pbvmp96YLfOf6gbKPOEr+7slnK2fZWre0/fkylEydt0zS2ReMLiLmfW5L1rONvm5bT1+/tsyv/bjq2V+ZJ5+/UCxbLS3/9/9/bpLZqXM45fovWNpvT5213Tfbmavr5klZ8P76XuBhb/oAwAAAADgIWz0AQAAAADwEDb6AAAAAAB4CBt9AAAAAAA8hI0+AAAAAAAewkYfAAAAAAAPYaMPAAAAAICHBKvw+LWj5XDmT7p7tq5XrJm15+p/Y2hL0q/dEqN7bWOP6PmC63U+JH2/mR2pTpSzTS0hMm+ZpnsYgzp0x2rg1XZ/bN2IFDmbtkl3mrZu1fPNp0XJfO91uuex61o7v3zyN3L2q3N0F/JVzTfIPPaw7gSOatZ52SX1Zta83z7XnXNO/6KdS9lI/W1ic/V85aRmO7tW99oGJUbKPDpCX9cxBXZXt3POHT5HnwN/+/RSM3tt8StytrxJXzsHO9JlPjW+WOZb3htpZpOX/CFnN23WfcTl32bIPOvbKpnnz42XeWCgfU64JN0TPrrHEZlHBOmu7orCeJn3/FSvac+ceaqZjbtkn5z9PaeXzDuTA3cOkHlHpL62Io7a9/Qdu/RxOvZrb5kn1ehzIN7P88ixs/U9+/Mj9vXji9FrUmiNfu+wUv2sE5ih1zTfA/Y9vfJ0Pdvta/2b3fD+tTKP1TXjbtxsvS6tDbdfYFH/bXJ2zSr9vBDcoY/7NT/ba71zzmWu0b/LpQ+sMrMn1i6Qsx29vfM3uKMnx8g8fYNeX0PX2M9WcU0NcrbQzz21e061zLNfGiLzED/nd9Ms+3n70qwNcvb+U06TefhO/Sx0JDdV5gMfPmBmOQ/o9TS0TMbuqTmLZN6nRj8k5jzcTeYBwfa6dN7grXL2rElbZH7eJzfJvMXP823aSv0fXLllh5m9mjlZzt677G395u7vf/q/emc1AQAAAAAAbPQBAAAAAPASNvoAAAAAAHgIG30AAAAAADyEjT4AAAAAAB7CRh8AAAAAAA9how8AAAAAgIcE+Hx2j2rfR5bJktVeH1fJFy+Yk2BmqVtFb7Jz7tDZuqM0KFZ3K7fX6i77gGb9bxy+UPurJ+zQn63b+Xky/2NrT5lffcr3Mv/x8nFmtv/GUDkbHKo7fdtagmWe8GuYzFvidMd60m67z7hklP7NGrvrLuSog3q+7SS709Q551oLdc95iqjtLZ6iu2AjCvVn27v0Fn3gTiCPZM+T68J3JbpPu+GVTDNrTNKHYcGSdTJ/Z73uIU3/ScZu1j3rZf7fV6aZWWit7qSOvaxQ5o0v6q761ki9ZpVMs6+Prl3L5WztF7pvuCVexq45Ufdth9Tqz560275+Qqv1mjXtqY0yf2/PGJkH5Oo+4pZU/f7hR+1rO6xSjrrqEfo+duSyf3SadWHQyvvkBRCxyu7Dds65uu72V03M1uvryNt3yLysRa/tu9bqNauxl35eCS6x77txB+WoG3B5jsw3/azLumfN2i7zneX2ulKyM03OJgzRhdnndded1Z//8xSZF4/V60J0vp01J+hL4/Er3pD5X7+5ROaDBxXIvOjDHjJPPcf+8Pv22/dA55zr/7ruh/9m072dZl14cs9suS74O0fq0+xzpDFVH4bu04/IfH92lsyjD+ln/bjDel0qXtxkZn3+WSNnD5+n78nJU47JfFzKYZmvWTHBzF648mU5+3OdXi/f2jFe5r4WfVz7vKvvuXl/sbPkr8P1e/v583bpJP3ersPPpRein4WWTlppZq/88yw5WzJGf/jc22790w/HX/QBAAAAAPAQNvoAAAAAAHgIG30AAAAAADyEjT4AAAAAAB7CRh8AAAAAAA9how8AAAAAgIew0QcAAAAAwEMCfD674nLqaY/L/svqa3Qvef2eBDMLatZdhHEHdRdh8lW6HzN7b1eZD3xGFxwffsDui+/YEyNnA1v1d2tK0d2bydv0v7+ENNg/S8UAPRtWJWOXtqlO5r4g/fo1d+v58j9SzCxpaKmcde8ny7g53s9xq9M951W6GtSFldu/a/g03Tcc/H6izH9/92+dphd32E1PywO5/h/L5PxJb95iZncu/lTOLt24QOYRufZ165xzgaOqZZ78mu5Uf+rFF8zs4v/cLGcji/X51zK/SuZ1BbqHPCDe7mR/aOxKOXvPltNl3lFl94Q755wvSH+3FbOfl/k/T7vYzJoy9XrrOvxc1330Z6+aqDvS+2UVyzy/wr7Pjc4UReDOud8O95T5wXPv6TTrwqA79bpw2+Ur5HxVu33tvfrhPDnbEqvPgZAe+r7U3qbvHa1NwTKfNWivmf384zA5G31Yxi72TN2X3fCe7ttWvdBdulbI2dpG3Und9keczJvTdCf1gtHbZf7b86PNrKaXHHVBjfrS6fqt7jGvWKrXhet6/yzzTbX2B7wwaYOcveTXK2V+6MK7Os26cNJVy+TF+bd/fCjn71p7rpkNGq73AYWf6fU1ZVuDzA9eHCLzHp/pdef8f68xs43VveXs718OlXn8fr1HaonWp0hLnJ1nrNPXxtGT9bNIXJ7e49z52Fsy/6lmoMy/K+hvZmGfxMvZxN9LZF6wqIvMm0+ql3lbSYTMuw+y1/PzszbL2bf+pZ9/N35025/+qPxFHwAAAAAAD2GjDwAAAACAh7DRBwAAAADAQ9joAwAAAADgIWz0AQAAAADwEDb6AAAAAAB4CBt9AAAAAAA8JMDns3sgR355tyyJrDimO1QDWu1/R4g6FCRnw6p0P2XDnFqZB27WPY/BjTJ2IbX2+6ddeljOFtXo927+LUnmjZm6gzJxm31cyyfbXdrOOdenm+6QbHglU+an3r1O5utunSBz1WldOUn31oaE6U7elkrd+RtepLuQkyYel3nlOrtfsylFd5r66/Q9eMetnaYXt/+n98uLM3C77j0/acFuM8su0x2mHWuTZV49SF87URl63Whs9NMX32H/TInf6/PvgbvfkPl9+3VHalmlPq6+4jAzSx+kr/uS7Wkyb03U115Ai/4345RNOq8aYGf7Ln9Jzvb7+VKZx31r97M751yHrkp2Den60kyZYPfi1n+mz+fBl2XL/N1x/+k068KynFPkujAq4rCcv3zD5Wbm79qq0ZXUrj1cP08EZuoHgrDtUTIPn1pmZhVVenZqn4My//Ww7gIP8HOGzOy138x+WDNKzl5yxvcy/+y5GTJPvUD3nDc9lC7z4jH2mjZ4/j45mxFRLfOca3VX9/7LdB/2rJP0tRsrHjJ3/m2EnG2/u1zmP898stOsCz8c6i8vvnanv8qWhl5mtuLISP3mn+ln7Xo/a3vPN/JkXj6zh8yvu2eFmT388WI5GzjIz7NKhT4/M77Te6zKfvY9ObxMr5fL73ha5ou+vUHmIdF6n9L3Fv0sXjrHPif6XZ0jZ/OeFQ8bzrlj0/WzfEilPq43LFwj86HhBWZ29eaL5GxHgb6X5P3tz/cR/EUfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHiIrNcbffky2bEw7abf5It//sM4Mwur0P/GkLTHT52TbtFyDcm6AkHVOTnnXOZIuzLJ91yqnK1L1++dfK5dr+CccxWNug6qscXug6ov0fULKb/pz1Y20k8Nkf5Z3MwpO2W++Xg3M6vdmyhnh47XNUQHV/aV+fQLNss8NrhJ5p/ss6tcoiP1bMxLuopy3erbO01dzrS5j8mT5PJnVsr5x5efY2Y+P0fBpxsS/Ro9z672c865zYXdZR75XbSZ1egWLOcL0deW66LrJd0xu2rKOefao+1amLRuFXK2/ie9pgVOrJR5x/oEmTcn6u+eOKLUzF4d9K6cLWrT19YNK66QeWSxPulSNzfIvPmfdo1XQaGudwqs1Sf0oRv/1mnWhf73PS1/5KmnbZfzu54ebmaNKfp5IeqYfiDouMKuv3POuehQXfdUUB4v84Bsu/oyZaL9LOGcc4HP6MrQ6NsLZb53q16zYg7Zx+6a676Qs8++v0jmj166XOYvT54s85x7e8i8/4CjZtYnRv+mvxfr41KZo69Nl6Hv6V0+11WslX3tZ632CL0eBjfoy37Pw7d0mnVh7No75ZedkW7XPzrn3Adbx5rZgOfq5awvWK8bpaN1FXb4GcUyLy7X954OUTEeWK57XQNa9U8cXajzaZdvkvnB2hQzO/BrDznb+y1d11t5kv3azjkXXqE3EsVj9bXVY8ZhM9u3w95jOOdc/xH5Mi/4sofMxy/We5wfNg6VuRLRTVcqNhToiuXDN/z58wJ/0QcAAAAAwEPY6AMAAAAA4CFs9AEAAAAA8BA2+gAAAAAAeAgbfQAAAAAAPISNPgAAAAAAHsJGHwAAAAAAD5ElvgF2LbNzzrkVm8bIPCDUrs/s0DWJrjVC/xtE8Vzde9sz47jMK7dnyry6MdzMOnrr7uPQGt2R2tim+zPLjuluzsg8e37As7rj8Zk938h89tc3yzxui/7uR97vJfO6xXZvaXi57gU9sKqvzBu66RN23Vv6fB1w3l6Zj+t22My2fzpEzhac3yjzzqSyv75479+6QOaph+zf6fhkP33rO/S6cOmta2T+8l7d6xwQoN9/1BW7zOy77IFyNqxAH7dW/dZu6uRsmf++yu5vjXk3Ws6WXae74lPC9HpbmqY/fICuOXeT0vLM7MHC+XI2Z2V/mZ954QaZr8geKfPHrv9A5re9fqWZhUXIURdao/POJLBV57HBupe8PsO+ttv9PC+UjtLrQqi4nzvn3PEjulM9NEF/9r3XvGhmvVZcI2eDLmqWue9oF5lH9NInUduxeDP75IY5crb5NH1PfSxXzw/4QvdtN96n140B4+we8y+/1/fzpJ36tb9++AmZ3124UObjl9prlnPOPbt5ppmF+LkXTDhDP8d1JiWH9LX10f6JMk/YZz8XVj6iF52SA8kyj+leJfN+8aUyL85O1fMjC8zsgvG/y9kXHl4s88p5dTJfm6ufR1yO3cmeuE9f95XP6Jeua9JrUthrUTJPnKT3bwd/625mvky9nrbPOCbz+rf0ehsbrJ/lU/v7OWeK480s+bVIOdsa7ech8YY//5/5iz4AAAAAAB7CRh8AAAAAAA9how8AAAAAgIew0QcAAAAAwEPY6AMAAAAA4CFs9AEAAAAA8BA2+gAAAAAAeEiAz+enlw8AAAAAAHQa/EUfAAAAAAAPYaMPAAAAAICHsNEHAAAAAMBD2OgDAAAAAOAhbPQBAAAAAPAQNvoAAAAAAHjI/wODzTxcu0zAhAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/oAAADoCAYAAABfEJ+sAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAYaElEQVR4nO3df6yfVX0H8Oe2FxFBETDCxo9RW9qu4gBHVIIxalbRKeoEboeSzYi4Cmk6qGZzyVyQbW5DYIS1NGyZzv1Re2uWDSSTdYNoopMfgQQr9CfVgBFUBFSGWnrv/mKZxudzyvfc0/N8z329/uTTc57n+3zPc57nc78J74nZ2dkOAAAAaMOC2icAAAAAzB2NPgAAADREow8AAAAN0egDAABAQzT6AAAA0JDJqLjo+mvC/yX/ksu/NvKBd1/3urCemjs1PqXk/Llz54zP+U7mQu5ny5k7pfT3kjP33rXrJkae/CBbueCCrKiOkuu39hoZVzX3rJQhn1tp82lfyFFy786dv/T6HPL7Qun9OEfpNZOjpfeF3D6i5LOjptrvKjX7t1w5e1rp533NNbd1Zssv3Rf8og8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQzT6AAAA0JDJWgcunXU4ztmcNTMqa+cR56iZnznkLO6DLeda5K6/mvvKON87pY3zvVk1i3ltvUM/XzX39lwtn3vJvOyUcb7va76HJeceo30hV9X9t6DS7wNDvvdyz23Ia2KI5+4XfQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhkxGxZI5j7WzZWseu2aedukc8pLZneN8bklycbuuS38Hud/xkPe0kus399xq7lm5ambuDjFTt5SS+3Pp9ZN77jWfHTX3hZYN+V2mJUO+juO8p43zMzdn/NDvnRrn5xd9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABoSxuuVjLIqHYVWMzam9Lm3Gj1RO3Kx5PGHfN3HSe2Yt5L33pCjfGrGGNV+Vgw5/mlIWr7OJe/73HMb8rtQyc9WM0o1d/6W7vuUIb/Lz6f9+RfV3NPGuT+rOX/yuvXEdPtFHwAAABqi0QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIZNRsWQO6dDzK6Pjf/ScW8Kx+xN/P7nspRvD+uJudVjfs6p//Ovvf084dnb3bFif2DcR1mtmzefm5pbM/qy9Xpkb45yNXPL4F+/cG9b/6a0nh/VnH/pmWK/5rCiZ/157TRxMNfODS36HB1KvqeaeVft7KXnsXDl7WlJPXvYQldyfS/Yoc6Hmnjf5dPwun3Nuyz6xI6zv+PiykefONfTeMqePGPXc/aIPAAAADdHoAwAAQEM0+gAAANAQjT4AAAA0RKMPAAAADdHoAwAAQEM0+gAAANCQyahYOmO11NgDkfpshz3a/zeQq287N+vY12aN7rrFm1f31rZPrQ/HLnhVnK05082G9eXdZfH8P4vn7xLzR3JzcUuvKfKVzsWtmbGa+9lK5mU/MHXDyHN3Xdd9bM1xYX3J5d/Mmj+eu26Wck4ubvLcxygvO2XI+cYlnw2pz3XC7TNh/ZE3x7/H7HvLmWH9W2/rf81b+Ez8vD7kR6nneSx1XZ+49ZR4gp39pdp7fc7xa2d5D0nN97LcNZIzfpzfR3d8fFnW+Jq9Ze7cuVn30fzZn6vnfcEv+gAAANAQjT4AAAA0RKMPAAAADdHoAwAAQEM0+gAAANAQjT4AAAA0RKMPAAAADekPWK2sdM5oTlbign1xtuziLT8O67vee3hYz7F8Os65/+g5t4T1S458OOv42y9aH9bftO283toRlx8Sjt1xydEjndNcyVmTLeVll7w3S9/3NfNba+5pM4fFWd0rpteE9QembhjpnJ6T89mzs+gTauYZy9OeG7UzqZ8+77W9tVNOi5+pnz1/Oqy/fGH8vvCd8+L3jV+ZPKK3tnjz6nDsN37/78L6q854f1g/7NB9Yf2+Mz4X1hfv7D+/k774bDi2ZAZ6rprHPthy782SWfQ1ny25x07VJ37zlWF910Uv7q3tWbUxHJvaN1KGfO+Vnr9oH9HDL/oAAADQEI0+AAAANESjDwAAAA3R6AMAAEBDNPoAAADQEI0+AAAANESjDwAAAA2ZLDl5Tv5l6ZzFkvmZuwrnt+ac29XXnRvWP3/zz8L6FetvDetLpy8N6zunNvSPvSQemzLkTFQOTO1c3HHOb43PfSZr7hXTa7LG53z2Ie/1KfMpLzsl57PWvk4v2RX/JvLDU/rvrz3L42dm1x0eVlOZ1anM6xyHTCwM69tf/8/Fjt118Wd70xc/GI4tvd+mFM3LXjvy1PPKkNfAkJ8NqT2ntCFfm5r926if2y/6AAAA0BCNPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAANmcwZXDKjsnT2cWr+nPzLccxZfM7ed74grN+84piwftgfxX87Wjp96fM+p/+b+9F47meOy8sKr5m33ZKSGailv4Oa+a0l942dG18z0jnNlSHveTW/0/mUl11zX8hdf6nxUd57KpM6Gnsg9dT8q1duDes5cj9bzvzL7tkZjt2fdeSyayrn/bM1Nd+7Sl/nnDVQ8thd13Xdf53QW9p9f3/tYGh5TdTgF30AAABoiEYfAAAAGqLRBwAAgIZo9AEAAKAhGn0AAABoiEYfAAAAGpIVr1czlqjm/EOOYSsdO5g8/m/vCetfv3dRb2371Ppw7Ltf+86wvn3diWG9xdiMGkqu79y5S8fj5cTllP5skQWH74v/wTOHhuU7z78mrL/vgg+H9d2rXhTXM+JMc5VcE6WPPSRDvo6l11AqZq7m3Bu3ruytTRz7k6y5c6U+27IrH+yt7X/yqbk+nZ/T0r05ZDnP7JpR1gcyf83nWkoUoZeKxfzxTLxvvOMP1ox0Ts8Z5x4qpWR0e18cr1/0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaMpkzuGT+ZUrNfMzq+ZcDzpzeuWRDWF94Sv/flu766Uw49tlHvh3Wl1we10uumdprohW1s4vHeU976n3B+O/Hx35g6oawfsHu88L67lUvCuu5ecc5Sue718jFbVHJ61hzXznjzN1hPZUln8q0To2P7H7jZ7LmTp3bUzPPhPXjvjob1vc/+VRvrfazIiXn/OwLB6b2Gii575R+bkVy9pSu67qjj50I6w8XfBeved1y5y+1nv2iDwAAAA3R6AMAAEBDNPoAAADQEI0+AAAANESjDwAAAA3R6AMAAEBDNPoAAADQkMmcwSUzIktnUqfUyDo8UNG5PX7xWeHYJ06Nc2tTdk5tCOszXTz/0iCfc9lNjyeOviusll5TlJebS1t73yg5d8195xv3npw1fsh5wjWva+1nycGU8z2Uvk4l18h99ywZeWzX5WdaR1n3uXPnjl+yZfTrXvpZUXr8fDHO7+K5a6DkO2fu+jtqW3/WfapPiPaUruu6xV3evpCj9DvgkL/TPn7RBwAAgIZo9AEAAKAhGn0AAABoiEYfAAAAGqLRBwAAgIZo9AEAAKAhGn0AAABoyGTO4Jq55Ll5g8uufDCs7wjGLzj2J+HYmcdeGNZT40+68/Cw/vcnfqW3tnhz2VzRpdOXFpt7x4eOSfyLuF4zF3c+ZeqWzjXPUTMDtbSX3dufe9t1Xff9V/dn326fWh+OXT69ZqRzOlA1v/OU3HPLyXlOHnvtKGc0nkpex5prJPfYkz+O7/sdF98Y1nOz7iP3XnBdWH/1lsvDes732tIz9Re19Nnm07vR81H6c+dc9z2rNs716cypku/iJd8HavGLPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQyZmZ/uzl1cuuKC/WFjprMPU/H/4ln/vrV360r3h2JkuvmzLpy8L6+nM63h8jtSxH9v/TFjf+IOzwvqmO87urdXOnyy55lJz7127Lg5LHpBF118TLvCa32PtfaOkk2/ZF9b/4dPX99Z+618+Mten83OG/J3nqvnZts5saWZfSCm5v9bM8s499guejH+P+dlLZ8J6zUzsxZtXF5u79Hda8lmRO/d82hcitd8Zc9R+bpU8/oJ98fKcOSRvSUSfreY7Wq5S+4Jf9AEAAKAhGn0AAABoiEYfAAAAGqLRBwAAgIZo9AEAAKAhGn0AAABoyGRULB1VVVPq3P/2urf11xJzX/imrzz/E/p/rvze6Vnjc9z6P0eG9XVfiKP9dk5tCOt/vurrvbX155wYjr15xTFhPVfNeKdu7ciHHpya8SY196TS0X0vuHtnWI8i9FIRW6kYrCHHEtaMEToY84+LId97Q47fS/nkRZ8N6+u+cFFYj+7t3Oi93Pi8V/zrT8P6gi/d11urHaVa9X2hITn3Xun7uvT4HLnndtS2/gi8e666MRybuu9LxueVHNt1w35WjDq3X/QBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABoyWXLymtmzuVmIUT0196Y7zs469t3dwnh8Vy6/NZXJ+8aztoX1Dz38hrB+04lf7q1de9vbw7EL/qY/97Prymd3RtduyDnMc61kTmnudRxyPnHuue3MWEOp3NvZyfjeGee84Fw582dfl7V5w+eL0msg53ucmMx7zTr3RT8M6+sS4//zPZ/qrS3e/JFw7Jq3fDGs71m1Mayn9p2H3n1oWO/eXe+5mXvv5rxDtmTIz9yaxy99XXKem6n7NlfJZ3rN9XYgauwLftEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGjIxOxsf37youuvCcOVa+Ybl85KrJl/WVLpPOyc73zn1Iaw/mffOy2s3336wpGPfSBKromtM1smsiY4iFYuuCDcF2pm15bek0re+5PH/2pYf+/td4b18494tLf2l98/PRx75wfi+q6LXhzWl1/7SFh/9uG4Pl+fFanPvXftumb2hZpq3vepY6ey6FO+u//psP7W+z7QW3tqz1FZx05JfbbSed0llVwTqbnH6X0h1UeklLzOpdXsFVKf/aht/UvonqtuzDp27n1d8zvPfWbX/M779gW/6AMAAEBDNPoAAADQEI0+AAAANESjDwAAAA3R6AMAAEBDNPoAAADQEI0+AAAANGQyKubmAQ45QzKl5rmn5OQ2536uZIbkpjjTd/eFh/fWZro4bnXTHWfHx+7Gd721pGYG6pDzslNzP/H6k8L6+Uf8W1hfMb2mt3bSqd8Jx552046wvuvLZ4b17VecENa7LlUfXW7ubcnjZ2furh3ljOooeZ2H/Dzuuq6bPOH43tplK/+j6LHP+vy6YnPn3lupPO09qzaG9Vf+9/t6a7/2p/vCsTsuOTqsD1lL7xO5ayjnWtTORB/y9/jEqf3v27n3bUrtZ3aOcTx3v+gDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADRkMiqWzpjMOfbyax8J6/M5u7Pmsa/a/I9h/TWHHtJbu+unM+HYJZueHumcDoZxzNYcVc31m1Lze8j93I9lntoDUzf01lZMrwnHvvHNu8J6ze+09L1TMyu5pX0hV/Q95F6n0t/x0s881Vu74uiHwrGpzOpcOZ89d6/f86l4fM5nf+bEZ8N66fewnPHz6X2hptLvKjnzl97TUvMftW2it3bPVTeOdE7PecVvfDusj/P6Lrmmsude+8v/s1/0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaMhkVh5wHf8Yt3wrr973jpLBeMsd0yBmRuZ9759SGsD6T+NtRlJs7cexPwrGzF74wrHcXls0lzVnPo+ZfDlHJe6dmrm2u1LGXrX8srH/y7ZvC+oLEvbV8+rKwHvns7W+I/8F1I0/ddV3emin5nc2FnKzklvaFlJLf45DfVXKy4ruu61av3BrWN25dmTV/pHTe+55VG0ceu7iLr+uS2+LxNfcV+8LBUXpfKH1/5Mxd8txSe9prX7MjrC/86D1hfdfVZ4b1nGdubTV6S7/oAwAAQEM0+gAAANAQjT4AAAA0RKMPAAAADdHoAwAAQEM0+gAAANCQMF4vpWZk0qY7zg7rJy/dF9YnH/l2WC8amZSQjOm68sHe2o7E2IXHPRPWN73uhrC+dHpNWM8x+1gcn1f6uuaMH3oEWCtq33s58+/+4HFh/