10-autoencoder.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ⚠️ &nbsp; See [NYU-DLSP21](https://github.com/Atcold/NYU-DLSP21) for an updated version &nbsp; ⚠️"
   ]
  },
  {
   "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": 6,
   "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": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch [1/20], loss:0.2016\n",
      "epoch [2/20], loss:0.1490\n",
      "epoch [3/20], loss:0.1327\n",
      "epoch [4/20], loss:0.1082\n",
      "epoch [5/20], loss:0.0996\n",
      "epoch [6/20], loss:0.0889\n",
      "epoch [7/20], loss:0.0870\n",
      "epoch [8/20], loss:0.0898\n",
      "epoch [9/20], loss:0.0742\n",
      "epoch [10/20], loss:0.0692\n",
      "epoch [11/20], loss:0.0742\n",
      "epoch [12/20], loss:0.0687\n",
      "epoch [13/20], loss:0.0679\n",
      "epoch [14/20], loss:0.0640\n",
      "epoch [15/20], loss:0.0640\n",
      "epoch [16/20], loss:0.0609\n",
      "epoch [17/20], loss:0.0577\n",
      "epoch [18/20], loss:0.0598\n",
      "epoch [19/20], loss:0.0641\n",
      "epoch [20/20], loss:0.0542\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xduGF7D5MNgvvi8Kr8NjbX4izP/m6D8bZBxfzw/i7V67E2Z/+0X8Z5f7Jr3xvXLP54mN5dh5nl2Ldyn7db25GufQc3jRN026s59e/eCnOJq79KQ8AAAAAgK86zWEAAAAAgAHSHAYAAAAAGCDNYQAAAACAAdIcBgAAAAAYIM1hAAAAAIAB0hwGAAAAABggzWEAAAAAgAHSHAYAAAAAGCDNYQAAAACAAZrEyTbvI/fTgzjb7ezG2WbUhkX7+Vy/oJ/N5lK3Te9B0zTNykoUm91+Q1zykf8sq9k0TfPeb/xknH3bxqNxtuvzuXhmeijO/vrpN0S53Z3VuOZbjpyNsz987I/i7GsX8nk7bvI5c2TlmTjbvetCFvyFuGTTVNbNnNYYL6PwHmj6LiyZz892Nd9/tm/J1+nb7384zt63sBVnD/pxnP23WzdGuf/p538wrnnnB56Ls8f3n4qz/epynD04le/BlT9Xb968FOXOvzGfXxcfKJxdxvlcvOWFw3G2vXgpzvbT/KwzrzMJV0FbONf1+TOv1G0nC9nlC+f7fpq9A5qmadpxvlc2leyc7ldcsjDWvvDt0i4UPt821uPs9k35GO5ZeiHOpj6689o4+/kP3hdnb/3wY3G2q+zBB9M4m56JmqZpRqPwZVg6kxXeAYWx8tJK86OgXcz268p30ujiZpxdmOTz7saPxdFm79HwdzVNs/rcfpxdOH06C54Lv2ubpmlG+d6+9we3x9mf/u/+Qpz9ubt/Nc6ut/m9/eblbA/8Wz96Iq55198vfGMc5M+2pPCOL72PNzay4KXL+fW3d+Jspe+Z8J/DAAAAAAADpDkMAAAAADBAmsMAAAAAAAOkOQwAAAAAMECawwAAAAAAA6Q5DAAAAAAwQJrDAAAAAAADpDkMAAAAADBAmsMAAAAAAAOkOQwAAAAAMECTONl3cbSdLOQjqNRtw+GO27hmt7cXZ0v6fj5lm3GcHR85HOW++GMrcc2fe88/j7MPLu7G2aU2nzNdk8+Z87Nn4uy9S89FufefeWtcc9rlz+sze7fF2a3+xTh7ZLQTZz906evj7OaXDkW5dm0zrtlduhJnuQYK+3WsLfyNcjaLo5fuytfeO48+Emd3C3v7v9+6Nc7+rz/1/VHujl/8VFxzujuf99toeSnOLrxwplA4f3cfezLbf3aP5/vq/vH8+rsn8nnQLy3m2a5wdmjz8eY1K/8zUNgP5nQmelW4Du5Nf7CfBStzrvC7+sLe3o7zvb1dzM+W/cG0MIZsnfTTwjfOQv5J1k4Kn2+T/H7N8q292ery8FPT7DvjZx99R1zz1n/3QpydnTkXZ0vnnMIcLz2z/XA9VsY6j/fFAHU7+bdtZU1X9PsH2fWPrOY1N7fi7Khwplm5kNdd/lT+DdgXnkM3zfb20jugcF5dfiTfKz/zudfE2e078/fmepvvFaPwf0cPDhXe26V3cbj/NU3TjPL3W2W/HFXGeyWct4U5028V9pnwPJLyn8MAAAAAAAOkOQwAAAAAMECawwAAAAAAA6Q5DAAAAAAwQJrDAAAAAAADpDkMAAAAADBAmsMAAAAAAAOkOQwAAAAAMECawwAAAAAAA6Q5DAAAAAAwQJM42eZ95HZxIc72+wdxtlnI6nZb23nNwu9qulmhbptn+z6OjpaX4uyZd90W5f7Bt/6buOabF/fj7OpoOc7u9fk8uNTlYzjfjePs/3vpgSj3H//w/rjmxpP5/PrEzffF2e72nTh76tjlOHv6U6fi7G3/MVsP3dnzcc2Scf5suUoq+2XfZblRvle2G+txdvum8PpN01yYrsXZj+/eHGf/hw9/X5x93Yc+H+VmO/nar7xbKu+sfpa/C0vZg2mcHYXZ9Wfz53XxwXzOLJ/Pj0+jzfxMko+gKJ4LhRHMaX5xDVzr51P5xqi8+yt1C+frfncvq1kZa2GvLKk825t34+jaKLsHTdM0z06PRrnp7x6Pa/bPfDLOlr7f5qUwF+P3pj34q25U6HG0KytxttvOzwnpXjU7l39/jVbyb/bm+dNxtO/yM0W3k+8/8TdG09TWSVqyKeztkzw7Oprvqxe7fE+5oTDctM8y3il8E44q2cJgC/Og8j5uDx/KxxDO274wDyu91NI5I+A/hwEAAAAABkhzGAAAAABggDSHAQAAAAAGSHMYAAAAAGCANIcBAAAAAAZIcxgAAAAAYIA0hwEAAAAABkhzGAAAAABggDSHAQAAAAAGaJIG23GhjzybxdF2ceGq1x0tL8Ulu52d/Pptm2f7fi512ztuibPv+Fsfi3LfvfZEXHPcLsbZC7PtOPuxvaNx9rO7t8bZDzz+5jg7+8jxKHfvvz8T12x39+Nsd2g1zu6dWouzF+86FWfXx/lcXHv4XJTrK2uh7/Lofr7PDE5lr6ooPJ9Yl8+PyhpZOpe/s7a7fF/7xdPfEGfv/LW9ONttFd5Fqco8aAvv+MIz66cHcxlDu57tgZs3jfOa43ysK6cLe9XmVpwtqeyt86g5rzMRrw7zeg91c3gPNc38xpsa53tVM8r3ytmx/Lz4xlufi7O3TS7G2d/YfEOUO/npwjtzv/BuuQ70hW/jmD34utbv5fN5tJT3LvrpNMq1hT2lMtbSXlWZ95VvjGs8n9uFuIXW7N55Is6ePHoxzm6M8vt1uduNs3+we3OUO/knccmmneT3qzJvm35O3zmF9ZD2OdrCfj3byZ9X013dd4v/HAYAAAAAGCDNYQAAAACAAdIcBgAAAAAYIM1hAAAAAIAB0hwGAAAAABggzWEAAAAAgAHSHAYAAAAAGCDNYQAAAACAAdIcBgAAAAAYIM1hAAAAAIABmqTBvu/zqrNZnp1O8+x4HMXats1rVlTuQcH48KE4+/BPHI+z//Lkv45yG6OluOZunz+v39q5Kc7+6pkH4+wf/dmdcXbtc8tx9rbfPBfl+qefi2v2hbXQXlyJs8vbR+Ps4fZYnJ1sF8a7tRPlZjtZrmmapg3XeNM0TTtZiLNcv9qF+DXUtLsHcXa6nu/XD13O96pPfuruOHvfmQtxtg/vQ+V+VbQb63G23y6s6YP8b9Dt4mKcPbjn5ih36fWF80jh6LByrrBXTubzzEpG4d7aFe5X5Uw0r3MZX11t4X9KSnMpz/azwjkhH0HteySc+5W1XzovLubnn/P3r8XZHzr+aJzdGOXj/Q/n7olyy4+djmtO+y7OXhcq6yHdr+f0XRpff4DajY04Ozt3Pq+7UFj/4fu0sk/0e3tzyb6S3v2V/Xp8S/7dcPau/Gx7fDG/t9t9fm/Pd/m7++eef1uUWzmdf5M1hbk4Ws/fWX2hx1DR7+e/rV3N+jfdxUtxzVFl7U6v7hrzn8MAAAAAAAOkOQwAAAAAMECawwAAAAAAA6Q5DAAAAAAwQJrDAAAAAAADpDkMAAAAADBAmsMAAAAAAAOkOQwAAAAAMECawwAAAAAAA6Q5DAAAAAAwQJM02B9M46KjtdU4221t53UnbZTr+z6u2VSybXb9pmmadjzOh3DHzXH2W9/2uTh7eLQYZ+fhTUvPxdnd4wtx9vxePr+e/dwdcba9vBXlumm+FkrrpjBn8pnYNEvndvMxbO/H2f7KZlZzaSmvWbi3zahyF3gppb1qNisUzv72WKk52szfF+tPxdHmTx7L94nV5/L7NT2a71Xj0e1Rbuf2jbjmzvH4Fd/MluNos/ZC/swm23n2zAP5XrH3lmz/+cZbH41rfuyhu+PseDf/XaUzybz0XZYrnHO4Sir3PNxXm6bJn3nT5GfhvvAOmJfC7+r39vK6hedQehemusLzmuR7++U787J3LZ2Os+dn+bn9c5/IBnHP+YfimqXvt4rKepzXGNI5PsrPI01XmLOVvWNgZmfPxtnJzTcV6p7LBxGe2yvfVKXvr+thjczhvTk6ejQueead+bNd/r4X4+z/eNeH4uzJwnfwU9M8+9mHb4ty953JzuFN0zRN4V3cz/L9p13Me12V93a7nH+PpPOrLby3m4X8/Vr5jk/4z2EAAAAAgAHSHAYAAAAAGCDNYQAAAACAAdIcBgAAAAAYIM1hAAAAAIAB0hwGAAAAABggzWEAAAAAgAHSHAYAAAAAGCDNYQAAAACAAdIcBgAAAAAYoEkabMfjvOrBQRxtF+IhNN1+VrcdtXHNeRltbMTZC284HGe/dukLcXazz+7XqI9LNqvtQpzdaGdx9g1Lz8XZn7j1o3H2H741v7ezjxyNcu2Zs3HNpjAX++k0zrYXr+R1j67ldS9vxdlulj3fftbl119airOV+8VL68Pn+OVwYbNosudeebf02ztx9shj+3H2YCOfdyun83uwe2Ixzm7ftxLlzr0tf78+8NrH4+y9h16Ms3cunYmzdy2ejrM3jDfj7H74t+3H92+Ia35i/fY4O1vO34XNzm4cLa2Hbg5rt53T+am0dwxMW/g/jT5/n5buefrcr4Pn2HeFMRzM6ZyQPofKehrl86C7Ld/XFt5wOc5ujPJ37K9cenOcveUj2f3qd/fimnMzj3VTrRvv13nJkutgnV+vxocPxdnZ6cL3YkFXOFPMxbzWSEE7yc9g41Mno9yL35mfAX/4b/9GnH3vxmfi7Gsmq3G2afLz4rHxdqFupt0qzMPCe7vyHqjsVKNjR+Jsu1A444froav0Q0aF831XOBcG/OcwAAAAAMAAaQ4DAAAAAAyQ5jAAAAAAwABpDgMAAAAADJDmMAAAAADAAGkOAwAAAAAMkOYwAAAAAMAAaQ4DAAAAAAyQ5jAAAAAAwABpDgMAAAAADNAkTvZdHp3lA+inB3G2HY/zwqlRXnN8aD2ve+JoXne/j7O//NG3xNknHjwe5V6/8UJc82tXnomzB31+b29euBBnv2H5uTj79+7/jTj7M/f/QJQ7+aUjcc3u8pU4W3I4n4vtQWHt7u3nY+jzeRuXnE6ves1Bagt/9+sKG/Y8dJX5uRdnl54+H2dPHRyJs9PVfF/rx22cTbU7+fUv7S/H2TesfCnOfs/a03H26Hg1zm53+f0632Vz4Tf3TsU1Zzv5kaibFJ7tQl632cmjTZuPIT0/9bM57QeFsXINzOF9PjeF75Gmv8bzbmEhjranTsTZh390Lc7+7Nf+qzg7bvJ58IGPvD3O3vep7NthVnm289pTXknnp8r9KnzvXvPfdR3rNrfibOV9WulxjBazfaUrnJlLCnOpHRXOKYuL+RAOH4qzZ959e5S79a88Htd838Zn4uytk5U4Oy7sP5X9Mn8TNU27lM3b2YmNuOb49Ll8AJU5M8nP123hfdyvLMXZ6cnsPkz2855nf6XQP7rK/VH/OQwAAAAAMECawwAAAAAAA6Q5DAAAAAAwQJrDAAAAAAADpDkMAAAAADBAmsMAAAAAAAOkOQwAAAAAMECawwAAAAAAA6Q5DAAAAAAwQJrDAAAAAAADNEmD/WwWF20nec95tL4eZ/v9/TibGh/Jr98cOxJHpyc34uzqs7tx9p73d3H24i/eFuU+uvKauObvHPrmOPviN+Tz4G+/98Nx9p71L8TZtdFenL14X5Y79pnjcc1x38fZZmU5js4Or8bZ0ZV8fvW7hWy6HsfjuGbTFe5Xn68FXsao8HzmcM+7/YM42y7Er6ymPXs+zi5c2oyzi0uLcbaZ5Pd27fNZ7obfz69/6YGb4uzP/Mi74uybvubn4+xWn9/bT+zdGGd/9plviXIPP5XXXHskv7f9eBpn2+V8b28L62E0Xomzs8v5c5iLyrtwaLr8fN207fzG8UpRmEu1b5eFPDvOzrejk/l58fN/90Sc/dC7/0mcvXmS71U/eTrbV5umae7+lfy82F24mAXb/Luh8q2ZPq+maZp+mt+va34MLe2rhcHaZ15SaU9ZzM8Uo6WlfBCj7Pm0szlN0PD6TdM0oyOH42x3+6k4++xb8z7LfT/4xSj3X938G3HNY5Vv24K9Pj8DHvT5XHx8mvcN7rn1dJQ794asz9Q0TXPDufz9Np7mv6svfBfu35DPmYorr8nO+McuHIlrjgrvrNnZc3E2uvZVrQYAAAAAwCuC5jAAAAAAwABpDgMAAAAADJDmMAAAAADAAGkOAwAAAAAMkOYwAAAAAMAAaQ4DAAAAAAyQ5jAAAAAAwABpDgMAAAAADJDmMAAAAADAAE3mUnXUxtFua/uqX358aD0PnzoRR89/3dE4u3ili7PrD52Js/1zL+bZ/f0ot9jmfyNYWl6KswuXXxdnj/zlqz8PqmYrfZSbHs7vwfjSSpztC+umafNsu5fNg6Zpmr7L5227uJjlVvN7MDt/Mc42fT7Wwelm13oE8Rxtx+O4ZH8wjbNdtxNn2/FePoYrcbTpZ1d/jraFPfhwoe7z33I8zv7kse+Ks5/4g3vj7J3/bjfOjrezfe2mexbimldui6PNlVvy49PSuRvi7OKf5XNmdv5CnB2vr2U1N7fimqV9pvDO4mX02TmlbB7PpzLW62B+9LN8Pqf78HPfdXNc8/3f/k/j7JuW8vfAF/bz3/WR939jnL3loYfibDfN3t3tOP8eSc+gTdM0TeWcUdkDK/N2DuuhdH4qzO+m8F04OHO6N912/h08Wl2Ncu1ifv5pF/IzTXfnrXH2zJsOxdmz33wQZ//qm38vzr5n47NR7uQo/xZomnztbff5d/he4dv2uWn+zM7M8ufwvpv+NMr9q7+cf98/fsepOLv+dBxtdk/ke/DBer4Hz/JXbHPkkTD4wtn8+lfyj82+u7rnQrs/AAAAAMAAaQ4DAAAAAAyQ5jAAAAAAwABpDgMAAAAADJDmMAAAAADAAGkOAwAAAAAMkOYwAAAAAMAAaQ4DAAAAAAyQ5jAAAAAAwABN4mRb6CPPZnF0tLKcZ48eiXL9obW45tZdh+Ps2TfF0WbtmfzWbnymi7PdwTQfRPrM+vz67akTcfapv5bXfdfKU3F2Y5Tf2/1+HGeXzmT3a7x9ENds9vbjaNvl92s8y7P95laenRbmV6gtjHW0vBRn+8I+w8to2zw6ztdT3/VfyWj+vKJ5dJpnm2YhrzuneZe+C9vl/J159ptOxtn28G6cffj/ui/Ovu4XHoqzXWGvGq2uRrnl46+La774lvzd0h0u7JWjbKxN0zQ3XjwSZ9vC/er29rJgYY1V9g6ukso976/+Hlx6B1TOE5WxjvIxlM63o8K78OZTUe7K27bjmrdN8uyFWf5N9v2f/Ik4e8cvPRlnZ4X9J/4eWV7Maxa+H5vCXLwezpbtJDuT9Af5N0Zt76icn3hJhXNwu5R//7SHNrLgSuGbai1fT+cfOBRnz741X3s/9OAfx9n3HfpknF1os/l8apzvPwfNfPaJc7N8nT45PR5nV9vwDNg0zc0LF6Lcf373R+Kav33s/ji7Psn3tbVx/rue3817fvtdfs648v4boly7ln8LjArvoW4n/36Lrn1VqwEAAAAA8IqgOQwAAAAAMECawwAAAAAAA6Q5DAAAAAAwQJrDAAAAAAADpDkMAAAAADBAmsMAAAAAAAOkOQwAAAAAMECawwAAAAAAA6Q5DAAAAAAwQJM02I7HcxlAv38QZ7sLF6PcaJKP9ezXxLegOXH/6Th7cG/edz97/uZ8DL+9F2e7y1ei3OjEsbjmoz92Y5z9pbf/TJy9abIeZ7e7/Tj70M6tcfbkZ6ZRbvzI03HNrjC/m8Iaaw/yuv1uPmfato2z8W+bzeKa/X7+bNtJvnZ5GW2+V/WFZ5m+M/ppYY3MybzGUHlvtqurUe7F9702rnnvj34xzt44XYqzB//hSJydXd6Ms03f5dnw3r7wDYtxyb/0zj+Ks3etnImz//jcd8fZY6fW4uzyhY04O33+xTjL9auyp/TT7ExT0Xd9Hi6cJyrvodI+UahbOVNMj2Xr9HU35d8N52cLcfZ/u/iWOHvTz+R74Oz02ThbmQvtQjYXKs+gXcjvV7+zm9etrLGD/EzUjCprdw5nksoa6wq/a2DaUWFfK+gqc3R5JwsWvhV37jkeZy/dHUeb97zpc3H2R44WzmCF9b/U5ufb1EGfr5HnZ+Hzaprms/u3xNlKj+PwOB/D6ijrGyy0+T34hkNPxdl7ll6Is5/dze/Bm9by/s0/e/KdcfaF/yabi3f/9YtxzX6v0Lu5yv0Q/zkMAAAAADBAmsMAAAAAAAOkOQwAAAAAMECawwAAAAAAA6Q5DAAAAAAwQJrDAAAAAAADpDkMAAAAADBAmsMAAAAAAAOkOQwAAAAAMECawwAAAAAAAzSJk30XR9uVlbzs/n6cbUZhLzvNNU1zcKiPsw+e/FKc/fbDn4+z/+ePvzXOPnL73XH28BPZMzv3tW1c859+3/8RZ79+aTHOVrw4y+fML/7qt8TZu37vc1FutrkV16xoR/lz6Hf38uxsFmdHK8txdnzyUJTrzl+Ma7aTfEtq11bjLF99fRfurX2+B1dU5lI/nRYK5+u0XVqKs1tvuTPKfe/f/L245l898sdx9u8/+91x9vxevgdX9rV2MT87bH3zPVHuW//SJ+Oaf/eGj8bZRw8K55wbd+PsbLkwb7d34mw7Hmc1D/L3RUlh3fDSKu/za37P2/wsXjl79PsHc6nb3Hgyjj7/jrUo996j+f7z0e3Xxdlf++Db4uxrPvfFODurzK+Cdg5zsT/I50HlW7O0xgrSPfjLY7jawaZpujnt7UNT2dfW8nNCaQgLC1mwsq+OC2e1Ls+uj/Pv1cU27zWN5vD/jbNCr+tSl5/rPnDp6+LsP//tb4+zN3w8jjYHa/kzO/d12V7xdW98Iq559/rZOHt4nPdZTk6uxNkrs3w9PPPs8Th7x78J722hP1mS7gch/zkMAAAAADBAmsMAAAAAAAOkOQwAAAAAMECawwAAAAAAA6Q5DAAAAAAwQJrDAAAAAAADpDkMAAAAADBAmsMAAAAAAAOkOQwAAAAAMECawwAAAAAAAzRJg6P1tbjo7PJmnB0tLuTZdAyzWVxz4XIbZzcmu3H2yHgrzv63t384zn7+R26Js4/tnopy37bx+bjmW5d24uysj6dX8+R0O86++7f/Tpx9/f/8uTg7u3IlC/Z9XLOi7/O52LT5GNpRXrfbyed4u7cX5fquMNbCftBv5XNmcEbjPNvl+2XT5nMpnXd9l1++op9O83DhdzVt/jfVdpw/h9Nfn+2X7z30p3HNI6N8rEcW8r39+duPxtmlhfw9sHnPkTh76L98Jsr9jZO/G9es+M0rXxNnFx5fibMrT53PB1HY2/vCuWgu5vTefFWo7D/zuo/hGCp7WltY+6W6d9wQZ/duPxZnX3jLUpw9/q3PR7mNcX6m+vAL+Z5y4x9m56+muT7OSn04b9vKgSA8g1au3zS1M3PfFM5ald+WZit7R4X9+iW1y/k+0W3mvYDKt9I4zFb21YUr+Zl57dm87od+/xvj7OSd+Rr5m8d/P86mJ+HP7R/Pr/+Hfz3O3vO/7MfZex9/OM72+3ndyvv42OfvjHKPfdM9cc1P3X53nP312+6Ps9uXl+NsP833y5t+K79fK7/72XAAhffQSv7d0Bwc5NmA/xwGAAAAABggzWEAAAAAgAHSHAYAAAAAGCDNYQAAAACAAdIcBgAAAAAYIM1hAAAAAIAB0hwGAAAAABggzWEAAAAAgAHSHAYAAAAAGCDNYQAAAACAAZqkwf5gGhdtx+M420/zut3lK9n1F+Kf1dz4sb04+2sPvjHOvvNNX4yzt40ux9nvWnsizl5cybKrbR/X/NKsjbP/9srr4+wv/fR74uzrP5Tf29nl/N5ec33+HJp+FkdH64e+gsH8+WabW1e9ZmU/4GV0+fyoaCcLcbafHoQ18/26nxV+V2k9zWftdTu7cfaGP8nm/s9857vjmj944o/j7NPbR/PsexbjbNMcj5OTuzbj7A/f8Jkod6XLx/rcdCXOfuALXx9njz/cxdnmiWfiaFfZL/vCGFKj/KzHy6jsPxVtfl6LS47z/ylpF/P3RXPiWBzdft2JOPvMd+Rz9C++4+Nx9q6VM1HuoM+v/8gTN8bZ+/8su37TNM1sNoe13zSlPSX9huzb/JusGc3n/5v6Ll+P7ShfY5W6TRv+tspZr7If2Ntf0qiwV82eeTbOVuZSqrtwMc4uPZZf/8Rufq5b2F6Nsx/ceWuc/eUb8zNY32W/7a7352v0dX/wUJzt9vJ9bVY5DxTWdKU3N3kkm7cn1u6Iax59JN+v9zc24uzaJL8Hxz59Mc62z56Os/ETKzyDpsvfr91+9r2d8p/DAAAAAAADpDkMAAAAADBAmsMAAAAAAAOkOQwAAAAAMECawwAAAAAAA6Q5DAAAAAAwQJrDAAAAAAADpDkMAAAAADBAmsMAAAAAAAOkOQwAAAAAMECTONn3cxlAu7iYD2H/IAuO8p73wuX9OLv0O4fi7H+/8j1x9vvv+GScfWD56Th70Iyj3B9v3R3X/PmPvS3O3v+PzsTZ409/PM7OptM4+2rVLi3l4VEbR7ud3XwM42x+9bNZXLPfz9djen3+HKP8Plae5VxqtoW/Z/ZXf6xV/TR8ZzVNs/p7X4hyX7ry2rjm33vga+Ls5Qf34mx/rLAHF44O3ZfW4uxPnfuLWXDSxTUnZxfi7KlP5HUP/8nzcXa2V3gOlbWTnuHa/H3RdJW1W6jLV1+4t3aF+dkWvhtGhXP7zvH802Xtzotx9s3rT8TZ2xfOR7mPbL4+rrnxhfx7qNnNn0PlDNhM831tHvp5ne8LZ4e2cL/mcSb6cuE5fHOXal7beXA9606fnU/hwhxN5127shzX7C5cjLPjg/xse/z0apw9+ql8vKPN7TjbnbuQ5TY385pz6ouVVMZQ+X4K98DlJ7P72jRN0y/n5+v1C/lzaCaFXkDhHFrph8TPocv31cr1R2v5GovqXdVqAAAAAAC8ImgOAwAAAAAMkOYwAAAAAMAAaQ4DAAAAAAyQ5jAAAAAAwABpDgMAAAAADJDmMAAAAADAAGkOAwAAAAAMkOYwAAAAAMAAaQ4DAAAAAAzQJA32s1lcdHTsSJydnT4TZ9vxOMr1+/txzdHDT8XZmzZPxdkXpyfi7L8++Rfi7O6p/DlMtrPe/8k/6eKar/+dR+Ps9PyFONv0fZ59JRllc7Zpmqbp8mfb7+3l2Um8zJvRynKcbVdWolx34WJcsy/Mg/5gGmd5ae2ojbP99Frf83yvatr8dzXtnP5OWljT3eZmlBv/wUNxzZs/na3RpmmaW37tSJztDq3G2X6S39t2mj/f0cXsfvWLC/n1Z4X5Vdh/+kuX82w3p3dhuh7m9S5+tb7jv9rmdKZo+jBb2FcrZ/H+6Wfj7PEuX6dbF07G2X/wPe+Ls+1ydr9Wv5CfqW7/8Ok4WzlXNYXvt5LKmg7nV9/k87t2djmIsyWVs0NlPdqvr1uVc/BoNT8rzTa34mzbZOeafjf/Vqw888qZpincr/bs+bxs4X6V1t6rVKWPlz6z9nJ2Dm+apmm6wnfDzk6e3c6zbaEfUlrnS0tRrtvZzWuuFe5X4awVXfuqVgMAAAAA4BVBcxgAAAAAYIA0hwEAAAAABkhzGAAAAABggDSHAQAAAAAGSHMYAAAAAGCANIcBAAAAAAZIcxgAAAAAYIA0hwEAAAAABmgyj6Ld+Yt5uM370+0kHO5oPj3v/unn4uyp//vFOHvwwN1xdrYyjrPTlT7KrT1xOa7ZHtqIs835C3l2lP+upu8K2ewelMxprKPV1Tjb7e7lQ9jLs93ObpxtN7ey4Di/X/3BNM6O1vL7xUvrZ7M83LaFwuHam9faryjUbScLedmvZCx/btF8rN3WTl728uZXMpqgcD7eyv3qw32lXVyMa3b7+/kACmeXfnowl7ql91u4duNzVtM0/TTfr7lKumu8X8/jTNU0TVc4p4wvXIqz63+a1339E/n5tt3cjnL9pfx83aVnqubVu/baUT5na2eXwr5aWWP9nNZjqnJ+qvwuXlJbeI6Vfa0y95tw7veF/Xq0spxfv8vr9oXv1Xm9X161Cut/tJh/u6TvovGxo3HN5uz5ONrPCt8NhXN7JVvRhv2ItvDe7nfy77fKd07Cfw4DAAAAAAyQ5jAAAAAAwABpDgMAAAAADJDmMAAAAADAAGkOAwAAAAAMkOYwAAAAAMAAaQ4DAAAAAAyQ5jAAAAAAwABpDgMAAAAADJDmMAAAAADAAE3i5GyWV23znnM7auNst7cX5Ubr63HNvvC7+vD6TdM07dGjcXZyJa873s7v12IXBp94Nq4529+Ps6PV1Tjb7ezG2cr8avrCvB2Ns8sv5Mum6fpCNn1gTTNaXoqzlTneZrfgy3XD9dBW9oPCve0Lc5HrWJ/P+5LSPpGPobKe5vHb+mlhT6kI97+maZqmK9yDa6yyT5SebTOfM1FpzrT5eaDps3nTT6fzuX7lHgzNvO7jtV6nc/pdswuX8rLjzTx77nyc7UfZeLudnbhmukabppnL2p+rcLyl/adkTvvqvKTPrPKNU3E93IPrVO0dWfj+mRS+f8IxtEuFb8X9g0K20AtYX4uzlV5ApX/U92F2XnvlnPbrUg9tN7+3o7XsmXWXr8Q1K/OrXVyIs6ONjTjbVOZMYS5On38hu/zyclyzpNA/SjitAwAAAAAMkOYwAAAAAMAAaQ4DAAAAAAyQ5jAAAAAAwABpDgMAAAAADJDmMAAAAADAAGkOAwAAAAAMkOYwAAAAAMAAaQ4DAAAAAAyQ5jAAAAAAwABN0uBodTUuOtvc+ooG8+dpFxejXL+7N5/rT+Lb1XQXLuSFL176CkYT6LssNh7nNbv+KxzMyxutLOfh2SyOtotrcbbf389ys+y+fjmbj7VkTmMYreXrvG3bLLe8FNecXbocZ5vW37auin4+a/qaXz+bnnXhvvrlMRTmaBeu01G+X7ej/Cb0lb09XPtVbeFdNLe9NR5A4X71hbHO6d7OpW5p7RbWzdDMY59omtozn8c+fB3Mj/4gv1/9rHIWDuteD3tlZW+vzK/CuyhW2Ssr16/8rorK8y2dWbP1UJoH02nh+ryU8akb4uzsxdN54YX8Wyn9Bqw889F6/r1cmfddoSdU6bNUehfpOkm/a5umdm/blZU8u7iQj6HQ7xodPpTX3dnNcoVzeCm7U+jz7OX3oPIuHBfWw/hQeG8r32RbhT7PVT6/6a4AAAAAAAyQ5jAAAAAAwABpDgMAAAAADJDmMAAAAADAAGkOAwAAAAAMkOYwAAAAAMAAaQ4DAAAAAAyQ5jAAAAAAwABpDgMAAAAADJDmMAAAAADAALV93/fXehAAAAAAAHx1+c9hAAAAAIAB0hwGAAAAABggzWEAAAAAgAHSHAYAAAAAGCDNYQAAAACAAdIcBgAAAAAYIM1hAAAAAIAB0hwGAAAAABggzWEAAAAAgAH6/wFuRiix8RXFMAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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f/XF2WGXfWa211u/nZ5JZ2mcp9Pu6Zf6+uNz85zAAAAAAwARpDgMAAAAATJDmMAAAAADABGkOAwAAAABMkOYwAAAAAMAEaQ4DAAAAAEyQ5jAAAAAAwARpDgMAAAAATJDmMAAAAADABGkOAwAAAABM0CJODsNIt9Dn0S7rZQ/rvGY3y/vj3SIfrn5/P8629TrPhmPQWmvD+lKUmz91Mb/8wzfF2c+uD+PsjS0fg9WFZZxtQ2F+XWHdfB5nZ6dP5YULa7c/fyEve3AQ5Sq/a1h98Tyv543K3j7Ln2W3yLJDYf9L51xrtXlX2SeG1Sqvu7MbR7ujXZbLS7bhYr6395fywsMq39vHOjv0u3tRbn6QX//chSOF6+fngdN/ej6vez7PltZDOG9r+3W+FirrnC+gz8ex39mJs90s239K+19Fl13/mWzh3L65EWfXm/lecfvi6Si3X9j/Hi6cf978uz8eZ1/6T7K9srXWXvyxD8fZylw4+YEbo9wvv/g1cc03f+WH4uwrN/J99WP7+XdOX/gcaYVX4ZCeHQproRW+s0rnp4kZ+vxBpvtqNTscZmtvduJ4XLPSjjl3aTvO/s7Tr4iz73309jh74hfz3/bSd3w6yvVnz8U1W6F/VPlmP3znDXH2b7z5bXH2v33rz8fZbzv6eJRbdvk+ce/mI3F256Z8fh0t7YEFlW+XPls8Q6FmusbH4D+HAQAAAAAmSHMYAAAAAGCCNIcBAAAAACZIcxgAAAAAYII0hwEAAAAAJkhzGAAAAABggjSHAQAAAAAmSHMYAAAAAGCCNIcBAAAAACZIcxgAAAAAYIIWo1TtunHKLrPb7Rb5zxoODp/r7Xxh63V+D/2Q1x0K99tlvf/h3Pm45NaTN8fZP97Psy/beDzOLs7mz7fb2oqzrcvHIS45n8fZ2YljcXb9gtN53Qt7cbbb2Y2z7TCbi0MrzO+KYaS6PLuhz6OrPDuGobAHV3Thvtpaq70HVquwZmFcK++WirHWXuHsMLvmVJT7/Ovy53XNyUtxdu9918fZ7nNn4mx/cBBnK+JzRmGNt1n+fivVnZrKntIKe3Bl/ffj7Jexyp4yFPbVvfz8s3Um33/+1gNvjXLXbuV7yiN//+44e887Ph5n+52dPBsnW5ufPhVnn37djVHuxbc8Etc8Psuf7dnCD3v/uTvye3gor7s4cyHOdum7cJbP2W5jI84OI72Hnhcq5+DCtlr5XozvYWszLrl5Pv9d5/eWcfYPHnhxnL3h1/Jv9lP/5hNxdn3hYhYsvDNnhbFtG/l4zc/l+9pNf5jX/bt3vyXOvv7L/o8od80sP7v8ytkvj7PHP342zl4NJ8v0+2126mRcsz97Lr/+Zf7W85/DAAAAAAATpDkMAAAAADBBmsMAAAAAABOkOQwAAAAAMEGawwAAAAAAE6Q5DAAAAAAwQZrDAAAAAAATpDkMAAAAADBBmsMAAAAAABOkOQwAAAAAMEGLONl1o9xAN5/n4fU6yy0KP2uZZytj0G1uxtnh0qX8Hkr6LFb4XYvCrT6xOhFnX7bxeJxdb4e/q7XWNjfiaLcRZvuhUHOZZ7e342xb5/cQr5vW2rC/H2f7Qja/gcLvmhX2jomp7KvDalUoPMLfE4fCeh5L5XdV7rfyfgvvoTuyFZcc+nztt908OtZ5YFbYAx/6K3dFuS/9mo/ENd/9obvj7D2/82Sc7Z98Ks6OtgeOsc4qNcfYO54nulm+noZ+nHHswnNz6X0xlsL+M6zzObp5Nl97D9x3S5R76v78Xl/wwUfi7FA4182vOR1nD15yU5z95Lfl3zk/8g2/F+Xu2sy/BR5bnYyz7zm4Ps6+99N3xNkXf2gnzrYn8nfG+uLl/y6szBn79bPrFvl3XeUdWekbpN91fWHOnfzkqTh76UPH4uz2E/m+euqDT8TZVtjbZ0eORLnDV90Z1/zMG/Pz6t4N+b2e+mih11Q4gr3o+nwuPLLOnu8nDvM5+2u/8MY4e9uDH4qzw+FBnK1Iz0St5Xtrf/bcc72dL6jUSw3Y/QEAAAAAJkhzGAAAAABggjSHAQAAAAAmSHMYAAAAAGCCNIcBAAAAACZIcxgAAAAAYII0hwEAAAAAJkhzGAAAAABggjSHAQAAAAAmaBEnu7yP3M26ODus13E2vn6hZrexkRfe3Iyj/dNP53WvtPk8jg55tB2d7cfZ490qL3wizw4byzg7C59vv5//rorh/IU4O18VxqvL12M/wnosmRUm2NCPdx9f5Cr7arfIXwPDSPPuiivMpaEvvAsPD/N7mGd1h73CuPZDni28t7tFvq92hT347Le9Ms6+6a1/FOXmLX+2d/x6Pl7Dpx7Ks5V1U3Gl98ChML+GK/xu4Qsa0r2isq9X5sdIKu+35W5+v104nVdH8/HafckNcfbgxE1x9pGvy3/Xt77hg3H2f7z2XXF2Kxyw+/fz3/Xf3f8tcfbigyfj7G2/m+9Vy4ceibPrS7txNj7DVb7NC+/t4fAgzk5OpcdxWNhTRtgvuyNH4uz8Qv5te+2H837I9qOX4my3n8+74eZ8v3zoL14b5b73e/5tXPO7Tnwgzj7R58/hJ1/15jjbD/lc/JYb74uzn9h/QZT7H37/W+Oa9/7io3F2tbMTZ8cyyvdupd92WLj+UPjWDPjPYQAAAACACdIcBgAAAACYIM1hAAAAAIAJ0hwGAAAAAJggzWEAAAAAgAnSHAYAAAAAmCDNYQAAAACACdIcBgAAAACYIM1hAAAAAIAJ0hwGAAAAAJigRRrsZl1cdOiH53Qzl81ymWcLv6utVnH0io9Ba611We+/29qMSw6FPyccn+3F2evn8VRsW8f285uY5Tc8rNdZsPBsh4PDPDvL59esMm8X+dh2hWxq2C88ryF8Blw28bwvF87WSbfcyEseHjzXu7l8CktvKLwz2kG4X4f7emutDQf5eHXzeZ49kr8zDl91Z5w9/aOfibN3bp2Jcv/0X7w5rnn7O/84zvZ7+fvtapA+39Kc7QqLgWd1VZwXhz6KdYv8fH1V7Nc3XBtHn3hNPp+/4as/GOXOHmzHNR/6xtNx9t7Tj8fZv376vjh7/eJ8nN3q8rPDb5x/dZT7F7/wH8c1b/9X5+LsbOfJONtd3I2z/ZNPxdnSWSt9z/d5zSFc462N8y3wfFE5Kw2Hhb5B4bzWwnvoKnvw49mZqrXWjjz2RF53lo9XO5rvl2def02c/c+//9ej3Pef+Hhc81i3FWdvG/Lz4k++8O1xth/GOYP9kzNfE+Ve8I782faPF+bMF5nZZvZN1Bd6QhWVc1nCfw4DAAAAAEyQ5jAAAAAAwARpDgMAAAAATJDmMAAAAADABGkOAwAAAABMkOYwAAAAAMAEaQ4DAAAAAEyQ5jAAAAAAwARpDgMAAAAATJDmMAAAAADABC3S4LBex0W7+TzODqshzrZZVnfY249LdieP59lFPFytm3VxdujjaEl8D7P8bwRd4V7nhfCx2Vac3d48yG+iL9xwOMcra6GiGwpzpjLHN/I11i3zOR6PV5f/rtYV/l411sKZmsqYt8KYD9m8Gw4L6/lq0Ofrf2j5u7AdhONQ2NOG8Bm01tpsO9+DD179wjj7wHcv4+xrF/lc+Ef/7huj3D0/80Bcc7W7G2dLKnvgFVY55wyrVV44PL9NUem8WDl/VPb2MDvafl1YI93GRpzduet0nH3rN/9hnP2r174rylXerluFMdjq8vX0VJ+v03fs3Bln//sPvCXO3v7T2f3e+YEPxzUr5+B27Gie3d7Os4Xvp9KZNV27I+2rQ1/4Np+YvjDv5ieOxdnSfB6hZn9wMc7Otjafy+0EN1E4XxeOVdcvzke5ZeHMPi+8Xzdbfg6+eb4XZw8LZ/xK52JjFr4zKp/3hd7gF5v+4PCy17yS4+U/hwEAAAAAJkhzGAAAAABggjSHAQAAAAAmSHMYAAAAAGCCNIcBAAAAACZIcxgAAAAAYII0hwEAAAAAJkhzGAAAAABggjSHAQAAAAAmSHMYAAAAAGCCFmMUHfohD3ddpXCYq9TM73U4PMzrzud5drXKsxXd5e/9H/l8+Axaax/cuSPOfu32++Lspd3NONtm+f0O6VxI5+EzRQvRfN5W1th8YyPOtmUhexjO28o8rIwtz64w5t2sMO9Whb2d0nwe+uyZdbPCs42TrR285sVx9oHvXMbZW+/6fJy97/fvjrP3/NNHotzq8SfimpX9uqRSd1Y4O1Tm13qdBUc4N7TWWuvD609Q5X0+296Os/3u7nO5nS+sdGYvzPtCdn76VJy98FfPxdmfuO7dcfb0LHsOs8IuPB9p7V3oL8bZn37oq+LsXT+5F2eHjzwQ5darwndWQVeYX91u/rtaf4XPrJUz81h7+8R0he/79bnzo9TNi47z/VV5t1R+V3xOaa1d996n4+x//cffFuVueN3PxTW/ZPNSnH18nY/to6vjcfaa+U6cPTXLe01ffuxTUe7Xv/mVcc3tMy+JsxvvvC/ODgcHcba0Hipn1jDbVXosV7Af4k0BAAAAADBBmsMAAAAAABOkOQwAAAAAMEGawwAAAAAAE6Q5DAAAAAAwQZrDAAAAAAATpDkMAAAAADBBmsMAAAAAABOkOQwAAAAAMEGawwAAAAAAE7QYperQF7JDnp3N6/fyZ+m6y1+ztdbN83sdKr+rMrapvf04euKBS3H25z78+jj7utd/Os6uDvNpO2wt42zrw7lYmbMVhbrdvDBvZ3m2WxTm4tZmltvdy2t2/l51OXSFZz6s1yPeSaCyB4+19q4C6TPrNvI9rb/rtjj74I/kY/vd974nzv72Q/fE2Rf94tk4u/7so1mwv8Lzu2qMd/xY1x/p/MSzGw4OrvANjLQHF87BF7/0jjj7P9/703H29Gwrzs5aNvdXLd9/5oX/11kX1ulTfT62T+9sx9nj5y7E2VV6zhhpfpXWTfot0FrpfD3G+bbyrVlxxc+FV7FuOVLrZHWY30P43K+G51i6h8La6z79cJy95R+/LMr98Jt/NK4ZvgJaa61d94E8O8+nQdv5vrNx9h+84hfj7PH5bpT7oVe/K675sxtfFmdv7l4ZZ7ff84k4OxT6Xf1+/o4dYz2W9pnKOyugEwMAAAAAMEGawwAAAAAAE6Q5DAAAAAAwQZrDAAAAAAATpDkMAAAAADBBmsMAAAAAABOkOQwAAAAAMEGawwAAAAAAE6Q5DAAAAAAwQZrDAAAAAAATtBilalfpOfdX9vqFbHdkK697cFi4hYO8bpvn0SEb2/7c+fzq8/z6R//ojjj7J6+4Pc7eeO25OLt/4zVxduOjXZwdRTfS9ReFZb5dmOOXdur3cjmF83uKhvX6St/CePP5Spvle+BsazPOduHa6++8Ka756e84Hmd/4BXvjLNH5vtxdvvtp+Js+9gH4+iwWuV1x1CZ35UzSWFf6wrv43i8roLfNTmFsRn6cf6nY7aZ7VX93t4o1++W+TnliS/Js3cs8vPtxcLYXgqf2Zn1Mq75mdWROHvL4mycXRc+9b7q1gfi7P2veGWc3T7zVJTrdwrnymHIswWV81NX+CYr7dfhPQz9OGPAs+t3d+Nsuq8+I98rrvgZf6S1N0pPqLW2+fDTUe5Fv3wirrl8JNvTWmut//yZONsVvtkXuy+Ls2/7lh+Oszfenv22r7wxf1/88Mv/MM7+zI9+eZw9fSwfg5Pv+WycbU+fjaPpe6vb2IhrdoWzeL++vN9D/nMYAAAAAGCCNIcBAAAAACZIcxgAAAAAYII0hwEAAAAAJkhzGAAAAABggjSHAQAAAAAmSHMYAAAAAGCCNIcBAAAAACZIcxgAAAAAYII0hwEAAAAAJmgxStV+nWdn88t++W6e97y7o9t54WHIs7MuzxYM68LYdtk4dH2fX3//IM4uL+bjdfvGmTj7FTd8Os6++/j1cXazy55ZYRaMptvYyLPLZV54d+853M2fYcjnF1e5cI2USs7zd8CwWuWFC++Wyj10G/l66o4djbP97TdGuQe+81hc86u+9r44+/6zt8fZh37lRXH2ll/7cJxdHxzG2Ss9F1sl2xfeGkP+uyrroVuEx73w3PDM9SvPy/8iPJvSHjjCGbC11vp07VXWXeHMPDt1Ms7u3p7Pu4dWJ/JsnGztxz70vVGu+w/571pt5dc/uCY/V731a/5DnH350Ufi7AN/89o4uzr/kig3f3f+ziqdByrfb61yZi28Bwpn4dnWZpTr9/ZHuX7lG4NnF++rRV3YYxhKZ49CdoTzV2vFs3i4RlprbefubK/qN/LftXyo8i4eZ7yOvuuTcfaef58/3+509t76jbd9WVzzh7/jX8fZH3zJH8XZn//B18XZ1t0aR0+8I++HzMK10x3Pv9/WTzwZZy93n8VpHQAAAABggjSHAQAAAAAmSHMYAAAAAGCCNIcBAAAAACZIcxgAAAAAYII0hwEAAAAAJkhzGAAAAABggjSHAQAAAAAmSHMYAAAAAGCCFqNU7bo8OsuzqWEYKuE824+THSp1C7r5PLt+YQxmmxtxdr2ZP9u+8HeKwyH7Xa211lWGNhyvyvwuza+Kyj3M8rEd9vby7MFBlEvnYWutDatVnOUq14XzrjA/2nr93O7lzzA7uh1nu2PH4uzq1mvj7Ge+Kat7xxsejms+vnc8zn7uX94ZZ2/51U/G2X4331O6ZX4kmW1uZjWvORXXXF+bj9f8safzumeejLPD4VjvjGw9DqvDvGbp/dYXstPSLfJ5P9Z5MdUtlnF2OMzOCOV72MjfA799/lVx9u0feU2cvfVns2d25E8eiGu2rWxPa622V719/z+Ks3/zW38tzn73Te+Ps//LG78zyt3+gXwMhsp5YKTvwso9VL53+739rGblfF0ZrkNn8cuhcqapvAfis3BlLu+Ps54qv6sLz3WttXbwyjvj7MNfn62TjfP59/Lm0zfE2Y2H8nXaP5GfF/sLF+JsaQ88ezaKvfDX8vfQ+7/ujjj7d275zTj7ipfn30Q/8fq3xdmT7z0SZ9vpk1Gsf/CzccnK3nG5+c9hAAAAAIAJ0hwGAAAAAJggzWEAAAAAgAnSHAYAAAAAmCDNYQAAAACACdIcBgAAAACYIM1hAAAAAIAJ0hwGAAAAAJggzWEAAAAAgAnSHAYAAAAAmKBFnByGvGrX5WXX67zsxkaWm8/jmm2VX78V7rXf38/rDn0hmz+HYXUY5SrjNVzaibMb5/N7/cDFO+Lsssufw8HR/O8f3dZmlis826HPx6DyHLrtrfweDrJ50Fprw17ht62zedstCtvMahVn26ywznl23Th/I+yW+XOPay6WeTZcz6211h0/HmcvvubmOPv4l+Zj8KKvfjDKff31H41r/vRHvyLO3npfvre3wjqdX3M6zu68+rY4+9mvy8Z2+aILcc39h4/F2Rf/v/lcXBbODqvPn4mz3TI7E7WWnwdKCmc9nl2/t5eHR3rvzcIzRb9T2CcK91rZr+eP5dlf3X5lnL3uN/Jz1fb7Ph7l1ucvxjUr3wLd5/MxuPM3XhJn/8+Xf2Wcfe0ND8fZPtwuS+/tylm88M4qnVkLe3ub5/t16wtn4VRhfs028+cwNZWxqcy7ylyKvy0r/YWR3ueV9dTuznsBD7wtL/tdr3xPlHv7/a+Ja176SD4PNh7In0O/WzgPVHpzFWHdoTBlvur0J+LsrYUp86nDQp/njktxdn3DqTg7++Rns+vP83sdKs+28h4K+M9hAAAAAIAJ0hwGAAAAAJggzWEAAAAAgAnSHAYAAAAAmCDNYQAAAACACdIcBgAAAACYIM1hAAAAAIAJ0hwGAAAAAJggzWEAAAAAgAnSHAYAAAAAmKDFlb6B1uX96eFwlZXsurzmpUtxti0Kw7Ve59mxDEMWW2Xj2lpr/c5OnN16Oh+DWZfda2utXbvMn9n5F+Vz4dprT0e5bncvrtn1fZxt83meLTyz1udjO8a87ff3L3vN1lprQ2FspyZc+6211s0L++UY+1phfnbLfA/ubr4xzu7ecSrOfuY78nn3N77sN+PsW49/OModxhVbe+CO6+Ps73/F6+Ls9l0vjbOf/+p8r/rxr/jdOPva7Qej3IV+K675Y0/8YJydHeRrYdjZjbMV3cbystccVpUZxmVROLN2hXNC5VkOB1f2ufenjsXZI5/Lx2t3yOtuPVU4V4VK78zKmabwvJZP5mfmi7ubcfahi9fE2UX46dAdORLXbOfO59nKd2HpmRXOL5V1vpU9h35vnPN1f4X3g6vZsB7pu64w77pZNpeGVeH7r6BbbuThwhg8+eqTcfab7v1gnP3yY5/KgvfGJdsvPfWGOLv9RP49svHEmTjb743Ta5odPx7lPvkT+bP9S8c/FmePdPl76O5lPl43nLoYZ7v9whwP12NlX61871Z6qQn/OQwAAAAAMEGawwAAAAAAE6Q5DAAAAAAwQZrDAAAAAAATpDkMAAAAADBBmsMAAAAAABOkOQwAAAAAMEGawwAAAAAAE6Q5DAAAAAAwQZrDAAAAAAATtEiD3SKOtmG1KtxCn0e7rJdduf5wqXD9ivBen7Ee5x7GsM7vdbYa4ux1y4tx9rVHHoyz//ylO3H24OaTUW7j6fNxzWFvL85288KcKcyvYbWfZ4f8mRWK5tnZ/PJff4oK41jarwt1u67Lgsu85uzE8Th7eO3ROPvQm/P32197w7+Os9974v44e938WJQ7HPI9+D+7/h1xtn1PHt3v8/H6ptP3xdmXbTweZ9+/d1uU+3t/8s1xzdv+VRxt80efjLN9YQ/slvnYVt7HQ5qt7NfpGq/WnZhuXtmvD0epG8+7IT8zdxsbefYwn8t71+dzqb99N85euG07zm599oYoN9srnL8K7+LZ8ex90Vprn/3m6+LsS2/4VJw9sjiIs4+FwzAc2Yprtsr8zqu2oS/s1/O8cn+Qr91YZT0ulnnZwj4zObPCbCq8oyvfden3YvzeL6rMj9l2vqaPPZLvKecP87p3Ls9EuS+77tG45o9/+x/E2X/zDS+Ks//gp94aZ2/+vafi7Pp4Pl7n/07W5/j9e//3uOaJ2ZE4uzvk8+Bdu/nYnnnPC+LsiXV+xh92815PXPOw0ku9vPznMAAAAADABGkOAwAAAABMkOYwAAAAAMAEaQ4DAAAAAEyQ5jAAAAAAwARpDgMAAAAATJDmMAAAAADABGkOAwAAAABMkOYwAAAAAMAEaQ4DAAAAAEzQIg0O63VetesK2UJ/eujDWKXnnf+ubpb/rtJ4DUOevdIKz2u9mY/X5uwwzm51efama8/F2f3TN0S5jco8ODjIs/1VMA8qv22VP4e8aLbGn8leBeN1taqMY2W/rtzCahXlZseOXvaarbXWFdbTbD8fg71+GWcPC3P06fVOlJsVntd9+zfH2fc9cVucvbC7mdd9LK+794Fr4uyN7832nxff/3hcs//8p+Ls+jCfi5XzwGx7K69bWA+lPSFVOA9083H2meeD0ru/MOaluuF87ra345LdIv7EaOtj+Z7SCj/rhTc+GWdv/aGzcfadr7o3yl3zodNxza7w2bD69qfj7I/c9Ztx9shsP87+y0feEGfT39bt7MU1W2FfHeubrDt6PK+7l4/tFT9f86yGwru/9fm8m584kZfdzdbJrLBfj/W9mt5ra61tfeZsnP2jd9wTZ8/+p38Q5V61MY9rLrs8+wPHH4uzf/Fv/P04+7G/lr83jxT6LC+YZ/P2WLcR19wf8nXzscP8nPPPH/qKOPvin300zg7nzufZwtpJzbbyZ1vak5JrX9ZqAAAAAAB8UdAcBgAAAACYIM1hAAAAAIAJ0hwGAAAAAJggzWEAAAAAgAnSHAYAAAAAmCDNYQAAAACACdIcBgAAAACYIM1hAAAAAIAJ0hwGAAAAAJigRZwchjjaLQpl1+s4e6V9Md1rSdfl0a3NONsv8rq/+egr4+z85nwuPnrmVJy949wqyg0XLsY1h4ODODvaGuvzum2MKV6YX5Ux4Avorvzf/dJ5tz6fr6fZ0SNxdv6xh+Ps3f/XDXH2lz/6dXH2n73ia+Ps+lS2/xz76EZc88b37sXZaz/xWJ5tO3G2tl8+mGdX2XitKu/tsfaf2TyO9jv52I6itF/3heiV35OuVt2sMOYj7e3D6jALHuT3Ojt1Ms/uhddvrR15LL+Hiwf5fvnGmz8RZ//ym/8wyh15y35c8+5FPgabXX4GPNfn59BfuPCKOPvp+2+Ksy/6SPYu6p84E9dM3wFVpfP17u4o9zCG0rfAVXCGvFrNNpZxdljle1VlPnfhPQwH+Z5Se+b5uarSOxk+80icvev/zu/3v3zp90S533n9T8U1b5oXvkcKY1vZ2+9a5mf8p/LjWrvv4ESUe2x1Kq75jrMvi7Pv+pVXx9nbf/tsnB3O5d8566fPxdlunp3xu1n+EPrCuyW9fsruDwAAAAAwQZrDAAAAAAATpDkMAAAAADBBmsMAAAAAABOkOQwAAAAAMEGawwAAAAAAE6Q5DAAAAAAwQZrDAAAAAAATpDkMAAAAADBBmsMAAAAAABO0GKPo0A+FcCHbdVmuX+c1K2bzceqGP6u1Nt5vS63z6x//5Pk4e+bnb4qzP7fMs7c9tIqzmx/6VJTrDw7imrPNzTjb7+3F2WGV/6543bTWunk+x4d0KlTWOJdHZZ+o7GtDX8iGz71w/f7ixThbmcvdp/fj7PWPPBZnr/mZfA+MjbSeCjvK81dhryw9h7HW4xh1KzVL41XYOyam8j7vlhuFuofP5Xa+cM3C+Wf9+Sfi7LwwBjf9Xj5H9+8/FWf/19d+Z5y959s/FuX+m1t/I6657PL/19kf8vH6u4+9Kc7+wa9+SZx92dvz59seOxPF+spaWOSfsJU1VlqPhXtohefbbWT79XBYeHPbgy+L/iDfV2dbhW/A3d04G59vC+fgVundFHSzwjlhlq+R/hOfjrN3/viNUe67vu5vxTXPvCn/Zn/prY/H2cUsX6cff/z6OHv4yNE4e8s7sns49slzcc1uJx+vO85+JM72Fy/F2bG6Ed0yew+MssZbsScU8J/DAAAAAAATpDkMAAAAADBBmsMAAAAAABOkOQwAAAAAMEGawwAAAAAAE6Q5DAAAAAAwQZrDAAAAAAATpDkMAAAAADBBmsMAAAAAABO0iJOzeV516PPsGHUrNcfSr6/0HYxjno/t7Mnzcfb6d6/ye+iHONqdu5CX3dvPai7yZdPvZzWfKdzl2ZEMq8JzSO+3sh4r6+YqGK/nhSs95pX3xZCv/aGwTwy7u/k9hPvEM4Xze2AklTlbeV5j1a2shzHWo/36z19hzIfDg1HqprrCGXA4zM8T6yfO5HU/91icXXwkjrab/10+R8//w2WU+9vXfUdcc33ztXF27wVH4uzR938mzt7+5PvibF/Yq9L3cbfMz9fDQb4Wus3NUepWzhltOMyzXfa/W7X1WNivr4bv6OeB9LuyteKzDOfdbJHvaUPh3wVn82z/a621fm8vv4fKeipI3y/X/NLZuOa1v3M0zg4XLsbZg3W+Tu9sT+f3UHgfp2e7frmRX3+V73/zkyfyuoXxqrxfWmG7TNf57Ej+3h4K/aNKXyrhP4cBAAAAACZIcxgAAAAAYII0hwEAAAAAJkhzGAAAAABggjSHAQAAAAAmSHMYAAAAAGCCNIcBAAAAACZIcxgAAAAAYII0hwEAAAAAJkhzGAAAAABgghZxsl/nVbsuzw59ITuE189Llq5fURmDsaTjleZaa8Pubp6dF/72cPFinu3z+13v78fZbj7P7+FKKzyz0lwsrd10fo20d/DsSs+8sE7HeA9Urn8V7O3dLL+JYRhhPY3lalh7Y+xrY+2VFWPsq621Niu8syprN3U1zJnng8peVXnmY5yvC/tfbQ++Cs5flbPw4UGUW33usfz6jz0eR7cWyzi7Wh3m9zDWeyict8PhapTLV873Q+VMMtY9rLJxGCprzH59VRvWl/8dPVTWc+Hbum3k7aOrYt6Fv62/dCmvubOTZ8f6zhrpDDg7ciTKVebsbHMzzvaX8l7TbCuvOxxk7+2ycB/ud/fikleyJ+U/hwEAAAAAJkhzGAAAAABggjSHAQAAAAAmSHMYAAAAAGCCNIcBAAAAACZIcxgAAAAAYII0hwEAAAAAJkhzGAAAAABggjSHAQAAAAAmSHMYAAAAAGCCFnGy6/Kqw/AcbuUy6td5tvK7ukIvvXIPs3merRgK95AqjMH63PnLf/3WWjcfZ7z6w9XlL3ql18KYKmtnDM/nsf3zNPR5trJXpXUre2XFSHv7sM7vt1ss87qHB3E2v4GR3m+VOVNRuN90bIfV4XO9mz+j8Ej7T2GNdbN8vIY2wntzrLPW1FTW3mj3MMLzKayRYVU4f400lypny9L9jqCyr5V+V//8PFf1e/t5uPB+K32PVNZ5+B4ovQNKc3akd/zzQG2fKKzTjY38JsJ1Ouzn875b5C2h0vmnMO9nG/mZuT8onO3CNT3b2sprFnRHj8TZ4dJOnl0X9qrt/LfFe0XhfTG0wpwp7MGlvb2gWxbWQzoOlf260JMq3WvgKjiRAgAAAADw501zGAAAAABggjSHAQAAAAAmSHMYAAAAAGCCNIcBAAAAACZIcxgAAAAAYII0hwEAAAAAJkhzGAAAAABggjSHAQAAAAAmSHMYAAAAAGCCumEYhit9EwAAAAAA/Pnyn8MAAAAAABOkOQwAAAAAMEGawwAAAAAAE6Q5DAAAAAAwQZrDAAAAAAATpDkMAAAAADBBmsMAAAAAABOkOQwAAAAAMEGawwAAAAAAE/T/Adv0OKLG2EkIAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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YBS1dLwt7S78o7P3PMe3qLMod+8mzcc1Xr+Vr1dnCvv1fffhn4uxtf3FvnF0uCns3pbNW04TzrLKu9sOcnxJWfwAAAACAEdIcBgAAAAAYIc1hAAAAAIAR0hwGAAAAABghzWEAAAAAgBHSHAYAAAAAGCHNYQAAAACAEdIcBgAAAAAYIc1hAAAAAIAR0hwGAAAAABihlSGKttNpnO02t+Ls9Kbrotxk3sU1D117Ms6++MCjcbbiocWBOPv0cl+c/YvTt0S5B85cGtfcnK/G2dsPPhFnf+aST8fZm2ebcfbJZf73j189+tYo97E774hr9qt9nH3by78cZ1974HicvXHfU3H27vVszDRN07Qnz0S5brHIa67kS1I7G2T5en7o83FXUVnb+y67h8nqLK7Z7c7jbEmbrxOTjfU42992XZy9/2ez5/Bbr/7NuObl02yONk3TfHn3sjj7qTP5OrHo8md71dqJOPsT+78U5a6d5u/rR9bzveWXXvJHcfa/fcXfiLMvuC/fY/vC2trPB5o7qcIc4zto20HKput1O8mv3+dH8ZJ2NZ8jj7714jj7q1fla+ukydaVD2ytxTV/4b//D+Ls7R/Lv0fmV+XP4AU/ltf9hSs+Gmd/+Z27Ue7e37kirtlt5d+PQ6nMh2YtHwtNuLb383wPKK3BQ01eOA+6O26Icv/0Vb8b19wzyb9dfv7YK+Ps7b+S904WJ0/F2fNuoLPLYOvaEPc71PXP8Te/0zoAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACM0Eoa7JfLvGo7TM+5f+TxKDc7sBHX3L7z0jj726dfE2d/c/FDcXby5GqcveyzcbQ5eM/JKNfuLuKaa20bZ79y/Yvj7Htf/INxtssfV3Pkkztxdu2LD0a529oH4ppnfvj6OPv47Qfj7P6LzsbZK1dPxNm2MM2bWbx8xPpFPhbb6fScX/95Y5I/m3aSz+m+6/O64fvpl11eszLmCnvWZN/eONtffWWcve/v7Imzv/Hq34xy+yf53P9Xp14WZ//F//vmOHvZF/J5unVpPhZPvX0zzv7Iq+6Lctc1+fjeM8k3l2tmT8fZNp82TX82f79Nn8+d7tT2Oa/JOVI5M1feT6Fuvl5XvgXyuVcxueTiOLv50nDcN01zsluLs3+4eVGU+5Wf//fimpf8q8/H2WXhPUz35fvQD+5/MM5eNs33zVv3HI1y965dG9csja++sAhX6hbmWL+1ldet3G9cc5i1Y3QuhHGX1i18CzR95QPw/Gtn+Xnta+/J1sAfWD0e1/zCTt5r+tQvvTrO7vvWF+LsIOtE08RjsV2Z5SUL32+lc0YhWxnilR5DfL+D7UPn9qxl9QcAAAAAGCHNYQAAAACAEdIcBgAAAAAYIc1hAAAAAIAR0hwGAAAAABghzWEAAAAAgBHSHAYAAAAAGCHNYQAAAACAEdIcBgAAAAAYoZU02K6uxkX7+SLOTtbX4my7kt1ue/+jcc3Dd+2Js91X8nvdeOJsnJ099HB+DydOxtl+d57lJm1cc7KxHmf3ntqMs3v+KrvXpmma/uSpONvt7MTZZZhrV2ZxzcqzvXbP8Ti7d5L/rq7P/wbU5dO86c9sZbnd3bxom99rqS7Pql+mI7829pu+C4sO8zfKdq2wtxy6KM7e/9cPxdn/9Q2/HWdftJqta5/duSSu+X/94Zvi7A2/fyzOtlv5/rZy8+Vx9mSXr5eXhGvgtN0X11ymY7Zpmq/vXhFnL74nPxP1O/m61m9v59l0nlfmYyXb5evM6BTGXTudDnMLhX1gCJXf1a/nB5XZWj73Pnj6RXH2d//09VHupg/cHddcDnRW2r7uQJx9zcYDcXbex5+QzZ89c1tYNH9ftbNDPscq2mnhHgpzrAu/3yprR4n1+tn1fZ5t8zNNSVp3qPFxAZhcf02c/T/f8RtR7vA0/274G/f+O3H2wMe/HmeXi7wfUhlflT12cij7zukvz79H+rX8+tOjeT+kO3U6zjZn895JX3kP6ZpQWQ8q68w55j+HAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIRW0mA/XwxyA5W6/XIZ5SYb63HNPd88FWcnZ7bibPfk03F2uSg8g8LzaidtlpuuxjWblXjINP1m4XmdPp3XLTyvIUz2bsTZo6/K//7yjrUTcfYvN2+Ms59++vo4e/XHtuNsM9/Ns6F2Os3DfTa++S7awt8I++6c122n+fVLc78wlrZvvDTOvvLN98TZ12/k+8CsmUW5R+cXxzUn83yOzA/vi7PL9YNx9tE35vvLz73sj+Ls1StrcTZ1vMvXv1++521x9qpvnclvYj6Po+mZqGmafJ53hZoVrfX6WRXW4EHeeUE7K5wBd8/9GaFpmqYp3MPOmXyd+INvviTOXn5ntheWvp0K72uyd0+cfex1hXNVwed28uydf3VLlLtt62vf4918F5Vnu5rtxWWT/B7Ss3A/L6wHk8o4KJz1xqayl/X9cPcRaCvf7Of527ppmqad5efF+/7jw3H2tWvZ2e6RRb5nbf7elXF2/czjcXaotaq/I+8bPPS27Iy/dU0+ZlbO5OvPoa8eiLMXfSM/t6/c/VCcXZ44EWfjtXWo8/U55j+HAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIRW0uBkdZZXnU7zbN/n0d3dLLgS/6ymfeLp/PqLRZztts/G2abv8mxb6OeH76Hds5HXLOi2tuJsv1wOcg8V7dpalNt67S1xzf0/8Eyc/frWZXH2c0evjrPtnx+Ks1fd+4042+/Oo9xkIx9f/TyfY6V1hmfVTto4W5mnk7VsHe6X+fpXun5hzzpx02qc/fuXfSrOrrf5XjQJ/1b7hj1fj2vuvOv9cfYvfvSmOHtmnq2VTdM0f+uS++PsW/c8GGebJruH48t8H/qtky+Os5OP5utqu30szuYnoqZ0fmqacJ61+XpQOo/w7LrC+afyfgaoG5/Dm6Y0PtvCub1fycfd7Gi+D5xe7Iuzezey5zU5fElcc7KTP9tn3nBdnH3Hm/8qzh5b5s/gN594XZy95iPZ+tNv5ut1RVs4L7aFM2tT+XYpnLXS+bC8AL6dRqey71bW6wHqXgjf1hXTS/Jz1Xve9Ilzfv3fOv7aOHvZRx+Js5V5OlnPz9e7r7k9zj7wznwN/ME7vhblDs7yXtfmMv/O+stLboiz87174uwVJy+Ps+3p03G278K5W1kPKkrfAt+dkz0AAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACM0MogVZfLONrt7MTZdnU1Cy4Wcc2K7sxmHu67Qrav3EWcbNs2y62txTX7zcIzKIyDkvB3NU3TTAq/bfGK26LcQz+eX/9FB0/G2ftPXhpnt792UZy98ZOn42y/tR1nu7PZ3J2s5++gMm/6eWXejEs7ycdo3w3zHOO1vR3ob5SFuv00f15bfT6e530+9yZN9h4uKjyun9j/1Th7w9oTcfZTp2+Js7NJvh+f6PIft9Vn4+sDm7fHNf+Pj78lzl53T+HscmYrzvaTwgsu7IVDKK0zQ50Hng8K77GdTuNs6ZmXzqHnXr/M9/7JIs+uHc+f7fxQnn3mjix75sjVcc3N6/L39fff/Mdx9u17vxZn79q5LM7e+fmb4+xt9xyLcsvdeVyz6fLnVRnd/XZ+Dm737c2zhe+RWOW7lOeP87xel0zyPWvzZdfG2Vfs/fM4e7LbjXK/95EfjmvesnV/nJ0U1ondl94YZ7/11rAv1jTNZDsfM5///E1Z8GC+Xl995TNx9i0vvCfOfmw9/x459I19cXbtgfzZVvaMvOj5m+P+cxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGaGWIov1ikYfbvD/dz7O67cUbcc3u+In8+l0fZ5u+kD3PSu+rYjqNo20hO9lYj7On33RbnH3kx7Ln8Mqb749r7l/ZibP3PnZ5nN33YBtnp0ePx9luPo+zqX65zLOVOcazqq1VXSFbqNvmYzSvWfh7ZuF3XXxPPk//wZd+Is4evf3jcXbPJLuH+3fydeKxsxfF2Y/ee2ucnT6+FmdveOW34uzLNx6Ms5/fvi7K/dq/eVNc88pP5mN27ehmnG0Ka+B5VzmTVdaZytwdm8K6WtlPS9L1+gI427bb+Xq952h+v9uX52N093B2Xpzeuh3X/B9e9P44+9f2Ph5nZ22+Xh+YnI2z083CnD55JstVziMVXeEcuhzm26W/aH9e91S2v5Su/1zahy5klbPtUOvlEOfrgc73lW/2Yy+fxdlLJvkZ7IHFnjib6q6+LM6evmlfnD35M+Fa2TTN/GjexrvpX+7G2dVHnsmuf+WhuOYDP51/u7z5LffF2dff+PU4+9XLXhhn11fzsdjuZs+2tAYPMcdDTusAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQitpsF8s8qrTaRxt2z7O9stlltvejmuW9N0wdSvaQj9/kmXbts1r7t0bR6cbG3F2eeSSOPvwWw7G2eve8c04+6ZDD0e5WZuNw6Zpmoe28981P7kWZzeeLozFytydzfLs7jzLhfO2aZqmneRjsV1djbOj0+XPvJnk63XTFMZdulZV1tXC+tdtn42za196MM5e80tXxNn3HX5HnJ1uZfN09vRmXLM9k++FtzfH4uyZlxyJs/t/OH8Pp7t8z/jA0Tui3KWfjo85zcG7j8fZyfFTcbbfyt9Des5pmqZpC2etSt1BVNYkvv/i9fr8v8f+1Ok4e+gr+TxdO5Wfb3cOZuvKiZv3xzV/59LXxNnD13wozl6zkj+DWZuvKZPrC3vRvj1Z8Km45GBKa3D4ndU0TdNVvrXWw/Nt5fx0IXzDPh/0ed+iqbzzSt00W7l+KZuP+3Zfvq7uHsrH6KOLQ3F23ofr2pU7cc373pv/rje87O44+9qD98fZf/KZn4yzK1+8J84uwz7a7Gz+vNaeujHOdk1hLBZ000KPYX09zvanznwvt/Ndig60zgT85zAAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACM0Eoa7Ls+r9ot4uhkdZbX7bs8m5bs89/Vrq7mdXd3v5fbObfaNsvN8nfQH9gbZ5965cVx9tr/8Otx9levfF+c3TvZibP37hyJcg/vXhLXvOf45XF2/fF4Ojbrxwvja1L4G9BymZcN525ljlVcEHPsQpXO/aZpmi5/56W6cc3C+Kzc6zK/1+7k6TjbntmMs6t3F8Z+OPeWhb24neTPYLJ/f5x95C35O/vFI38WZ8/2+V704Jey9frWTx2La/aPHo2zy0V+zikpvN++sF6nKmOmdP0h1o7ni8qzqeynz9Nn3u/O4+zk4cfj7L5Hpnk2zF18V35efPqeF8TZv/PS98bZH33j5+Psey79ZJz92Rd/JM7+9it/PMrte+iRuGbTn/v1r2lqa2AzzcdMP8uzk6e3spoD7AFN09TOZTy7gb5/0rW9rYzPwliq1G0LPYaVrXzuPbB7OM7esPpklHv3C++Ma1a86+Bn4+wDi7x3sv+hvC/Wn837Ien87y49FJdcefXxOHv9Wva+mqZpvnji6ji756n83N5tZmtw0+TzobRlVcLneJ2x+gMAAAAAjJDmMAAAAADACGkOAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACM0MoQRSerszjbLxZxtl0Jb3e2mtfcncfZpuvy7Gp+D/288AwmbZ7dWM+uv39PXPOJH744zv61v/uJOPufX/zZOLvW5sP2nsLr/cypG6PcR756e1zz8CfyuXD1N7fj7OzxU3G2MseaNh9fzXSa5XZ28ssX5k1XmDd8B4V33q4U1vblMqtZWNP6whJcGveTcCw3+e+qasP51E7yhzDZvz/OPvBf3BZn/+QnfyXOHp72cfbnj745zt78u6ejXPfAQ3HN0pipqKyr7TB/s0/HV9/l76t0r5XJOzald36en2NlLPeFsVRRWIO7U/n5o6INv3PaR/N7PTTPs3uOHoiz79/3kjj7nnd8Ms6+fe/X4uw/fEd2GL/tX+ffI93pbA+oKq2BhT1jsnk2zi6fOR7l0nW9aYq/qxvmnMMFbKCzR2WOHHggL/vZE9fF2VsvfzzK/dSBz8c1J20+n9bbfN8+vdyIs2euyt/ZwVtviLPzw9k6fP9fz/sxf/uGP4+zm91anP3iN66Js7d9K98z+t3dONtOs/cw1PfjueY/hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCEVtJgO2njov2yy7NdH2fbSdjL7vPrTw7sj7MV3ebWIHVL+uzZnj2SP4PVnzoWZ//exXfG2QOTjTh7qjsbZ3/9yTfH2S/+2ouj3A989OG4Zl8ZB4U51q6v5/ewXOZ1Z/GS0HTb+XtI9bu7cbayJvEdtPnfCPvFPC87nYY1F3HNwRT2jMrzSp9B0zRNuzqLcpNDF8U173/vtXH2Q//+P4qzV07z9fpj2/la9dX/LluDm6Zp1r/wuSzY5evfBWGgsRjPs0k+Zkv3yrOrjNGB3k+6n/aL/MzetMPs0f083zMq55/K80rrTirnr0fz37V+ajPOXvbpF8TZe990ZZy9ZOPBOPuCq56OcpNLL45r9md38mzhPUw2CufrnfzM2hw/FUfTs0NXmAuVdaZdyb8F+A4GWgNTpR5L4bxa+V6t9EMuvTNbJ5qmab5w+y1x9id+8q4od9PsmbjmWpud2b8tz043vhVn/9O//Ydx9i/feUOcja9/yV1x9gtb+T70v9yV926ue18cbdpH8x5WZe50i8I+8BzgP4cBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghFbSYN/1hbLLODnZWI+z/WIR5dq20PNeW42jy8MH4+z08WfibL87j7MlF+2PYk+9eC0u+Q9vfn+cPTjJ3+12vxtn/5ujb4yzD7/3+jh78Vc+G+UW4ThsmqZp2jaPTqd5dnMrv4dJYT5U7iH9bSvxMtN0hbkwWc/HLc+uMu6aPh/P/TLfBwZRmHtNX9jfCmXb1VmePXJ5lHvwp6+Ia/7e3/zHcfbalX1x9pHFmTj7X/7G34uzV//rO+Ns353n8VVRGl+FAVbQrmXrZb+b78Wl61fWmbEprVVdoW6+95/v9bqdVu618AyGEr6Hbmcnr1nItlv5GfCSz2ffAk3TNH/85Evzulfm+8Bsmo2v+ZUXxzWnx56Ks01hWUu/NZumaZrCvGlX8+/Npju/Y7z2zc+zGmrvj+sWxlHhfN+ubuR154Uex2NPxNEb/iD/BvzF/p1RbvZv/8u45o/uORpnD07y53XVdE+c/Xf3fSPOvmHP1+PsY4tsz3jfM6+Ka37oEy+Ns9f/cb4Xzr50f5ztTp+OsxXtSvat18+HOV+f6+8G/zkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI7QySNVuGUf7nZ04266uZrn1tbjm8uIDcbZi8yVXxdnZqXmcnSy6OLt1ZCPKzV97Oq65f3I2zn5tvhtnf/aBn46z07/VxtnuW3fH2UH0fR7t8myzzMdBO8n/BtTv5u+sWYbzvM2vPynM3e5svnaMTbsyi7P9Il9/SvcwnYbXXwxy/crca9p8TWknhWz4DJqmaU6/8HCUe+e7Ph7XvH01n3tbXT73/+Z9746z1/zTL8fZbqixMITCmKnVLfzNvs/3gcpZKzbJx3ef7hdjVHnnhfN10xTOCed5va7UTb8F6veQP6/S/jKA0vN65mSc/dyXb4izL9jzTJx98IlLsppr+VxYmRU+YQvrT185t1eyW1t5Nv0eKOwB7Ur+vErfI2NT2fsr68QQZ9bK3lLQF76/2mnhG7RQd/KV++PsTd/cG+V+4//7qbjmP/jxrMfSNE3zpjfeFWdv2Hgqzh6c5mvK505fF2c/+pkXRbnr/yj/frz17m/G2e5Evmd1hX5IZV2rfOsN8h091DoT8J/DAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEIrQxRtV/KylWx3dierub4a19y5bCPObh/O73X70rzvvnVF4Rms9Xl2zzLKveiyJ+Oa/+zxN8bZv/rEbXH2pv/p3ji7OH48ztI07eosD5/t4mg/nWa5+SKu2U7zedNO2jg7Nv0ym/tVbfjOSyaFmt0wv6vp83W1ZJav7Sduyp7DK/Y+ENfc6uZx9i93DsXZ5n8+HEe7zUfyus8l7TB/W6+ta/ncideEoebCQM9rdCrrZV/Yzxf5Pn2+Vc4UJZUx2g+0Fw2gn+f7wJ5H8j3rA5ffHmeXT65HucnOdlyzXw4zvvsuXwMnhfN1Xxpf+TuLSw50LhydwfbIwt6f3kPlOFEan/nc63bO/Vj+9j0U3sN2tq60Tz0Vl7zxznzuP1xYJx45dEucXR6+KM5ONs/G2duO3RPlus18vV4sCuNgoDlW6TmW1ssh7neodSbgtA4AAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjtJIG2+k0rzpp42i/WORl19eymt96LL/+LZfE2WOv6ePsZTcci7M/duS+OHvL+uNxdtpm9/vNncNxzX/+wTfG2Vv/94fi7OLEiTj7nNLmc2GyOsvrTgp/1+nycVuyXGa5votL9ss8y3dQeOZNm4+lfoCx1Bb2i2a6Gkf7dHwW76Fdze+huSJfW8/cPI9y8z7etpsHFnn2l7/59ji78a1TcXZZGYtDKKzBpXNOIduu5O+h39nJs4UxHis8r6YrXH9SeLZjU3mOlfczhMr1C3tLSWXPKGj7wrdLmu2HOX+1s3wfWt5wJM4u9ub32y7z99uG20BbOWN0hbNloW7lPFD5hoXvaIi1orC39EOd1QZaA8/3PfTz3UGy3eZmfhOP5v2urnBmjdfLypgZahwUziSlM/OFMG7PE/85DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACO0MkjVro+jfSHb7O5+DzfznW187Ktxds+LXhpnnzy4P87OrlrG2bfvfSjO7vbZs31msS+uefjz+fvqTpyMs+10GmdLY6bLn22sbePoZG0trzvJ/1bTrs7ibLd9Nr+H5RDPK/9d/WKely2MGZ5dO8nHc79YFApndfvCkGsLr3yysZ7XLWS764/E2Udfl+8D73n1n0e5IyvH45pPL/fG2W8duzjO3ry6E2cra2C3k9eNFdafdqVwJCqs133hd5X2t8Jvi1X2zMJeOMhePEKls1JlP6+8y/gGukK0ME8L+0Bb+F1dZe7lN5BHV/Jz3fTyw3H29JGNONvkr6yZP5bvL3seD99v4R1MDuT7a+UcXJs3w/yPVTrPS/cafhN++wYGWA+4sFXGBxeGwjsrfb+lSvtbfr4u3etQ69ogZ6Lnxhzzn8MAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI7QSJ/sur9rmPefpvr35LezuRrludx7XbJbLOHrtr30lzj7xrjvi7D/f+aE4e/C1W3H2ommW/d+++Ma45lWn8ufVF95Du5IPxTZONk2XDZlvC8f4ZG0tL9n3cbadTuNst7kdZ5tJ/sT6wnxI77edFZaZcI43TdP0Xf5seXaVd960hdkX7gNtZXxW3vnOTl63sFZNzpyNs6dvW4+zd2w8EuW2unz9+f2nXh1nL/p4fq/t44/G2W6xiLNDKI2vyr0Wzjm1OVb4m/0A57LKXlx7XpWde2QKz6Y0lkr38Nz5X5HSOaFUeIAzReHdVs5KlXtdP5bvhRffvRFndw/kv239mWzctvN8Tes38++hyvm6r0yxyhpcEt5vab8YaO3g3Hi+7pFDrKvPZxfCOEjPi5V1dV5oyFSewYUwvtJ7eI78rufOaRAAAAAAgHNGcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghFbSYN/1cdF21uZ3MMmz3c5OeAOFnnfhd/WLRZzd99gyzq59OH4Nza8/+G/F2bbLcjd+6FRcs/nyPfn1Z/nv6nd387ored2mDx9C0zSTtbWsZGEcVO6129zK606ncbZZ5mOxXZnF2X4xz2oW5mPl+u3U37aeVZ+va01bWK8rumzc9U1hLBfmc1OoWxpLT52Io9f9wcE4+4sPvjvK3fijD8Q1v/n+G+LstR99LM52J/M9o3J2qIzbdraa100vX1krJ4WxWFkDC2eiPr/dfD72hfWgsnZUzmVjU1mvJ4X1siIcH4PtF0OpPNvzfP3ubPiN0zRNe/pMnF35enZWa5qmOXR//n7bjfU42588neW2t+Oay938d5XOzIVzRqluYQ3s5/k3ERewynp5vteq59K9Pp9dCN9vobQP0DTNeb/XsiHG+FDz5hw/W6d1AAAAAIAR0hwGAAAAABghzWEAAAAAgBHSHAYAAAAAGCHNYQAAAACAEdIcBgAAAAAYIc1hAAAAAIAR0hwGAAAAABghzWEAAAAAgBHSHAYAAAAAGKGVNDhZX4uLdtvbcXa5sxNnm8k0z4b65bJw/TaObnz4i3F2fb6Iswdm8Str+t3dKNfu2xfX7Ar32k4L76uQ7Xbn+T2szOJsvwh/W+Fe45pFlXHbFsZtaT605/5vS/0if7dNk7/b0amslX03zD204bgb6PqVsVyaT4U5vfqhp+Ls1R/so9zuP1qNax5ZPBFnl5X1uqCyD7QDnTPyG8jXtNJaWdAPUzafj5V1vavc7EDrzPPBhbBehyrzeag5UpKO+6b429J9oHD9yrtdnj4dZ9utrcItZPtQ09TOlum6UhozhefVLwY6ZxSeV9MXzrfhuBlkzDZN0/SF3zU2pTntOZZUnm3F+X4PlT2+dK4ayBDnjPP9DqqeS/P8HF/ffw4DAAAAAIyQ5jAAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAhpDgMAAAAAjJDmMAAAAADACLV93/fn+yYAAAAAAPj+8p/DAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACP0/wOKhkHMVtzDMgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ynhfGJV//PR+Is99z/H1x9tHlapz955UFe1IIV8Zievn19Tx7+FBeuMvHeL95Kc/u5WetZnL5n1dp3gzwvp43Cmtg5ZlPDhyIs/HeW9ijKxY37sbZV60/EGcPTfLzR+Vstxu+szNdfr5/fPdInH3DzffH2W8/9v44e8csX4NX2/zZdk12Jrn/Rfm30zce+6E4e/dP5et1f2EzzpbOWhXpPK/Mx8J3/GRjI687NkO98yusXw5zDu4XeY9henE7zh68/1ic/e3tL49yt7wz34vX3vWRONvt5vtbSeFcVZnTk6PhXjTL15/+7Pk4uyycg0vfsEOJv3cLZ/YryH8OAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAjN4mTfDXID/fZ24Rb6KDdZrsY1D99/Ic7e/6EXxtlfOP6aOHtkmj+Ddz99d5x98N/fFuWu+9PduOZ0ZxFn946txNndw9M4u3Uy/5vGa7/9z+Ps/3rD70e5I21+rzt9/rzeu317nL3uT9o42z11Os5W9MtllGun+ftqV+ZxttveibNcAV02Pvo+H8tNn+0Bz0XTY0ei3AP/Xf4MfvHaP4qzRyb5ev3EMr+HLp/SzeTwoTibrhXdi26Oa55+2eE4Oyk8g+P35mtwv7cfZwcRnrOapmmaSb4XDnWGHJ02Xy/73fxs10+zdzlZzc/X0629PPtYPvcu9flatd9vxtmmyefeB3YPRLnv//C3xjV3HsrXvzd+dX62vXaSn0NX2404O23zs126Utw1z9/tm7/mQ3H2/n95a5xtJ4U5doWXtfQc3jRNMzmQv9tua+sLuR3+/6icb8N9oDI+robzdbexFme3byhMviPh2l74vq/shV3hPbTr63F262teHGcf/sbC8wqXwBPvzQ/41/2HwrPdy88O/aKwXlfeQ3gmapqmaQp7Rn4DV+7b2H8OAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAjNhijaTqdDlI11O7txdnL/g3H2zl96QZx99/u+Ks7OLi3j7PqHTsXZm85+IM6mKu9248B6nD1w7Gic3XnjTXH2a4/eF2ePTNbibOqJZRdnf/Q93xBnX/KeR+LsojAf2kkbZ/tlNm77vo9rNnv7cXSytprXHZtJYQ3u8zHatPnfE9tpNpbScfRM0Xx8NpVxN5DJWr6mfPa/uifK/darfyKueXK6EWcXTf4eHl8eirP7h/Px9fhfvz3OnnlFdr//7eveEdect4s4+xPvyNfrE79/Ic72i3wNrOzH/V74fgtzvLR28Kz67sqvVe0s/BxYzffdbiX/xJhdytf2T+3cGGe/ZOXpOPverfxs+SNv/1tR7rbf2otr7pzIx8F7bs/XyvuOfyjOHplsx9mNdiXODuElG4/G2U8ceXGcLZwyaoY4vxTW4H4vH4vxejBGQ51DC3Xb2Ty7/FVwvm5X8nVi56aDcfbVr/1UnH3TNR+Ncr98y1fENR+75WVxdv10Pk+f+Ib8m/0nX/MrcfZF89Nx9n955M1R7tT774pr9tPC9+N63j9qtvM9q6RwFo7X1qvguzThP4cBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARmg2RNG+6+NsO89voW2W2fWXWa5pmqbfX8TZyWNPxtlDjz8VZ7vzF+Pscn8vzsbaNo/OV+Nsf+tNcfZzX3M0zr7lu/6fOPtNB87E2Xk7jXJbXf4OfvjBb46zd//8VpxdPp6Pxabv8mg+dfKahTlWWQ+6nd0v5HbGofDOm7bwN8LKWOrCugNdv7KuNX1hz5rlY3T/K14SZ3/iu38hyr1oth7XnBae7dnldpz9gwsvjrPNDTtx9Cte94k4+yPXvSvKXTPNn9f9hf31XzyYP9vl2XNxtjIW+0W+tsYK06ak8Lv4PCrrZSU7CbO7+b7br+TX3z+Uj4+NSX4PH949GWd/+tR/Gmdv/v1sL1o9lX8LzE8fiLP9rx6Js9/9Fd8VZ//Jm98aZ9+8Ufht4fl6v3AIXWvz9frcPQfj7PFP5HtGv7kZZ4dYA9tp9lybpmmawrdxV8jyeVTOoQVpn6Od5Ncvff8N9LtOv2wlzv7oDdkZsGma5stXsx93z+1vi2v+7Hd+bZy99/Gb4+z33vGBOHt0mvcNfvXsa+LsR999V5S75RP5d0NFe2AjD0/zc0Z/MV+v+71Cv+15dr71n8MAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQrM02K6s5FX39uJo27Zxtlsus5qzeVyzD2s2TdN05y/E2YrKPQyh8m73X31PnH34exZx9kf/k1+Ns2/eeCrOztv8ty37Lsr99qXr4po7/0OenX78U3E2nQtlfR9H21m8fOSX38/HzGQln+dcvdrpNM72i2yOPhPOx3JT2IemN1wfZx/7ge04+1Vr58NkvqadXW7F2X99/kvj7Nvue3mcPXki3zf/++veFWdvmB2Ms6mLXf5sr/3ITl74Cu/xTdM0zSScZ91A91qYY2PTzgt7aWEsVer2O7tZzeNH45qzs/n61y7X4uxOn+/9Ty0Ox9mKlfP7Ua7fvJQXfSI/2x76RL4XHnlH/mx/7P5vi7OHf/hfxdnXrJ6NcvM2/5+lu1aeiLMX//rFOHv4gTvi7OyDn4iz3U6+Z6Tn674rnHMKJqurg9R9XhjobFmrm+YK/wPY599fJYUz/uYL8nXtznm+v6y2B6LcWpvX/Pjp/Ftgce+xOPu/3/f1cbYtfBKdvDcP3/pgdm5v9/PzyOJkvhcvV/MxM9vMe47T+x/O76HQy4zneWWOX0H+cxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGaJYG++Uyr9oWes6TQjas2y/285p9X4i2g9QtafN7mKyuRrntr/2SuOb+3z8dZ3/mjt+Ns1+2ktedt+txdr/Px+3btw5FuZ/9kW+Jax768MfibLdXGbddnh1I32VjvJ3Hy0zTdIv8+kPNMZ5d5ZmHS1W/v/eF3ctfev3Lv1Y2TdNcfOWNcfY77nhXnN0P5/Sjy+245vd/Jl+rnn7rC+LsTU/l6+ojb7gmzjYvzaPL8Hnt9vma8j898M1xduXR83G2m07jbBOuq89kC+eydM8ozJvSWe8q2LOuVv1evga2hbFUqRsrnFPazz0ZZ9fOHI+zu908zr5q/VSevfbhOPvRwy+PcrPtnbhmt5NnK5aFPfb63/xMnP3eu94SZ3/1b/xclHvhLN/fbp7la/sPvvTdcfanXv834uxtp/Jx2z36WJxNldaDwnd8v8ifLVdAuJ/2i4H23cI5od3Iv9n71fx+P7l/IM7et5edVd7yzh+Ia975f+Tr6rUP53tLv7WVZwv7S7+fz+l2mj2vyfUn45oX7z4SZ5/+0nxdW3s6/3676cn8HprzF/Js+m1cOV9XXOZ+iP8cBgAAAAAYIc1hAAAAAIAR0hwGAAAAABghzWEAAAAAgBHSHAYAAAAAGCHNYQAAAACAEdIcBgAAAAAYIc1hAAAAAIAR0hwGAAAAABghzWEAAAAAgBGapcHJ6mpctF8u42y3vRNn20kbXj8uWdP3w9Rts9/VNE0z2diIsxff+LIod/C/eSSu+eO3/bs4e8t0N85OC8/gieV2nP2+B745zm7/g5NR7tBHPxLX7HbzZ/Cc04UTrZvGJdt5vCQ1/f4izo5Om//dL11Xm6Zp+q5wD+n4GErlGRw5HGcv3JKP0fs2b4yzP9fNo9wv/OlXxTXv+dmtOHvywfvibMUL9u+Ks7/8ui+Ps687+Mko929Ovy6uee5Xb46zJy+cirMVpTVwrzIhB1BaEHg20+PH4mx3YTPO9vt7cXaythYWzd95v70fZw8+ktc9Ms3XtRfO8uzfPHZvnH3Xl70qu/5782+nZiu/18EUvsmO3J+fHX5/86VR7m8f+VBc81Dh7PKlq5+Ns9s35mfL7tqjcbZ98uk42y+yudPOCucc5+vLo/C9Opih+hEDaOfZ2bZpmmbjoXyMftcHvzPOrnzoYJR78e88FdfsH3k8znb7+V7Y7eXZob6z+mX23d5ezM8jO8cLa9VLLsbZ85srcfbknx2Ps5NHHo2z/WKA9fIKznH/OQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjNEuD/WIRF+2XyzjbTtq8bteHwTB3lZisrsbZ82/+kjh7xw/eF+W+7/p3xTXvnufjYL/P3+0ji3goNt9//7fG2YM/NI+z7ac/FeW6wvgeTDvU33W6y1+yMMebgdYOnl1lvS5pw/cz0HrdTqd5dp6vExtP5XPkfe/I1+uPP5A9hxe/98m4ZvfAZ/NsYRxMVvLntX0iX9vff+a2OPsrn3xVlDv+tgNxzWvvfSLO9vv7cbZdWYmzTZePr34/34+bfoC1ncui394phAvvcZKvgd1eNp7bynqdntmbplk7nY/ltUk+9w4VnsErVi/F2b//Hb8V5X7+3DfGNW/8zVNxtr+0FWebkyfi6JOvvz7O7n7dhTh7w/xcnE1VTsEXurU42x4sfOccy+uurOfZbjc7P7XpOatpmn5pD7gsnmM9hkFUvkEL/aMb3pfvhe0f52v7ygMPRbnuzNm4Zun8NZTC/C+N2/ScUfhumBaOOfNCr2l3kn+P7B3Os2uFb8jKc4gN9W4D/nMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARmiWBvv9RVy0neY9567rC3WnUa7vlnHNwbRtnr37tjh6+w98Ms7+jze+PcpdV3hfFecL7/b927fH2f1fvC7O9qc+nGcX+3E21ubPtp3H0zGeC03TNE3XxdF+WciGz6u2dhR+V5/f6+hU1sDKWlWRjv1+oHudFLLL/B4Of+piIZvfwuTRp6Jcd/pMXLMv/K7KWrV85T1x9mt/6E/i7LH5pTj7wDuyffPYnz4a1+zPX4izTWFdq6zBFZX1sl+E91AYB6U1uM/PA2PT7+3F2XZlJa+7s5vXTc/XlXstjM/V0ztx9uNbN8XZbzr4UJzdaPNn+52HH4hyL//hfxbXfPt//aVx9kWrT8TZW1eejrNPLQ7H2XPLjTj78rWHo9yRwr5dWVUf3L82zk6eWI2z7SIft+2B/Hn1m9le2K7M85qVb5zKPgCfR7+b7xmrn348r7uTz71lOJ8q36sVk7V8TZkcPhhn+0tbcbbbzc8D8fX38jVl9WL+PfLUhfX8JjbzNXBSeL+T1fydLQd4tleS1R8AAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGaDZE0W5vP86202khm/Wy+/zyg5lsbMTZh990LM7+8HW/FmevnbRRruv7uOZTXZ69b+/6OPtPP/x1cfbu9z0aZ5eLRZxNlcbsykqcnZy8Js7266v5PZy9EGeXZ8/F2XSM9wO8g2fk72F02mzuN03TNIX5X6o7hMq9Vsp2XZydPnUur7u5GWe7zUtZzeUyrlkxPX40zv7Vn39PnH3LkY/G2f/r4j1x9ob370S57qnTcc1+ZzfONn0+ZkoK+0tpLLTZ+akNzw3PXD+/fDOxXj+r8N00TdP0e3t53dIYvfzvpy+cF6fnsvWvaZrmN9776jj77W96f5y9a54P6Gm4F949z9eUF5/4UJzdaPOz5W7ho+jUJFtXm6Zp9vt83L5wlt3DoUn+u7a6/Hc9vHsizh74XL4Gzh8/H2e78/lZfHIg/IYs7AHtbJ5nw+9txqlyTqjsQ/3Fwpl5O1+r+sUAjaHCvt2uFObe+nqc7S9txdlBvp8K307LlcKaUrjV1Sfzs8vK2WHGV/xtXBgzTVc531/eb3OrPwAAAADACGkOAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACMkOYwAAAAAMAIzYYo2k7aIco23d5+eAOF6/d9ni3UnVx3bZztXnExzh5o9+Lsma6Lco8vN+Kav3v+5XH2rfe+Os6+6Feye22apunP58+rYrK6muVOHI9rbr7i5jh77o58Om48mT+vY38eR5vJ1nacbQ9k46a7kL+vfnc3zjbTaZ7l2VXWy4o+HKMDrdf9/iKvm+4tTW2Mdts7ed2usBeF2tk8zj74PXfH2bcc+e04O2/zv0H/9Ef/apy942MPRbnl5mZcs3QeqKiM8co4SOdY0zRN+B765TKvWVG5V55VaZ0ozL18vS7U7PKx1H320Th71y8djLPftPp9cfafvO7fxtk7V56Icscn+bg/Osmfbdfmdc90+V64VlirXjjLx+LBdj3KTQvja7/Nx9djO0fi7In78u+s5umzcbTfy+um3xn95qW4Zm0N9r9jz2qoHsMQ9zDY9Qvjo5Dt9/Jv0H6Rn9vzopX9tVB2p/DdcOkKP4OCydF8XX3iVfkDO3osX9d299bi7PTJ83F2McRZuHRmv3LrjNUfAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARmiWBvvFflx0sroaZ7u9Qt31tazmpUtxzYp2Oo2z3UZ2r03TNGsr+TOo2Ouz3v8Ht2+Pa771A6+Ns7e9rYuzq59+PM720/xvGtMbro+z5157U5Tb/PYLcc2vvukjcfbxnUNx9mN/dGecPXJ/Ph+nx4/G2WYZvt/lMq9ZmGOlujy7vs+zbZtHw3fZLxb59Sv6fP3ptrbibGUfKI3R9H7bwvp3U77+/b1v/fdxdq3Nn8E7tk7G2Vt/Oh9fy9NnsmBlfF8NCuO2pAvH4qQwvoe615GpnK8r60/fDTD203FU1O/u5uF774ujL/6HR+Lsz73uW+Lsxvd9Lsr949vfFtc8Ps2f7U6f75uXunzPuL4w/Q+2hbNlYd9K7RfWn4+fyffCIxf24my/l2fbWfzJ3XTnzsfZ+PorK3G28ru4TArn60HONZXrTyr3ehWcE4Z4XpVvjEKvq/S8BjrfTtayHtbj35j3j17/1R+Ls9vLeZy9/6njcXaIdbVpmvw9DDXHK3UD/nMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARmgWJ9th+sjtPL+Fpu/Dou0XdjN/Wdn19Tjbbczj7DUHz8XZjcl+nD006aLcq9ZPxTWve8GZOHv2rpNxdv/ALXH2zD3TOHvzGx6Osz95+89GuVtne3HNS104Zpum+cPt2+PsfVt3xdl2fxln9284Fmdnpzez4DyfC/1mWLNpmsnqapzl2bXzlTjbL/L1p1/m4+5K6/cXcbat7C+FfbOdZdnJ4YNxzU9+/41x9icPvTXOPrTIf9c//HffHmdf9KF742yfngeuBkPda2UsTsJ9syvM24HOWmPTzvI9slQ3PAM2TdP0hbPKFVcYo8szZ+PsoXd9Is4+evPLotzpHzgQ17xjfiHO7vf5uz06yd/twUn+nTMd6LswdbHwDJ54+HicPfHYY3F2ucjPDpND+d49mWXfxt2583HNbmc3v/7KMGvS80JlP6/skc+hM03l+6s9mI/7SrY5n6+X/V743T7UPlhYq/rKp1N6rmuaZnow34ue/qaXRrk3fM/74pp/5eD9cfanH3pDnD3x0bxv0G9vx9mSIc7XV5D/HAYAAAAAGCHNYQAAAACAEdIcBgAAAAAYIc1hAAAAAIAR0hwGAAAAABghzWEAAAAAgBHSHAYAAAAAGCHNYQAAAACAEdIcBgAAAAAYIc1hAAAAAIARmsXJvouj3d5+nG3n+S3ENWfzy17zmbr5vZ556cE4+/UnPhxnb5wu4+yhyWqUOz5ZxDV/50t+Kc4+8ZL8bw/7fZ49MsnH1/HpNM7OmyzbhbmmaZrThXnz1s+9Os4efKSPs91qYY61ebQ5eyHL7RfWg5WVONvt7sbZsak8x77yHNt8gKTrcL+/l1+/os/nSDstDPxJvla183wvmhw5HOU++y0vjGv++Jt/Jc5Om/x5/ehjXx9n7/yXj8fZ5VBjYQiFudC0hb/DF/aMyhhv+vzsMIjKvY5Mv8j3yMpYqpyv2zZ7P/1Q43MohXtYbl6Ksze+6+ko94Ov/1txzR/7srfF2RPTzTh753w7zlYsK2MhtNnn55G3nn9FnL3mT/Nze8XkUP6t166vx9nuzNko11fOOZN8z3K+/jwmhbHUDbPvtvPsjD/Y+bpg70Un4+zTL8vnSEXbZfOk0F5ojpzKn+3qZ7P53DRN0+7nPZndW6+Js6femPWEmqZpvvtNvxflvv7gx+OaH9y+Nc4+9fab4+zNn/lknC3tWAPsbyWVb4zLfNbyn8MAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQrM02E6nedU27zmX6nZdFJu88Kb8+pe288ufOBpnz3xJH2ffcOjjcfbQZCXOzprs2a5O8ve10eTXv6bwait2+/x+t7r9OPtYtxfl/mDrjrjmj/35X4uzJ39zNc5e89Gn4my/No+z7acfj7Pd1lYWXC7z66/k46uZ5b9rbPq9bCwPexPZet1MKntAPpaato2jfWWMhvtQ0zTN5PChOPvE178gyn3Nt30wrnnPyhNx9uN7J+Psh3/9ZXH2pkf+LM5ecYUxUzm79F1+HhiqbmnupApnvabJ583YlM7BA0nXwMn6elyz29nNb2CI8VlVuIf+1MNR7tYfuTmu+RMv/S/j7GP/Rf5s/7dX/VqcPTHdjLMVn1sci3K//OhXxjUf+L3b4uwL7j0bZ/tL4dm2aZr20ME42z35dH4Pe+G3S3rOaorn6/1Fnh2bodaqypl1PzzjF2pW9H1+9phu5WPpwh35eP6br/9AnH3twc9EuWmbX/9z+9ma1jRN86ELt8bZRy4djbN3Hb4vzr7l8Kfj7E2zbL18z9adcc2f+z+/Ic7e9m8/G2cXZ8/H2XZSmA+V8+0Qa0Jhjl3uee4/hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCEZnFyOs2rdn0c7fcXed3Q5NJ2fv2jh/LCs7yXPt1p4+yD+9fE2VesPhRnD7aFd3aFbXY7cfYDuwfi7Pfe+3fj7KG3H4xy1/z5+bjmnY98Ns722/kzaFZW8uzeXp6d50tCs1xmucLa0ac1m6Zp+i7P8uwm+ftpJ/m6Fr/LtvA3ysK9lsZH5R4qNtbj6NaN2bM9Mb8U1/zM/ok4+48+9eY4e/378nvoF5d/jy9p8zE71DgozZvC+anpCutl+hz6K3z9MSqMu8oe2TaF95Nev3BmL437vjA+KmN0IN1OeF67/zNxzQOfeTDO3v2n18XZf/R1fyfO7lyTv4f5Zv4eVs9l2fl2vm/f8rmLcXZyMf8ubA7m3xj95lacbdfX8rq7u1mwcr4e4Hubv8SV3vcqa2XhXrtL+biffPLBOHv7b7wozv7m8jVx9qHXHo9yrzzycFzzZev59/31x/O+waWj+ff9mWXWt2iapvn5B18XZx/96PVR7qY/zM8Yt30kf7bLJ5+Ks4N8lzbNVXHOuFL85zAAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACM0CwN9vuLuGg7j8s2zXKZZ9OSZ87G2XbzUpydHDkcZ2/9v+dx9mce/uY4++Mn2ji799KtKPeVt52Kax6e7cbZM3sbcfb9f35XnH3Rr+/F2dv+7D/G2X57O8u1hb+pFOZCv5f/rn43fw/tykqcXV7YzOtOp2HRfI73XR9nJyv5HBudPn+OTb6kNP0i3wdyXZyMx1zTNH1ha6nUbQ8dirPLIwfy7Fr2zt752D1xzd9ZvCzOdr99Is7OTn0mzi4Lc/pKayf5ZOgHOLuUtYXJm+5blYlTUVmTRqZf7MfZdpbve0OM0efcuK8YYowWalb21+XjT8TZa38nP1u2G2txtr+UfWM8Ew6fw4ljccnFNQfj7LTLzxn9+Yt5tvDOusLzSr+jK9/mFaXveC6P59Ie2eX7QLeZf1dOP3BfnL3jA3G02TywHuX+6NDdcc0/OPbKOLs4kl2/aZpmuZ5/j8wu5meHg6cei7N3bv1FFtzPr79cFtbgwpmo9r1bOTMPcL4uzJuSy7x2+M9hAAAAAIAR0hwGAAAAABghzWEAAAAAgBHSHAYAAAAAGCHNYQAAAACAEdIcBgAAAAAYIc1hAAAAAIAR0hwGAAAAABghzWEAAAAAgBGaDVG031/E2cnKPK+77LJg18c1u0tbcbZZLuNo++jjcfbkB9v8HirarPf/9PpaXPL0gWNxtrtwMc7ePbkvr1t4Z12Xv7NUO1/Jr7+zG2cHmQtN0/R7e3G2nVz+sTjZ2Iizy4v5mOkX+TozOm3hPVbmSKXuAPrCGpyuf03TNP1+Pke6Cxfi7PTp1Th7/C8ORbmzl66Pax79dP68jv7xA3F2efpMnC2NryusL5wdKuOr9Awm02HqplN3sOtf2bXjqlZZqxb7edlZfqYYRJ+fU5ppfq7qd/Nz1XNp3FXOlk3hrNYezM9gfeHc3m/vxNnU8tpsH2yappk/ejbO9pe285soPNvBztfhWWdS+H7rtvJvp8rv4vPoC2eKIQy1/lXqFp5BZX+r1F2eC8fzufP59T+bRyv/iTkZ6J0thxiLA42Ddpa3JwfrBZSeV3jWGeh5XW7+cxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGSHMYAAAAAGCENIcBAAAAAEZIcxgAAAAAYIQ0hwEAAAAARkhzGAAAAABghDSHAQAAAABGaJYG2+k0LtpO855zv1jE2fj6s/hn1XRdnu3zbL8s3EPf59m2jWLLC3t5zQsX8svPV+Jsv9jP76HyDArScVO617YwFyq/a5K926ZpmqYr/A2oULffy8bNcrMwwAvPa7B5/nwwwDpRrjvE9Ycy0D30W1tx9ti9T0W54+/N1+t+81KeXebztO+GWYNLJtmZpK2saUP9rvBe/7+byLOVcdtVDhoDXJ9nVTpfz1fjbL+fn68r8z81WZkXrl8Y95X5VFE6jA9w+cLZcnrkcJztnsj2lmfC+Xvodnfj7PTo0Sz30c/k1y/ca2WODfFd+sxNVL6Ns7FQOWOUztdz5+svuiHO4s+lbwGecTU823QsFNaUpin0xSpn8ath3F4N7+wy8p/DAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKzIYp2e/tDlG3aSRvl+r6Pa/bLZX4DfRdH29k8z06H6dF3u7tZcDKNa7bTPFt5XiWV+53nQ7xts/HVtMO8r35/EWfTudA0TdOurAxzD5WxkF6/Mh95dulYbpqmKayXpbpDXL9Ud5ixVJkjy7Pn88Knz2S5Id5BM9za3s4GOWbEa0VpGAw1Fisq77eyF6VlK/v2lV47ni8K+3m3E57rmqY2T9P5XxhzQ30LVExW8rN4M12Lo932TpQbal3tC+NgqPcw2djI72Fr6/LfQJevP90ye19VQ5yDh6rbLwrn+7Ywb8ZmqPP1lT5/XOnrV++h0AtouvAgONS7rdzrUL2TIQx1XmyGqlswxFgYYswOwH8OAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAhpDgMAAAAAjJDmMAAAAADACGkOAwAAAACMkOYwAAAAAMAIaQ4DAAAAAIyQ5jAAAAAAwAi1fd/3V/omAAAAAAD44vKfwwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAjpDkMAAAAADBCmsMAAAAAACOkOQwAAAAAMEKawwAAAAAAI6Q5DAAAAAAwQprDAAAAAAAj9P8CnFfg9/jst4UAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "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)  # 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(None, output)  # pass (None, output) for std AE, (img_bad, output) for denoising AE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OXcnH/djncPueXb+HungZDxnGRxtxm0jxgUstvN090IvbdWuO4fb4eBvqRib5OcikC7gtVPFyICSSFdxWKvxv0PVp/kwXiwnU9bbxd9bAWDNuGzN53I7PJHHblsni9kyeH+9/7mXvohXzBvnP7+3GbdOlQ7iNmgMz/DweGO3CbWfjLG7rZtkcWI3zNfOmN+7A7aP383VdsamK2/67+dy+910tuI2153BLvXXdc7g9nWvF7cFJfs+MNjbgNlXHz21jPXsXXXQFv2dOZ/k56MuM4/bIkg7c7nlxAW6rGX6+8ls6UZddiYcMxWN87bDmcvY9FEXJpXxNMTmWwW3TSyncnmliz2l87SQeM5Hnc3slyefgNvap+F/eCPd5QgizY3zfIL6fzRWpxdN4zOVd/Fh3bF2K2+Rc/t4utvK1ZbbM1swhhDC1lH0PtO3ha9DAPxtC20G+vs4c52vmSop/5xRb6nGbmmDXYeS1/P6aPcXnjrY9OEX8z2FJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgupoWK7ng/7bsYtxe8eme3H7D3e/BnXfv+kLeMx3Nr0Dty+bfwS3Xckp3P7bK7+C21v3vRm349kG1I2ON+IxW7awMUMIoTNbxW2uC9+K4YXSQty2nJvD7UihCXVv63ocj3lkthO3rUl+rCvmDeL2qcNLcPvGl23B7V0/uxR17RcO4zG3D83Hbb6YxG3UdGzlf/eLl/lz+s4db8ftzMFW1DVeOobHnJfO43Zils9VzYv5fH1mpAW3R8facZuIV1BXX1/CY07PpHGbrGHc0gQ/t4npBG5znUXcxmbYuCcGMnjMajM/B5Ml/nvN7xvF7ckTHbht657GbUfjLOqOjvJ7dvFtR3B7+N7FuA3X8fRscPqzy3A7+4YCbqcGmnGbejlbgxW6ynjM7JfPxW0jn6rCTF8Mt0du5u+3FYtP4rY3M4m6m7uew2O2JdgzGkIITyWW4/bETBtus/t4Wxnl12FkLnu/nerl79crFh3C7YrMAG7LVf57nVjA1jkhhJDb3Ybb2eVsrdOyI4XHTA/zdeGjWf7sho08PRvEn+X3aFjM1xS5Lj5XNR1j9+h0ir8DAl/ShEqaH+vMPH7fFXd14baGT+YQW83WSvkzfL24b+dS3Mab+PkqH+fHEKvhXzwLi/gJq+bZzTDzSj5m3dP8XhxZyxcE6dEaNij51B4yg/x7hLZjcX4fpAb4xR27rIaHAfA/hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIqqNhJVXFgx4/1I3bb/zoetyGVewY7th3Cx4y8/MW3D625DzcHru8Hbe/Cutwe3KsFbdhG/vd5r9YwkOmRrO4rT82jNuJjfNwW2hP4PbJfUtx++bznkXd8WInHvPP5t6P22OlDtx+feZy3F65dD9uf/zIJtyedzUb96WBOXjM0tEm3Oo3i5d5u/6923H7qRru5yu33Im6XF8Sj5nL87a7dRq32SJ+FYZlc4dwOzDVjNvp2RTqijP1eMz6pgJuSyU+r6Y6+Xsgn2S/VwghJEb49a10s9+tOst/r1CK4TSR4Q/ZwAh/b9dl+Pu4UuXHe2g/m4c3nHMIj/niQ8tx2/6yQdxGDl9eh9jxNG6X/SqH28M3suekmqzgMYev5Pdy63N8nii282cvUcPz1Jri89qbup9B3Xi5EY/5xPQK3N5/gre5p7pwu/TXU7hNjPB2djk7hslF/Hw9dMlK3OZX8Hf8yRk+X6eT/P7K80cnJIbZe35qGX8W6qb4/4Odf8U+3EZNeoRP2LML+Tu61Mqv5fha1tWP1LCuG+fHWjeL0zC+lv9ejUf48dZyHSbq2bdl5148ZJjln7ah8wV+rJOL+HNaqefjXnIp3wt4fefzqDtU6MFj3te1Brd7T/TitvpsA24nVvH5OjnBv7XKDew6VKb5M9Y8xK9tw4N8/RRu++2J/zksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRVAdDTOLJvmgv27D7aXveRa3j3/tQtSdrOvFY1YvqOK2a9kwbvef6MFtXX0Zt5VTDbhd8HwRdelTU/zn79yD29Kmc3E7sCmG23KGn69UpoDbXxw5B3Uj8xvxmAvSY7jdN8PvmdfN2Y7brx26DLeVGs7tzhPz2ZhjKTxm8/Jx3Mbva8dt1OReN47bR+45H7fXDK/H7aKbDqNuz3P9eMxYhc8Tp3qSuG1ozuF2/zF234cQQn33LG4rFfa32sb2LB5zZpS/L+bM53PV8FgzbhMNfE4pl2r4e3URtqkKHrK+ib8vSqczuE31TeO2UsM9PnOwFbctSydQt/sMXz/lF/Dz1Zvh5yBqRlcncDv/glO4/eM33I/bj++6AXXVR/l7d/o8Pq9OrOLzRKI9j9uFPaO4PbflJG6fmVmKW+pHOy/AbXpfGrf9v+Jze+zEIG5LI/zcJnvZXNXKlg0hhBCyPXxt+URpGW5bumZwm0qWcFuYx+fL2CRbv6SG+NzRtolf290/X4nbcClPzwbZbv6ObjrEr0+ML1VCvp3tXZQa+R5HbIT/XoVW3i64lx/DwCbe5vgnc2g+xLoqv1yh9TC/YHU53rbCYw0hhPFlfM08ludr1sY4e8ceyXXhMS9oP47b3Xv6cDuziX9nJeP8OpSb+c3Q/Cz71io01+MxC6/l7+2pEy24JfzPYUmSJEmSJEmKIDeHJUmSJEmSJCmC3ByWJEmSJEmSpAhyc1iSJEmSJEmSIsjNYUmSJEmSJEmKIDeHJUmSJEmSJCmC3ByWJEmSJEmSpAhyc1iSJEmSJEmSIsjNYUmSJEmSJEmKIDeHJUmSJEmSJCmC6mjY+OMWPGgpXcXtrx7bgNtlNx9HXe7hhXjMXE8ZtxPTDbg9Z9Ep3B4c7sRtdZzv5xea2XVIHz6Jx5y96WLcnroihts/feU9uH1weBVuX9y+CLflHDve+4bPwWOuXX4Ct4saR3H78NhK3I5PZnAbS/PnoVJk9+KfbP41HvPr+y7B7eI3HcRt1KTuasPthz/8Q9x+/K5bcFv5Y/bOaHg1n9PmX3cUt8ce7Mdt3YWzuA2NJZzmJ9K4TTQWUTdzphGPGSvxObgW6YYCbmenU7hNtPBxqXI+gdviGf6Or6YruK281MyPAb63QwihZdk4bseHm1AXn8LLwnDTFc/gdn5qHLdRkxrj1/zEUDtuP/mD23CbhFPFyEY2T4UQwpJv8/nn0C38eQrH+HN6PMbP1135dbjNJNl5GBjnz35stB63Pdv4dYiPTuF2+NV8bVmLppNsbi828fm66Th/bnLdfFw+aghDp1txG6vjI/duYd34Tfzahu904zT9lmE+bsSkR/h1nFzCx60m+bipYbZurvDXeZidx39+qYl/KxYb+bPX9yBfA04s4vNlqZG9i4psmVSzapx/5zSe4ucg186/MXYe7sPtn0++AXUdmSwe8/hIG26T7TncJhL8vs1nk7itS9awP7gWvo/LfE1UmOHXduGKQdwS/uewJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEF1NMx2833kyXMLuL11/TO4/f6Tl6Bu3mUDeMyJbBq3q7sHcVuq8PM1r20StweW8OMNIYWq4fPOwSOWFuVw+6mNP8NtMlbG7ZKmYdzuG1/Cj2GaddNteMgwks3gtimZx219vITbq5btxe2DD56P2+SyKdT9655L8Zjx51pwe2KYt+EKnp4NCi0x3P7t19+E20yRH8PG776IutP/shmPuX/nAtxWuyu4zR3j91KszM9ttZHPa+XJetxSye4sbltTfG5f3DKK26dGluK2LsPntWoVXocKv16xIm+TE/wdn+/i90G8mT9kpcc7cNt82RjqrjzvAB7z3h9uwm01gdNwxyd5ezbofXIct9Obk7h9+R9vwe1gvhl1j724Eo957JV8Tkuf5s9ero9/Y8QHGnA7WsO6fWiKXYfEFL/x2/fhNAxswp9voed9/J7Z0LENt/ftX4Xbyv3sOnQ/xdf31bV8/ms4za9Dvpefr4tXH8LtggY2B4cQwo9zG1G36Gv8mzB+xyncnrm3D7fh1Tw9G+Rexb/Z615oxW2FLxNCsbmKuho+FUO+t4YFfpHPlYk8n9sHN7J9ixBCSLJP0BBCCJMraji5UHGUn4PW/fwcjKzlz3TDMP/OqXuEv4+TWTa3Hryc3YchhJCY5uer3MR/rxI/hDB3+RBuEzE+8MjOuahLj/Ixs138HT97ooa9wWt+e+J/DkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBNXRcPLcAh70lvXP4fbRwWW4TXZlUVcXr+Axb16yHben8q24nSqmcbuw8TRu46GK2/YVs6gbyjbhMZc0j+B2stKA2+8evwi3x/b04rZ5HKehCv9UUj+MH5uQXMTvxX0j3bitS/Bxk4kybstz87gNh5pR9qHr78JDXrVxH25fdfcHcBs1Jf7ohbYD/P44s4H/PfGH/7EZdS9/+1Y85qP/cQFui+uncVs50ojbUncRt6HAz1e8iY2brC/hMRM1zBNDM/wc7Nvdh9tUN3sPhRDCnLYp3A5Ps+OdreFdXD/Or1clxd/FdZMJPm6OH8P8647idv+OBah78hcX4jE33v4Cbp/78Trc6jeb086fkbuPrMFteQdb3zbw6SfkVuRwW7+HP6eJ8RrWYFP8eao/xl+cuS72/NN1ZQghTF49g9s1cwdx+9cL+RpsS3YJbu+trMZtcoadr9nFbXjMajyG21KGz9elIp+vn97Lz9dzo/y+bV8xhrqTL+vAY1bO8Pb2t/0atyFEay1e3tWC22ILX4PFS/x+rptlbaGN//xa1qsd2/kzUsrwQ5iZx5/TXCcfNz2Hza0dTXy9OjDC94Rmp/i7JTNYwzno4PdMyzH+8o6V2DHMfYTfBwOX8t+rGudtyzy+JnrjAv69+flnr8ZtbC3bn6ym+fdj+gG2xxJCCDPz+H1A+J/DkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgTV0fDLL/sOHvQv/+6duL349m24vWdgLeqODfXiMR+OVXHbWp/D7bXdL+I2V03iNtvM22WZM6hb2XMaj1mp4e8J/2P/tbiti1d4O8uPIT3Cr+/kohjqCp1lPGauhB+xkC/ytik1i9uR6Qxuq4UEbkNfFmWffvQ1eMj71qzB7Uc334XbEO6sof3dl5zm7S8/+w+4fe1Lb8VtAj7Tz39hPR5z7tuP4/bQzvm4rXSUcJs6wefgUgNOQ2yCPXv5Vj7/hBreb4UJPv+EFB83P57G7ckSn3/KoynUNR7jYyan+O9VyrD3RQghFJtxGvJzCrg9sG0BblP9bFJYcdFJPOZLXzoHt1f86VbcRs2ar+/F7V0PXIzbtj38GHJdtOPPyNxf1eO28LZh3Db9sBO3U/wRCZUalj/14+z5n1nI5+v+zgnc3j7/Edxuz/OT8HfPvQq3DXv43F4/VURdXZafr6k+/s6q4VUY6o7y32vtFQdw+8IJviYZO92CuswUfw8ln+LfAk/3LcJt1FT4tBZaDvLv1Yk1/N4v97A1a/M2tk76L/xYx87lx9p4lE+sjSf5/ZzvqGF9m2fr9moTHjJUxviNMLOO7x/NzuPjtu3h5yvXxq9D/TT7fst18Hum0szeASGEEJ/mc3s2x7/JvrLrCtzG6vi+VEsz2w8pPdGBx8zxNFRrWLsQ/uewJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEF1NPzSyZfjQfPtMdw+/LMLcBvrrKDuD1/xAB7zGz+9Brcrrt2O29FSE25f3bwTt1dk9uG2LV5AXYZfrjBYTvKfn87idjzXgNv0ED/g2V6chvQo6/JLS3jMkVF+HzQ153B7ZoKPW63y89W8m1/f1BibPkbWs+c2hBDOaz2J2x+euhC3t6/E6Vnh9X/wMG6LoYrb0Yfm4rbh8mHUjVzF5qkQQpi9ZwFuK8uKuA1l/owUOvj9HM/xcctN8Dok+c9v2VmP20I7TkM5zY8hlirjtpTDS5LQeCKBuvQwv78r/MeHQgtvS038fCXq+fkqd/JjCNvYAa9Z8RwfcvFq3N6zay1uwwaeng1Gi424TS+fwO3MZBtur7hxG+oeO7YUj1lYw+f2iZ38Zi7V8M5o3pHCbS3Pf4w+0s18vXh8B3+/7p83B7ffOrAJt+n9adx27uK/W7zATthsD39nzczn79dShs/BYR5fi29/YQluqwn+LurqG0ddfT+/Bv3NY7jdO9qN26gpzeHzz3gN36BNL9UyV7H1T+7SaTxm63/y91DxNPv5IYQQ40uaUOJbAaHYXMPabop92w5UWvGYTX2TuG1r4HPKSGMGt4kV/F48M9yM29gYnIcr/Bokh/n+QqWOj1sa4jdNtYZxk+38muWe70Bdef0MHrN+O38e6/itiPifw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIE1dHwD+Y9igdN3P4wbv/vj78Dt4WRGAtfgYcM+XlF3LYls7hdlh7A7WQ1hds1yRnc7i1mUHdhqozHPM7TMDLbiNtzu07h9qH+Ttwme/k1my0mUNfQUMBjNjfkcVuf4Ce3rZ3/XruOzcVteV4Ft//0J19B3Qu5BXjMDekjuP3Wo1fgNrycp2eDj3e/hNsrX3wrbluv5PPa0NZe1PWuP4PHHMjxZz/A10UIIYQEv++rqSpu6+fw5z872oC6+CR+bYdCO05Dx6Yaru14E26vWHQItw/uWI3bOHx1V2u4D6rsFVCzag1/hq/ltr1t/Rbczp5bj7pv3c0ny/ajNTwL62dxGzUD7+HvyAu/chy3T6xN4va+retQF8uU8Jh0TgshhFgzn4NTh/iaGS6DQwghZM7w+3m2hz2pLVv5sRZacBr+aTt/TmMn0rhtGuHHUGrgE9tsF5tcpxbxn19s52vmxatO43Z4mn+79M/n783jP1iC2/AMW+vMpvkb4/B4D27Z2+L/85pa4t99Dfv4M11q4HNKevMwbsd3sfuj+SF+Lw9dwp+nnif5YqnEXwOhoYZlQscefm6zcP6pxvjvNXkl//kzU3wOft2aHbhtT/IT9kD9StwONjajLjtcwwu2h++3xeP83FZn+TdRXQ3rl3CEPzuth9j6ZXBeDWuXVfz7MTbJ13qE/zksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRVAdDT/5ybfjQadvmMLt6+54ErdPDi1B3dfvugaPGe/P4Xbr6ALcrm04gdufj12A28/PduA2Hqui7tyWk3jMgXwrbs/tOoXbzW17cPvqa3fiNh0v4PbTB69DXa6EH5swMdOA26aGPG6PH+3CbbKZn4OONcO4/ciH3426oZv4M7a4ZwS3mZMJ3EbNhR//I9yOXsHvu86OaX4Mm9kzve3e1XjMMLeE0655E7g9v5vPgcdn2nA7XUjhdibJfrdsPonHrMyL4fbSnsO4HW5rwu3tPY/g9vEz63CbnGLvt/REBY+Za+N/Ly9l2M8PIYRqJ5+DezsmcfudRy/HLf1XgIZxfs8MbeLP47zv8rVDuJGnZ4OBS9twu2dHI25XLudrsBPb+1E3u5DfH6GhjNNEE38PFTv5IYTTaZwmZ/nzH4PTSvV/0b/gJPfxtWW+g8+BhVZ+faf7eZtcyr4L41U+5vKOMdxmS/y92d/Ox933MPsuDSGE9hsGcTv5aC/qZhcX8ZiZw/wcxDby9VPUJPkyOFRj/H4u3c2/61pzbP0xW8MaMFas4d1/MZ9T2nfySXCqhjll3hP83q+fZONWE/znp+7i75ahG/l38LpGvn/0hf1X4nZslK/bqxV2HhLN/Bo0N2Vxe9k8/j3y3BDfmxvay5+x1DS/FxqG2Vo4VsOaqL2G7+3JM7Usin47/3NYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiqA6Gk71x/Cg5QPNuH22vR+3xwfbUXfrax7HY37vxQtxe2f/Pbj9yqkrcXtgtAu3pefYOQghhLpZ1u1oX4HHLPSWcPvaDdtwuyF9HLdr6xtw+5Xx+bhd2jqMuod38/MVm8KPWMgnMrjtXTyC24ZkEbdHDvTiNvYadi/0fT+Fxyz8SQK3V938LG6jZsU79uD2+YdX4ba0JY3bbV1sXmu+eAiPmT/SgdtsIYnbkTx/9i7uPILbXIUfQ7bM2uF8E//5ZT7/XN3yEm5nKvyZfnB6DW4DX2aEWJV1dbMVPGZ2OZ9/yu0F3C6Zx94tIYQwMMHXT3XdWdxesOAE6krn8v8ZmCjwd/GllxzCbQgfqqH93TfdD2/mEMI7Nj2B259/eTNuMzeweXjmdCseM5T4A10p8zaZ4uvQfAdf/0y28Hs/OcLm1ko9/72qCX4fFJt5G+NTYMit5XPKugWncNuXGUfdaIG/i5uTOdzuHpuD2xf29+E2vpSfr+kH+Pq6uGEGdbERviZ7722/wO3dZ87BbdQ0vXoAt6f39OA2M8DnitHz2EPdtZXPafmVfE1Td4Tfd/k2/nu1HOGT1fS8etxmBtl7oH6IP8+nLuPvwmQ9f2f97Y5rcVs53Ijb9EwNC2wou4jfM7Ea3lm3dj6F2876adx++8hluE3O8GcnXmD3bTXLv8lmn+N7g/F6fm7ReP+to0mSJEmSJEmSfie4OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEVRHw9ZDlf8lB1C8IIHb+oMNqLur+Rw85rvOfRK3H937Otwm4vx8zRxqxe2iJ/O4jVWqqCun+TUYuDiJ2zVXnMLteCWF21/NpnH709Prcbvv0FzUZQ7xczDbX8Jt3SS/DiM7u3GbnI7hNrFmFreVAjveOXcexGM+/+xy3L7pVc/hNmqOfGElbusX8vvjq3f+I24/sPdNqBsab8JjVtNl3FYq/PeqxdLUID+GGv7+eqrQjrqWuhwes7WOP8+Xpydw2xTnc/CKra/DbcMIv2ZNp4qom1jM5+vsfH5/xWu4F8sVfh+s7R3A7XMH+3l7hLWpdAGPmXyYr11W/8njuI2aah1bq4UQwre2b8Jtz41DuB3eBdcU7ey5CyGEWIHf97FGnIa57ZO4PZrrxG2VL9dCgJcsN7eGQRP8PghlPldevO4Abhc0jOH2dI4//+NF9v1Wiy2nFuE2m+PvgVgNz2PiOH8Xzp6fxW11hI3bcJJ/NzTH+c9vq+dt1Iw/PAe36Y18XTXWVY/bhgb2np7tw0OGxhr2LfKB3/fZXj5uqZHPa637cRqGLmB7DNUY34vI9/K5fXXnKG73HOf3V+9OPle1vcTvxZNXt6Guf8EwHvPvlv8It39/8lrc7h3uwW3mON72DMlpfm6Hz2X3TXMN9+zMfP7cVJr49wjhfw5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgTV0bDtncfxoLP/OB+37+l/BLcXr2TH8M3xi/GYO6f4sdZicjaN28xADXv0MZ7mupKoS42W8JjlVTO4TccKuH02uwS39w+txu3BrQtwmyyyLju3jMcMiSpO08sncDunZQq3o7MNuA3PdOE0Ds/X5EL+LLzq8u24/d6fvwa3770Lp2eFt/3VL3C7KnUat7c98y7cxnc1oa5rbwWPObSeT4Dpbv6MxGP8OX1sYiVub+95GLeFKnsdz1bq8Zj5CnsHhBDCL2fm4vYTO6/Hbeo5dh+EEMKcJ/g1G9rAxs234yFDfc8sbm9avgO3+QpeaoWfvrAet9U8XzvUDbJjqK6BE3sIIXbNKG5flTmJ26hZ+iN+3w1u5M/TmeX8+W9fNYK6wmN8jTC9kq8BO9qmcTs0xc9BqoHfz/kKf7+U0+yd0dDFr23+BP+9Er1Z3BbKCX4MNcxVTx1ajNvKNLwXk3w9EPhrO4QinyvjTfyeSWT5PbNmwSnc7t+1FHVrX7MXj/n3/3ILbrO9NZzcTTw9G+Tb+blp+1ULbkvskocQQsj2sfuu/YkUHnPt7+/C7ePH+e+VHuDzT24O/74e3sCfvWqczSvJGubVm5a9iNstQ4twG6b4ezs5w+fLwU2tuM32sHv82OkOPOatu/4Utz2rhnBbqfL7IDuHn6+WozgNo5fnUZc6xPdDKi18b669h387Ef7nsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBdTTMl3EaTm7me85/9ZM347YKh82sHMdjZlIF3Lamc7gdPtKB2+7TVdzmOvh1qJ+qoO70ZSk85iuXvYjbxyZW4vbBfStwm36pAbcZfnnDzPos6lbNH8Rjzm2YxG1jXR63uyfm4LZQ4vfM3M0ncDvwQB/qVrScwWP+Ytv5uG04n/9eUfN3v74Bt0vPOYnb9FNNuP36+z6Hupsf/iM8ZizO58qZLJ/Xds7Mx+25ffx8ffIYvw7ntJxC3el8Kx5z/3g3bge39+K2bS9OQ/ueGdwObeD31/hq9n5rmD+Nx/zYOffgNldJ4nbHzALcLu4bwu3JJ9gcHEIIyzYfRt2pyRY8ZnZrJ27jG2K4jZpX/evjuP36v12L297lw7idydejrtDM5+D4JH9HDwU+ry3p52uKIy/Ow21qjH+7ZAbYeWj/OTuvIYRw5gL+83Nz+HV48dRc3B56cjlu5wywOTiEEPKt7PnPt/J7Jj3Cz0G2h88/xeYEbkurZnF79AdLcTvnJrYW3/4Y/3Z6x9sfwO2j77oIt+EOnp4NEov5mmK4lX+vts3l34upH7ahbmw1HjI8tovfSyvX8m/FEyf7cVvXzb7DQwihrZm3mWQRdSMzGTzmXXvPxW21yuefeJa3gxv5OyNRw7ihyubWap7PlfES//kDR/jasvtpfgzVOTVchxJ/vzXsTaOunObvrI5n+TfG2Lo23BL+57AkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQXU0/NGq7+JBN+7/AG6TfVnc5kcbUHfNgr14zJO5NtyemOJtNVHF7eg5OA0du/h+/ujqBOo6Lx3gB1CDwVwzbuOn07jNd/BzW6nnbX19CXXr2k7hMdc2nMDtc9OLcbu8ZQi3lWoMt8PTjbhdd/0e1D367Y14zB9/4HO4ffOP3ofbqKk2sXs5hBCmvjEftzPX8fn6HV98P+piCyp4zDj/tUJsms8phfkF3G492I/bVCMf99BIJ+oqFf4854834bZnB58r4yXeHr0+g9sqe2WFEEKYu4LNgXcuvQ+POa9uDLezlRRuf3HmPNweOtyL2/hS/jzueXYR6pKLpvGYn37rN3F7/r1/itujv4/Ts8IXnrgatzff8hRuf/brTbgtN8J5eAGf06o5/kCnmvO4PXyqC7fJKT5f1o/jNHRvZc9J4vQoHnPBsSRuRwbn4HZmHv9uaDtYxG36TA63LVk2bqmdfeeFEMLpS3lby7ul1Mjfbx2/5scwciU/XxO756KuezceMnwt9XLc3vmtX/CBw1/V0J4F9vB1Vayfz2u5An/+c0vZM11sL+MxY1n+kBx+YiFu19/AvhVDCOGZbctxO1XDdageY890qoZ/mWwb5d8upy7n76GOVfydMXKkHbdFnobkGDsR7VvxNmLI9vJzMPcp3k7P4W2FP2Kh8QRfX5+6in0PxGf5DZZ9BV+LV8f59y7hfw5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEVRHw+tfeDseNNM7w4/g+VacLrv6OOre3fUYHvNtu/jv1ZXhv9dIZxa3uVQ9bsdLvI0tn0JdPFblP7/YgNuRbAa3lSQ/hmpHAbfxZAW3CzrHUbe64RQe83SxHbfHZjpw25cZ5+Oe4eOWsnhKCM8eXsHCxfwa3Pa19+P2ufd8BrchfLCG9iwQ58/The/bhtv7fn0BbqeXllAXz/O/UaZGeDvbX8Rt3XAStzFchpCfw9tqgf1uqQH+jLac4UdbaOH3TLGxlr8r13AvXrEHt38x/27UpWNlPOaT2cW4zVX4PbPz6HzcxtPsuQkhhMoMvxdCCxv3Py/6Ch7yto/egdtX/ul23EbNWy/egtstH9iI2847h3B75kAn6uI1zJWpUT5PZBv4uNUa1inFDr7+6NjN58tYkc0r1TRfs+cW8bVaXY7Pq+kR3uZbErhtOMHnqkJPI+qyPfw+aDzNf6+JpfzaJnK8rbvlDG4zj/Tidv4rjqFu5mH+bqlfMIvbb37qBty+9zs4PSuUMvy+q0vxZ6TlribcTvexLjHD5+BSF18z8zKEvd9dhdtMMx+3bT9f27XsHkNdbGIaj5lbORe3yakUbktlfs0a5vLjLe5vwW3XDvbeLKf4XNm5O4fbkTVp3LYe5nfjWIq/X45dy/ewOp9n3cwr+fWK1bA3l5io4VsA8D+HJUmSJEmSJCmC3ByWJEmSJEmSpAhyc1iSJEmSJEmSIsjNYUmSJEmSJEmKIDeHJUmSJEmSJCmC3ByWJEmSJEmSpAhyc1iSJEmSJEmSIsjNYUmSJEmSJEmKIDeHJUmSJEmSJCmC3ByWJEmSJEmSpAiqo2G5wveRP3/+93F7x4Pvxm22mETda792Jx6zb/Nx3L60ox+31VQFt/HGIm5Ta8dx2900g7rh6UY85s7sXNzm8+x6hRDCho37cXtkogO367tP4PbGjm2oK1bxYxP2Zefg9mWd/Bz8x4nzcbuh/xhuazm3n7/qe6hbXsfv7+v+4oO43fA93h76EE7PCp2P1+P2ufvX47by6hxuYyPsGBK5GB6zdN40buv38Xmthkc6VJJVHs/wgVMj7B1bN8PPV6EZp6GS5OPm5pVwe+vFW3C7NnMSt3dPrUPdyvRpPObRfBduv7VjE24vWMzn4O3PLMNtYk4et+UJ9j7OVRN4zDOXlnE7VUzjNmoWpkZwm/jc07h94n0X43b4D9m9tGreIB5zupDC7cnhNtyWY3z+qU7zOXjkHP6dU8y0oq4u24LHjPNfKxRa+HydGuffI1ML+POf62zHbXKKvTfzHfz3yl8yxdsJPv+kWmtY53yrG7f1b+HP+eDPF6Ju9mb2nRdCCOmn+IIgz27vaKryezT9TBNuz1zGJ4CGk2xeS43wY60f498N2fn83T/dz9fMnTt5Gy/ztrL/COqqxQIec+xGvieU4FNK6G8bw+3ATA2L/HOHcDo92IO6uY/zObic4e/i7m18Xhtbyb/1Yvy2relbK5Fn92LpMJ8Panl2Ey01fJcC/uewJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEF1NMwVcRo+8jd/iNvsa6ZwO366HXXrr9mPx9w33IPbpv4J3M5MpXHb2jqL24b6Ij+GQj3qJs804THrmvjPL00lcdvcn8ftbYuewe32qQW43THbj7onR5fgMW/s3YHbvbNzcJuuK+F215kaxk3ycf/y0E2oG/lxHx4z3x/DbeuqYdxGTeW1o7hd13sCt48f4/d+Mc/mwHJfDo+Z3s7nqlx3BbeVVn7fx6f4uzCU+P1cbK6iLjXKx5xcw+frZAufg8+bO4jbVQ2ncLu54Shue5vOoO7/HVmDx9w2zt8XdckybrceZO+WEEJITfC/2W9505dwe8fJa1B3yzO34zGvXL8bt4/sXY7bcAlPzwb3j6zG7U3dW3H740v4OrTtQTb/HG1bjMcs8ek6VJdncRsfTOG23Mif0+LcAm6T68dZF+fvoWSCH+vpfXxdF6vwd0Y1w89BLM7umRBCiI2z74Fqgp+v3p824nZiGZ9Xq3H+7TLBl0RhdqAFt2t+fhx1fb/H18H7vnUObq/89BO4DeEDNbS/+8rN/Dktj/L1Yste3pbg1D67lq+vm7bz90WshrVtcpK3uXbeNp7i69vyxWwdOHBJBo/ZeojfB2MX8HltxyH+zdzYyq9vLe+XXAeb2/Md/F0c46+LMNvD9q9CCKF+mp/b+hl+DONvmcZt+W42t7fuq+Hnr+QnrH/9ST4w4H8OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRFUR8PpwSY86Pv/4qe4fX56EW7ve3g96va19uAxe1umcHt41zzczlt5BrdTd8/B7dgVk7gN21tQlkryIZPTPF58/SHcns6yYw0hhLZkJ26LVf73j6/tuBR1t657Do/5Px68AbehytPkBP+94sUYbl9/0wO4/fZPr0Zd6wz/xaY3T+O2OVHBbdSMjfD5+khjB247f5DB7cQidt/l5vP7o+eqk7gdfHg+bgu9ZdxWsgncBv7ohcaDbNzJNUU8ZkNHFrevXLwHt02JPG4fm1iJ2846/vw/PLkaddlyPR5z585FuO1ZOoLbqWwKt40X83f8hkfei9vWR9KoS2X4Tftofhlu/59NfF0YwkdqaH/3Dfz9Utx+5Frezt88gNtzO0+h7uGfXYDHXP5yvgbcN9iN20Kav/vjBb5W6uwfw+27Fz+Gune08G+BL44vwO3XZtl6NYQQ6uv4++2inqO43TU+F7eNiwuoe+EQf28PXc/vg9SuBt6O4jSMr2e/V60Of6YVdbM1fAscfTM/X786sRa3n1iH07NC6y68dRJSE3x9e+ZS/pz2L2HzSu7bfH9hdC0/1kSOrxOyfSXc1k/yc9v618dwu3uQnYf8IL8GM2v579Wyja8BE1fztWUizq/ZQ+d/G7fnTrC15cwB/nt1P8rWGCGEUN/Bv2HHVzfjdmYeny9nRvj3brKePQ/JaX69etcN4vbEU/y9Ga767Yn/OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEVRHw1i6jAf93Ndvwu2H3vVj3N74+m2o+6P7347H7O49jdszCydxu6hlFLdL37kXtz85dB5uy1XWdW/n1zbbyf+ecODXS3C76pX7cXvfDzbhNjMAT0IIIb6Wdf8+fQkes2PhGG5r8Y4lT+P2kdHluP3JF67Cbdcou29OXsOvQcOuJtyOrPZvW79Jc/ssbk/ftwC3b//re3H73YMbUfeXKx/EY/7tjmtxm9rIn73ivjbctq3ic3vX/0jjdnR1BnVN+5J4zOk1/Nk7Mt2J2xeeX4zbSrqC25OrW3G7qIldh4FsMx6zZ+kIbgdPt+F2zrwa7sWf9OC2fFEJt6Pr4Xs+hocMDXsacPuJA7fi9i0f58dwNtj4sedwG/+rDbg9enM7bvuax1E3/9EsHnNPE58nAp+qQvOacdwWtvFzMLarC7efOH0j6u5acRSP+cKTy3Bbl+MP6ng7n4OfwWUII+N8vRaLwQucT+AxW7umcNt8JZ+Dj+3pxe38e/jxtv3JMdzWx9nc3lqfw2POXzGB233/vBq34Tqeng0KLbydvWwGt01b+fN0up0dRHOKzxOlFj5PxPJ83GQbv0dLV/L9iO3bluK2Ws9+t2QnP9biDF+Lz17Mv8lWtvC9pl+uuBu3357