WO3XhjW3zUV35uffld/VNVfvPf3wrHd1+6P6wm599aQ99uSsZpDjwJ6PsZ5D8xeA6f9em8pJ0Ku67pu0W0Xh/WlA15jX/ida8P64s1XHKQzmXs1o1pbUjPquvY7ZST3uqTqR22b6K2loitT7rxrWfwPrs6aftBqrom+2E2/6AMAAEBDNPoAAADQEI0+AAAANESjDwAAAA3R6AMAAEBDNPoAAADQEI0+AAAANGRidna2t7jo+mv6i5XtnNoQ1pdOX5o1/2GP9v8N5Pi//mo49vGLzwrrT5waX9aZlzwb1j9y1m29tQ8d+c1w7PLpy8J6Tbm5oaUzq0vm5m6d2dIfajowKxdcEC7gqjmiCaVzdXOO/cDUDWF9xfSakY899OsWzV87iz7n+LnXpaV9IUfN+/ZAjh/Zs2pj1rHPvv89Yf3RB18+8tzHf2kmrB/x4A/C+o7VLwvruZ998ea8PO9I6TUTyV3P47Qv5PYRNZ/JKTXXUErqsx21rX8JpXqUlNR93+p9fSBKvq/sXbvul36pftEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGjIxOxsf15izfzL3KzBnVMbwvrS6UtHHr9wIv77SCojMpUxuX82zrZNnXvkwjd9JaxvuuPskefuurKZ10POx8xdr335l0OUuy+UVDNzPffYD0zdENZXTK953ud0sNTOus8x5Dzt+bQv1HxfyF2/Sz/zVG9t5/uPHOmcnpN6X/jdvW8O63fftXTkuTc+eXxYv/q2c8N6Scv+6qGwvuOPX1H0+DXfdbbObGlmX8i5jrWfO0N+J00Z8jO5pCGvmdSxR90X/KIPAAAADdHoAwAAQEM0+gAAANAQjT4AAAA0RKMPAAAADdHoAwAAQEM0+gAAANCQyahYMiMyN6tw2U2Ph/VTJj8c1tedc2tYn+mC6M9Ezv32qfVhffHmy8J6yuxk/7lNPBvHq959+sJ48uvi8jjnhpZUO5uTA9Py97Rk3d39xZn94djcz52b/5oz9zhLXpe1B+c85kLJe6vk+joQqfknXrls5LlTWfYpn1t0e1hffNfS/trm1VnHrmn/Y98N60suj+s195WWn0O/KPfezMkdz5l7LuYvOfc4v4sv+8SOsL7j4/F+WnJNpIzjdfeLPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQyajYm52bTQ+N79y/4O7wvopa8Jyd3N3TFY9MuRsz9J5xDnzDznLu/ixxygvO1fNDNSUkvdeau4VXbxplVy/uZ97HLNlD1TtNTlf1LzONY+dyrLfs2pj1viX7On/Pee+P9mQNfchP5oI6/tePBvWc/ad0ntSyT1xPu0pJT9r6edOyfeB0mqeW+q67c8cX1Lp7zyav9Sx/aIPAAAADdHoAwAAQEM0+gAAANAQjT4AAAA0RKMPAAAADdHoAwAAQEM0+gAAANCQidnZ/pzTlQsuiENQK6qZBz/OmdG187BL5pDnfraS1yY199616+JA4gFZdP01xfaF2rm1Jb/jkntS7vwls2FrG+c1M077Qs33hSHnWZeWs2fWfCaWnn+c7/vU3FtntozNvlDyfSFX7XfKnLlThrwnlnxfqPmdlZ5/1H3BL/oAAADQEI0+AAAANESjDwAAAA3R6AMAAEBDNPoAAADQEI0+AAAANGQyKo5z9EntGLkcOec+9DicnHMfclzIfNJy7EvKuJ577f02JWdfyJl7LozrmhianBi4IcdkpdTcT4f+nlRyTeSqGZ02ToYcdZ17Xw9576+5xkq/y9eMtqz5LBj12H7RBwAAgIZo9AEAAKAhGn0AAABoiEYfAAAAGqLRBwAAgIZo9AEAAKAhGn0AAABoyGRULJknOPTc25pZ9TnjS+eK1swtHfJnG3Ke6tCUzHfN3Rda/R5rZsOOu5x9w3U9OGrnYY9rLvrQ38Ny1P5Oa75DjpOa72U1+4iU0seO5i+9LwxZ6TVT49r4RR8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCETs7Oztc8BAAAAmCN+0QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIf8Lu9g8ZP8ApFEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Train standard or denoising autoencoder (AE)\n",
    "\n",
    "num_epochs = 20\n",
    "do = nn.Dropout()  # comment out for standard AE\n",
    "for epoch in range(num_epochs):\n",
    "    for data in dataloader:\n",
    "        img, _ = data\n",
    "        img = img.to(device)\n",
    "        img = img.view(img.size(0), -1)\n",
    "        noise = do(torch.ones(img.shape)).to(device)\n",
    "        img_bad = (img * noise).to(device)  # comment out for standard AE\n",
    "        # ===================forward=====================\n",
    "        output = model(img_bad)  # feed <img> (for std AE) or <img_bad> (for denoising AE)\n",
    "        loss = criterion(output, img.data)\n",
    "        # ===================backward====================\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "    # ===================log========================\n",
    "    print(f'epoch [{epoch + 1}/{num_epochs}], loss:{loss.item():.4f}')\n",
    "    display_images(img_bad, output)  # pass (None, output) for std AE, (img_bad, output) for denoising AE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualise a few kernels of the encoder\n",
    "\n",
    "display_images(None, model.encoder[0].weight, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's compare the autoencoder inpainting capabilities vs. OpenCV\n",
    "# RUN THIS ONLY AFTER HAVING TRAINED A DENOISING AE!!!\n",
    "\n",
    "from cv2 import inpaint, INPAINT_NS, INPAINT_TELEA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Inpaint with Telea and Navier-Stokes methods\n",
    "\n",
    "dst_TELEA = list()\n",
    "dst_NS = list()\n",
    "\n",
    "for i in range(3, 7):\n",
    "    corrupted_img = ((img_bad.data.cpu()[i].view(28, 28) / 4 + 0.5) * 255).byte().numpy()\n",
    "    mask = 2 - noise.cpu()[i].view(28, 28).byte().numpy()\n",
    "    dst_TELEA.append(inpaint(corrupted_img, mask, 3, INPAINT_TELEA))\n",
    "    dst_NS.append(inpaint(corrupted_img, mask, 3, INPAINT_NS))\n",
    "\n",
    "tns_TELEA = [torch.from_numpy(d) for d in dst_TELEA]\n",
    "tns_NS = [torch.from_numpy(d) for d in dst_NS]\n",
    "\n",
    "TELEA = torch.stack(tns_TELEA).float()\n",
    "NS = torch.stack(tns_NS).float()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/oAAADoCAYAAABfEJ+sAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAApr0lEQVR4nO3deZhdVZ3u8bXPOTWnqpJUKqQyD5UBEkAMhBBUZBCucNG+Cmp3C2pDtzR6tVNIq49t96NXba5D4ohDY4sNtKBti9LSCLSiKBlISAKEhKQykHmqOTWfs/f9ox/te5/ren/x7JxUauX7+ZM3a+9z9rD2XnWehzdKksQBAAAAAIAwZEb6AwAAAAAAgJOHhT4AAAAAAAFhoQ8AAAAAQEBY6AMAAAAAEBAW+gAAAAAABCSnwllf/IL8X/I3t6w+uZ/m/9K6Ymmq8SP52dLuO813t/ad9rOfzufFMpLf3dr2E/EPoqI3forN+pKeFyzNy/3HonVluusrLfXZLNZnT7PttEr92Up53qzPlva7jfQ1p+z64B3BzAuj+fpPc42U+nuX8t4u9XEbyWsirTTfLe1xGU3vC2/I3JjqfUG9d5X6fTVkad7FS70OOJ3PW6nXWGm2veuvfv/7Ar/oAwAAAAAQEBb6AAAAAAAEhIU+AAAAAAABYaEPAAAAAEBAWOgDAAAAABAQFvoAAAAAAASEhT4AAAAAAAGJksRfcWn1Xx64c5nc+OTPPeMf+yE99qx1AzJ3Roto9hfPydza/3CtPyvv1vseHqPzzJDOp/69/7g551znzZd4s+NT0tWrWvsupf0f1uckk9fjm76gP3tu5nSZ53fv0TsooZB6cUvZnZyprJR5PGDMGympeSNT0GOHxJzinHOZYZ2nuTejCxbKfHicPq7Hp5TLvPqovjnLH3tW5qWUPWeezAsvbTtFn+QPN5rmhVlf+oKcF6oP6t8VJn9WvC8Y7xpRLGPz2XDwDr392j365h7zgzX6AwjWdxuu1TXkM/52VdH7tuSmTJZ5/9lNMs8O6hOTeXrDH/yZfqvj3f73IOecG3dvuuNysEWfl6YV+poavmqxNyt7cr0cm3nVOTL/2XOfGDXzgvW+sOPz+n0hKvi/6uwPpzvHmVr9UI57elJtH8XJNU2Sef7goVP0SU4ta11adlw/Czbe3fJ7bxZ+0QcAAAAAICAs9AEAAAAACAgLfQAAAAAAAsJCHwAAAACAgLDQBwAAAAAgICz0AQAAAAAICAt9AAAAAAACklNh6wrdbznjMV0In1m0wJtN/pXup8wdaJd5ft9+PX7aVJlPfUxvPynL+rMNm+XYtLITGmReu2fQmyVRhRwb6zrs1HIzpsk8/8peb9b0TL/edrfuSI8aG2We9Ort4+SYZFTbql5zq9M8HtDXgCU7bpzMozE1Mp/2723erLD5Zb3veXNkXti2Q4+vq9Pju7v9Y9v9mXP2nDZWpraorPiJJxnWzxlLvOMV/Q8io5I60d21I7btUabxOf9zyznncjOne7PJn9Od5dm5s2UeiW0751zTF/T2LZka/7wR9/bKsfU7CzKv6MgX9Zl+Kzd1ijdLjPk0v/+AzCuHhmVeOHpU5pnKSpmr+bjxsZ1ybCzOiXP2eWlake6aKHtyfdFjM0c7U+17NJn861jmVQ+v9WbZsfVybKGzS+Zxj16HmKz5XUk794/gs+WVT14i8xq9PHMTvqlfEpNx+l0nl/H/Rm3NWSMte/Zcbzb1yU45Nt74kt743b//P/OLPgAAAAAAAWGhDwAAAABAQFjoAwAAAAAQEBb6AAAAAAAEhIU+AAAAAAABYaEPAAAAAEBAZL2epeKwrifJdPgrneIXdQVCukIZ5xKjNiPeu6/obWdqa/W2jX1nz5qodzCoa4jK93d6s3FP6coZt+RcnRusOpy4vVOPr672Ztmt+pxYVT0WtW+cuNaVunZz3nc6ZW5V6JVSMqSr2gp7O4retqrYcs45d+SYjHNNk2Se9BdfD6lqLU9Emmo/55xLCrpCzMUit2qEIv336sSYT1NVJFnOoPo8i1k3Zlz/SmG78dwzWPduktdvJFZVm1LzwzUytyrEEuOZbFURpxEb9WVWraZVlxqJ+8e6r6MKXTVsMefjAb3/Qkfxz5K4O2Xt2yii6vMs8XHjvks7t1vz9yie31XVsHXtTtikKxGdcdg73q3r+cbda3Q0C9Z7ftzXp8cb86klKjeqhI/6q93jY/76ZueK/2z8og8AAAAAQEBY6AMAAAAAEBAW+gAAAAAABISFPgAAAAAAAWGhDwAAAABAQFjoAwAAAAAQEBb6AAAAAAAEJJdmcNRn9BOXkNWVmAwNp9p+lPMfmrgnXcdp0qU7p61u2azRTSutfaH4se4Eem8Lul8zGfb3mKf9q5PZY251eVtUJ+so7lM92eLnt8pc3VtWX3VaZqd6ClaXtvrezjmXGJ3U1pwn923NGYm+b+N+fd+bjO3rsVaXsXFfW13K3LsnRfPy1TI/9l7dnTzhm/7u5LTdyNb1b80L5ryUyfr3nfVnzulnonPOxb39qcarz5aWtW+r9zkq189sNadGFRVyrHVOrWsiNt7TkuHirwkX6zkrGTLO6SjSumKpzJtb9LyhrqHYes9nbvcqdHQUP7ZcP1Mj43H/m09/VeavfdvbZV5/bas3y9TVyrHWsyIxrpnIeJ8w712Rm3OSsf7y4Rd9AAAAAAACwkIfAAAAAICAsNAHAAAAACAgLPQBAAAAAAgIC30AAAAAAALCQh8AAAAAgICw0AcAAAAAICCy2Nnqt4wvWCjzZPtOf5iy29XqKkzbx51mvNUd6zIp/76iuuiNLnmr69uSmzZV5vm9+2Seravzhxmjm7Oge3Ndweimtc6p1beNE5JrmiRz1U+cxCl7b42+9sS4RlJdA0b/qnX9ZWp1/6vVDxvl/NO5tW+rW9ai9n0iuequtfqwMTpM+OYqmavnpnnfGsyu+bRzv+hFT4zOdGvfqecsNSem7Bm35qxo+mSZx1VlMs++cti/7QrdOV04fFTm1jWR+ppJcWzPqDnPWAvEQ8MiTDcvBK2E12fd9/TacPt3Xy3zjNOfrWvNRJlXX1XvD59cL8darHvPOmrWu47ctvX+W+Rzil/0AQAAAAAICAt9AAAAAAACwkIfAAAAAICAsNAHAAAAACAgLPQBAAAAAAgIC30AAAAAAALCQh8AAAAAgIAUX/jnnEs2bNb/wOjH1Bs3+rDzKfu2U3RMmt2xWf33k0Jnl963IaoXXfRlxilt3aW3bXRA5vfuk3mmpkbmhW5/h3pu6hQ5NjGOW6ZOHBfnXDwwIPNS9o6eUbJGL67qbB/F5yCqqJB5psrfE+6cc8kM3Tl9fLqedyofWesPl54nx2aP9ci8YM0bC+fKPN60Rea5Kf7vbvXaFo61yRynh2jxQpnH6433Cbnx4vqFf2ck5xVj31FWf7ckNn6vUV3jxnHLVFXJ3Oqyf+VNDTLPV+vvPn7LGG82bmO7HJvs2y/z1M+a0/hZdDppbtGd6yWVdl6wlPIaKPGcpt5XMjOnybE9C/V9vfaKFTJ3Ts8riTGlDTSUebPKc+bJsVHXcb1v433D5fMyTru+k4q8JvhFHwAAAACAgLDQBwAAAAAgICz0AQAAAAAICAt9AAAAAAACwkIfAAAAAICAsNAHAAAAACAgLPQBAAAAAAiIUbqekupvHWGZMf5+Vuecy9RUe7OhubrvelB0PDrnXO3zR2S+4116+3GZvx9z27u/LsfOevRWmW974zdlvug775f5hE2xzNvO9f9tafaKl+TY7NzZMnfduh/TdXfrnF7cE9K8XPfiJg3ji9/4CJ8D1S3rnO5YtfpX+67QXfb5av131/1vNObT65Z4o8yYYTm0vk73YXfuvVjmlQezMp+2ScYuv/+A/gcpWHN93NNjbEB/N/mcs8Ymer4cTVpXLpX5gi/pc6zbiQ2n8bxhzQu5WTNknt/1iswzNTUyj3t7/aHVtV2t+65do57rf3LbZ2X+RO98mT9y3YX+0Pjs1nGxzkti9GWn6jk/g941WlfoeaG5Rb9PZGprvVkyNCTHmp3op7MSXyPq2ER9A3LsOR95Xubf6Fgs84826Hd9F+nvXvuQ/5qJZs+UY5O+fp336zwe0MfmdMQv+gAAAAAABISFPgAAAAAAAWGhDwAAAABAQFjoAwAAAAAQEBb6AAAAAAAEhIU+AAAAAAABYaEPAAAAAEBAcio0+y8/9KzeuuoXHmFWP2z3spnebP9lRn+q0QF574qHZX5xhe68Vu485O/Sds65q8/bLPPY6V7noSb92Q5M0H87ytT4Oyi33T1Ljp3zJxtlbkrbaX0Gdd8qVl9283LdizuSopyc8ly2cYLM4/H+Tt/Dl46TY7vm6+tn641fk/lHDl0k889OWufNYqf3/e2u6TK/ZfEemR8r6O7ZZXM+KPNchf9Zkd1eLceO36Lv29oH012PUdaYN0SeFE7fZ+Cplt+tryF1b5qd5qPY0BQ9b5RVVcg8KddzWmbbbm8W9/XJsYVjbTJve/M8mV+7+naZJ7F+l5q1a5PMRxTvA6dEFPmvkVh0wY92UYVx3xvfPTd1isyHZzR6s6PNen2094D/Pcg55+6+6Dcyt8y7bJfM1TdPsnoNYh23eMC/RnHOOSeuxxOSZt4ociy/6AMAAAAAEBAW+gAAAAAABISFPgAAAAAAAWGhDwAAAABAQFjoAwAAAAAQEBb6AAAAAAAERPayNLekrMlSNQRWTYBVYRAZf6Owqv3G1sm4dmuHN7vrrp/Jsb/u1pUzaerznHPurdvf5M1eelHXZL1hyfMy/8D+18k8I2qwnHNu/uwDMv/xvEe82dLn/liOtWTH1ss8Pt4r8yRPXc5oF5WVyzwZHpL5wPxJMi9r91evNN6wV45trtAVdJa7Juk6048fucCbfWLiBjn2lnpdfWZ5eVjPp9uu/pbMFz79Hm82aY2eL+PydHU32QkNevs9x2Uu63rMSs9w5py0tZqjuUJP1nbG+hzv+HP9LpM9rK/PKb/Ux61io67QU4avvlDmHefq75Y16vNGVNqarFIKaV4w1hE979B1vWP/Y4c3y1Tr6lWLVS9p1fGWcs6yauCs715oGi/z/Zf5x8+5ZqccO5jXx8XypY5mmW89OFHms9whf9jeKcda59ycF0bhvckv+gAAAAAABISFPgAAAAAAAWGhDwAAAABAQFjoAwAAAAAQEBb6AAAAAAAEhIU+AAAAAAABYaEPAAAAAEBAZBli6wrdb2n1Y2YnNnqzwuEjcmyU1f3DmdpambuGsTJOKnQP5JsffNqb7RrUHY/XjtVd9Zb7u6fJ/NADM73Z3H9YJceualkm86YVz8i87BNVMu9o0HkpFTq7RmzfZxKrLzvboPtbC23t/tDqHY8LMk6Gh/R4Q/uCCpnf+r7HvdnugQly7GfOWifz619+k8xbD/nnU+ecG/8z/723Zt9FcuzOt+u/+T55zUqZv7ZSd89+8th5Ms8P+efjfVfqa2Lmv6U7587oQrb6jCXjej2TDF+1WOZlT64vfuPGvBGVGX3YxjnOTZks8/z+A95sz9/qZ27ldhm7/3Xz/TL/xOF3ynzqzrnerLBF77zscT1n7bh3o8xnPXqrzMsPlcm8/4+WeLOqh9fKsRgdah/U7xNxWbk/TGI5Nm3PfdrxUsq+drMP/tkXdP4G/7y0r6teDr18ip437uuZJPNftfnnJOecq1o9RubRBQu9WWHDZjnWZBz30Yhf9AEAAAAACAgLfQAAAAAAAsJCHwAAAACAgLDQBwAAAAAgICz0AQAAAAAICAt9AAAAAAACwkIfAAAAAICAyHLZ5hbdb3n0tktkPvHZbn94+Igca/ZXGv2Z+cY6mW+/WfdlP1y/25vd0zVbjr286rjMFzx6u8xzbbrzd/Y/rJK50rTiGZl33qTPab65X+aVueJ7R9uP6HNWn7KHOVNbqz/A8LCMk4L/mkvb3z6atK5cKvN5H3u++I2PcO/4pH/S3bPfqLnem5W9pk2O/cmYHTLv+M50mc+5r/j7fvC6i2RetUf3Wb/t+T+Tefv+sTLP1en7Y/uV98hcue4C/zlxzrlonb7vo6oqnfcPyNzqYMd/suZnKZPVudWnnfIc5fcfkLl6tgzM0vt+9qovy3zpQ3fIvOGI7n1Osv5jl20Yr8cO6WeipeyInlem/Epvv+zxdd4syun3JEtSMJ41afu0rZ70M0TrCv2+YK0z1L1trhNSdtWPqBJ/9slX7vVmDZW9cmxVVt+3N9UekvldD82R+Ywv6nVKdvZMb2auQEbzNVEkftEHAAAAACAgLPQBAAAAAAgIC30AAAAAAALCQh8AAAAAgICw0AcAAAAAICAs9AEAAAAACAgLfQAAAAAAApKqiLRhs9EvvH6zN7M6UK1+zEJnl8yjVZtkftbHm2V+T9dsb3a8UCnHvmbDn8q8arfulp32ad0hqUSLF8q8fZHuqj96me7H3PZ63Xf9uuffJvP5P7rdm817/xo5Nq1kyOi6t3p14Zxzrnm57r3VjdaGEnecRhcukvmRV+vO9eEafzaxul+OvXP1DTKfe98qmVv3tppvK376rBw7MblI5oM7dd/2vH/W10Ryyfkyv3LCW7zZEwt/KMf2DZfLfOCt+pyPu1cf90x1tczDa90tTutKoy/bmDeiMv95TIb13J2p1M/kaIy4cZ1zUZ2+7wsNOv/8D77lzRaU/VKOvfDTd8p8zt3Fvw8451xm1gxvZl27yzfoc/b94/UyH7dVb7/s8XXGJ/DL1OpzkgwO6ryvT2/fuKZcmX6Pi3t69HickKiqypslo/kYR8bvrLF+H82OGyfzjjfO13lbrzd77NIfy7E/7Rsj8xUdc2U+PEe/K5nSvAdaxz0Jbx3AL/oAAAAAAASEhT4AAAAAAAFhoQ8AAAAAQEBY6AMAAAAAEBAW+gAAAAAABISFPgAAAAAAAWGhDwAAAABAQHSZvSEq6Mbs7IQGb5b06R7FJNY9ibmJE2Teu3i6zIfy3TK/tX6nN/ti+zlyrPHRXVZX1adjlJh3X3dc5lsv/UeZ//D4RJkfbtXnZe7/XOPNcrNnyrH5nbtlbkmG88Y/MA5eyg73UFh92XMf0NdYsu5FERrHOIpknKmokHms9u2cayzorvr2S/zdyo+f/bAcu3uu7m1+w9fukHnF4azMp6+Xsd72o8/KvP+mS3T+5iUy75qtHzX1iX8+/syxc+XYq5u2yPyhCU0ynzBvjswL23bI3GXEeTG6kEPSvFx3rmebZ8m80Lqr6H0nxruI9a5iPVt6X32xzFt23OjN7p37oBzb8NKAzNPK73rFm/W8Xc/l/3hYb/vTU38i8855evyYKxbLPPdzMalN9L9fOudc/HKr3rkhmqrnjTTXK/5Lx7v0s6Xx6YP+sKDn17hPP3NHlPFsyNTW6uHGdzt8zZDMd77mPm+2J6+3/aYa/Rvx14b1vqOD/veoE6HmNPk8ds5+zw8Qv+gDAAAAABAQFvoAAAAAAASEhT4AAAAAAAFhoQ8AAAAAQEBY6AMAAAAAEBAW+gAAAAAABER2HrWu0NUrC74iai+cc05UXSX9ulImKtN1TPlDRu9LrOv1ctniKxZaxm+V+WU1Or/90ffLvPX+C2Q+9lf+aoqKLl1PtunSr8j8R0Z93s5BnW95y1dlfrbzf/epT+rPXmVUIGUqdWVHPFDaGiPJqIUbTcwarZn63jNKDjWjfi/Jp9q6az+/TuYVNf7qwG93T5Vj31O3V+Yv/9HdMr/w2XfK/PAHlnmzwbFyqIusSlDj1jl2je4MXXPZSpn/1d7rvNmBwXo5dt3haTKvOqq/nFWfF+X0syjtNXemMOvI1BwZGb9JGJVJhY4OPd6Q69Xb//78H3iz1uFyObZ8o77+Ov5Ev4dFxqtM7YP++ToyuoDvmfGozMdkxsh87DYZuyOLdR1q/nX+OS1fpT97vna8zCsP6fu6olPG7qwvF1+vl21slHnh6NGit326aW7R7wudN+t6PVV9ab3zpWa9t6WoA85UVcmhcU+PzHPGe9b2q+6ReUF89CnZamOsnnS+vvV1Mp9z5yqZW9Qzmefx/49f9AEAAAAACAgLfQAAAAAAAsJCHwAAAACAgLDQBwAAAAAgICz0AQAAAAAICAt9AAAAAAACwkIfAAAAAICA6CJRQ9Kmu2kL3d3eLCrT3bJRVv8NwmivdBX//qzMD16quztva7jCm31r2lNy7AUVumNy1d98WeaWNzS+zZsd66lJte3/MeaI/gdWbsgM+XtFI1XseQLiAaPsGydF60rd6zz/rp0yV9238eBgUZ/pt9J2qOb69TVYXu7f/kP7L5Rjr6/RpdI3vnSzzJ+76AGZZ5f450yr93ZFx1yZt4zbLvO7O2fJ/P7uhTL/zZZmb1Z+oEyOnfnxdJ28JqvDHaUXF2ScuGxJd39ksb4Gs87/XPvLl/5Ujp30Y92XfWiHntNqN+t3qYHb/O86jTfulWPHZHRP+b3dE2W+5q6vy/zal6+V+baD/u23vv5eOfY/+vU18d4f/bnMBybpObPhisUyz/18vTdLenvlWLO/PSA1h4Zlrvri87v3nOyP8/9K0r2TyvGz/d/LOefaLh4n886z9We77uXrZd5ce8ybfWmyfqZe/uJbZT64vU7mhctfLfPsL56TuXwmW/eOdU4DvPd4gwEAAAAAICAs9AEAAAAACAgLfQAAAAAAAsJCHwAAAACAgLDQBwAAAAAgICz0AQAAAAAICAt9AAAAAAACkkszuNDdrf9Bxt9jmgwPyaGJrtZMbebf6J7Ip8Yv8YfTnkq17wWP3ybzrVd/Q+ZPLPq+N1v2nO7sLbU7DrxG5nPuWO0Pl5ybat+qn9055+KBAWMDRhez0eUsBdTF3bxcnEPnnHWU5HlK21ubUl2r7rTueM7fbTvzWt1JfX/3+TJvP14t8+Z/e6/Mr1+80Zu9q+E3cuz8ioMyj50+L++s2yLzlv3XyHzeLeu82fG3LZVjLckyfdyjZzYZG9B92vhPrSv1eZp7p/8cO+dckhd98Va3cZq52TmXnTdH5tM+9YzMX73oL7xZ4ZC+r49lx8vcenT0T9T3Zn68/7hOzurj9o3OKTIfTvQr5GeOzZd5Xbl+Js86q82bzf6Rng8XfHKXzCdeLmNX++BamWfnN8tcHdl4YFDvfISfg6dS2eN6Xoir/fdPlNPXXxIbxzHlvGHJnH+2N+udVSvHdl7ZL/OnX/NVmT/SO0/mt9Tt82afOrZIjt3XOlHm43bK2EXWeTEkBXHe0t47Ad574aw+AAAAAAAAC30AAAAAAELCQh8AAAAAgICw0AcAAAAAICAs9AEAAAAACAgLfQAAAAAAAsJCHwAAAACAgOgSyrRU/7DVi2t0GUYVFTLPGHmhu1vm8273d6j+99sXy7Ed775Eb/veVTJf/K/vlrlbU++Npvxv3fe77C8+IPNZN22X+fdm/0zmncNVMnfO3x+bGRQ9ys45q806Sd2fWcK+7IC6uK2+7JmPDMs89/P1xe88k9W50YubmzZV5vn1m2U+rfJV3mzT/nPl2H3fPq637V6UuWV7rb+X97u/uFSO/ULTapl/q2umzO++73qZ53QlsJvk/PNW7fYeOTYz1j8fOudc4ZlNeufGs0j2u+OEWc9seZyNMvkoa7xPZPW8EXXrezO+7AKZz3rHBm924K+XybGDF/TK3DRex5PH+e+f6tyQHPvYUd2nvfuHc2Q+XCNjN/Xv9fvK/o8t8GZn7dLP1L4LZ8i86qh+TpkOHpFxVFbuzZJhfdzN9+MzSDLkP1an+9wcb9rizaLpS/Tgg5Uynpitlvktdftk/kS//139V0eb5di571sjc5xe+EUfAAAAAICAsNAHAAAAACAgLPQBAAAAAAgIC30AAAAAAALCQh8AAAAAgICw0AcAAAAAICAs9AEAAAAACEhOhc0tulvZ7LRO0x1udRsP+vvYnXOuYORp9L3lYplXdugub8vAjjqZ14pa6eiChXLsB1t+IPO31x7U+Y5rZX7gm7pXt975r6nMsS451tXoUt5kyOjFtbppk0TnOCG5n6/X/0DNG2nmjBOQ9OhO9mxjo8wLv9nozSa2z5Vj44vOlXliVSevfUHGR9/h77zeu6dbjv1vnU0y37V5sswXfMPfF+ycc4WODpkryYbNOq/UfcOpMW+cFFHTRP0PWnf5M2NeSPL6HESR/k0jf+iwzDNGrkz+rO6KH776QpmXPb6u6H0751z7ey7xZt/71L/IsUcKfTK/vOGvZT7j7/R3zy6cL/Npn9bjSymqqJB5oVvPqXrjZ86c0rpiqcytdUZSSPc+LRnnIcrqNU6Szxe968pH1sq8YtEyma/o0O8b51fukfnFFf5ncllGH3Pz6lyi33WsdxlTXMJrIkD8og8AAAAAQEBY6AMAAAAAEBAW+gAAAAAABISFPgAAAAAAAWGhDwAAAABAQFjoAwAAAAAQEBb6AAAAAAAEJKdCs//yjjV666XsAk3ZQ2p1pGaqq71Z3dp9cmx+336ZW+bcuUrmfW+52Ju9/Jf+z+2cc092nCPzroLuqq8vH5B57wO6E1VJhob1PzD6VJPhIT3eumZKKaBe3Obl+hxnjF7zWJ1n6zgl6fpTC51dqcareSHq0L3K2e5emef3H9D7XrRA5l3NYtuH9H19/OE6mZ/9tP5sScNYmWcbx8u8sG2HzBV5PZ0MAd27pWTNC65OX2MuIzqrS9ybrO5r55yL+3SfvJKbMU3/g8fXFb1t55w7fqP/fcA557pE3fabt18nx27ZMEPmkzfq8xItXqjzDj0nZl7lf1+J+gb1truPyzwZ1O8LSX+/zF1Ovj6n6lg/o4zke5khiUs39x977yUyjy7S7yot47bL/COHF8v8k0dmebO21ZPk2Jmvqpd5vPYFmZvUs8C5kj8PQsMv+gAAAAAABISFPgAAAAAAAWGhDwAAAABAQFjoAwAAAAAQEBb6AAAAAAAEhIU+AAAAAAABkf0gzS3FV6WVXMrKo2RQV7MURB6lqNpxzq7byZ81VubV/+qvNdz2lfVy7Le6Zsr81vqdMr/0i9fKvMHpakClcPSozK1KRJwarSt17ebcO426qDTVKGmreCL9t80oo7efiIrH/KHDRX2kE7Xvjbqibus7v+rNmn98mxzbsK5N5vldr8g8O1bX7aSpNYzKymVu1mrilLDmBbN+r4TUfetc+mrWKOuvg8q/sldv25Bt9tdgOedcWV+sxw/6P1tTla4ELXx0o8zjAV23m505Xeb53Xv0eFHJWOjWn91izSsu0ce1lNVrZ5SRrC+19p3ydSNznr8St2OZXoNsv/g+ma/Ww90vD4q+Xedc9NAEb1Yf62s/3viSzM2KZWPesO49/GH4RR8AAAAAgICw0AcAAAAAICAs9AEAAAAACAgLfQAAAAAAAsJCHwAAAACAgLDQBwAAAAAgICz0AQAAAAAISE6FrSuMXtyWkevFTd2nbW7f/zeQZNAosDSYvbpGvufvlol0vRx7a/1OmX+3e4bM2y7Ky7z6yBKZVx3s92a5Yz1ybH7nbpmbRrKv9QwS5eS0IiV5fX2lFht92s7fOe2cc1FUumuo94aLZf6LD3zO2EKVP8oZn/vgUWPbWqGzS/+DjD6u6rxYHeipMS+cElZvuTzPaXuVS9zLXMp5q9C6S+YHbpkk81yfP3up4yw5trNFb7t2jz6u9fene0dMUtybmZoamce9vXoD1jtmmnnjDJpzRnSdkJbxvpAdN07mhee3erOvXOrPTsTGAf2u3tL8pMw/+tobvNn4dcW/wznnnMsaz3vLGXR/nAr8og8AAAAAQEBY6AMAAAAAEBAW+gAAAAAABISFPgAAAAAAAWGhDwAAAABAQFjoAwAAAAAQEBb6AAAAAAAERJYlpu2/zM6b4w/bOuTYQlu73njankWrI9Xoz5SbNvqCM1WVMs8vmiXzganD3qws0v2VP+3T3bL37LxU5s3/5N+3c85lhozjtvYFb5Q0NuqxOC00L9fzgtVYnR1b783MPva0rPvekAwPFT12/4eXyfzPbnpM5r8eMDqvC9XeLCrXZ6V/iZirnXNVG/fIvHD4iMzTzKel7kDHqZHm3jGlvK9LKcrpTuokn0+1/WlP6OPa21TmzfraJ8mxU7/2jMyjCxbKPG0bdtzTU/zY/oF0O6fL+6RoXbFU5rk+fe9WH/Dn9a/o99Ga5/bKvNCu1yHJ4KAeP3eqzLe9Z643u7xyrRxrLM/cW8Zs0flHPiTzJvFYrX1wlRybqdRrGOu4jeh8fQbe1/yiDwAAAABAQFjoAwAAAAAQEBb6AAAAAAAEhIU+AAAAAAABYaEPAAAAAEBAWOgDAAAAABAQFvoAAAAAAAREFjVa/ZfNLbpP27V3eqNCW7seW2ol7FI0+4LH6C77gcYKYwf+zz6c6L7qq6p0L+1PGvfJfNOM82U+9uXjMpdHPWWfME4P7e+5RObjv6M7WqUSd6BGWd3vqird81cslmP7ztbdsh8c1ypzS975O4E/1ebv0nbOuSjR917h8JGiPtNJcQb23o5GzcuN9wFDtq7OmxW6u1NtOzXrGhS90EnK51q2eZbM4yH9zK/fLt5H1r5QzEf6nWTD5lTjLVFZudi5mIydc0lBH5fUXd5p5iVr3wHNedY6Yf9Hlsm8cUOvN4tWbZJj45R971GFfhePBvW9XbXfv8T6Se9Zcuyj7efKfE/PeJnX/XO6+ViJBwb0PziDru/RgF/0AQAAAAAICAt9AAAAAAACwkIfAAAAAICAsNAHAAAAACAgLPQBAAAAAAgIC30AAAAAAALCQh8AAAAAgID4Sx6d3X/Z/cdLZT7+qd3eTHXmOmd3z8Z9fTI3pe1QVYyOyGhMjcyrfrxW5mPm697RUqp/QF8TadoxkyHR94tRo7JT9xunUuLuY2veydTWerO4XP/dtH5cj8xX60pf98LANJl/fsPV3mzOHUan7tLzdJ4WvbrBa12p3weal+trsNDdXfzOR/r6icS9nxh97oaD1zTJfMIm/S6U7fU/V61Plh1bL/NCZ5feQCar80Q/K5L8sAhH8Zwxmj/7STbheXGOnXPRqk3eLFNZKceafe+GqLxcb3/TFplPrTnfm33nUzOMvev5sMLILdnmWf6wrVOOLXR0pNo3Ti1+0QcAAAAAICAs9AEAAAAACAgLfQAAAAAAAsJCHwAAAACAgLDQBwAAAAAgICz0AQAAAAAICAt9AAAAAAACkkszuO57Ri9uzr95q686EmNPijQ9pim7vPN798k8s2iBzCc94+/Nff0VN8qxVzdtlfmv986W+VS3WebDV18o87LH13mzZEj3qZqdvBajs9e8JtJ2uJ8hqn+0pvjBpT7G1vZVH7ZzLu7p8WbVWw7JsZ8/74cyP69cX99LKvbI/KGJ7TKXVj9f/FjnuDfgmpfr94GB65fIvGab//otvNxa1Gf6Hev6TDv3W88WIdswXuYTv/ZM0dt2zrlCmrGdXan27WJj78wbZ7yKR5+Veaa62pslhTRXt009709E9Mymk/RJ/nCZykqZF1p3ebOorDzdztOsr3DS8Ys+AAAAAAABYaEPAAAAAEBAWOgDAAAAABAQFvoAAAAAAASEhT4AAAAAAAFhoQ8AAAAAQEBkh13riqVycHOLrtOxKvTk2Pg0rmcwKrhcois/shMaZF4Yo6stMr/e6M2eOne9HBs7XQP0wE8vk3l04SKZq/o855ysyEuGh/TYka7ioTLEOedc60pjXjBqtkb8PCpGHZSqrBmaPkGOveFn75f5tuu/LvMrX7xB5m1PNXmz6edVybGZbn9lp3PO5Xfraj/uDVgqH1kr86Smxh+WulrVHF+667vQpmsxrZoslzHeR2L/d48HBuRQq2bLfGZbmDdgiPvEs8maF9K+axjv+lEmRV2vMSeZayDjXSVVhXna+TJtnSlOKn7RBwAAAAAgICz0AQAAAAAICAt9AAAAAAACwkIfAAAAAICAsNAHAAAAACAgLPQBAAAAAAgIC30AAAAAAAIiihRHmNERWXIl7PqOjF7cQpU+LT03X+LNFt3rz5xzbubHVsl83E0ydnGZ7i01j1qa80r35uhwOneopryvVe905ukNcuyYi5fJfP6/vE/mcz+4WuZT3S5vlpkxTY5NurplXvIec+7tUa915VKZNy/X168r+J8NVl+12TldamnmFePat7ruTSnu3UScE+CUUPdW2nWCdd9aXfXOurfE+BI/E5N8Xv8D9d3TPo95np9W+EUfAAAAAICAsNAHAAAAACAgLPQBAAAAAAgIC30AAAAAAALCQh8AAAAAgICw0AcAAAAAICAs9AEAAAAACEiU0HcIAAAAAEAw+EUfAAAAAICAsNAHAAAAACAgLPQBAAAAAAgIC30AAAAAAALCQh8AAAAAgICw0AcAAAAAICD/BzIl2oE74srwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare the results: [noise], [img + noise], [img], [AE, Telea, Navier-Stokes] inpainting\n",
    "\n",
    "with torch.no_grad():\n",
    "    display_images(noise[3:7], img_bad[3:7])\n",
    "    display_images(img[3:7], output[3:7])\n",
    "    display_images(TELEA, NS)"
   ]
  },
  {
   "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": "3.6.13"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}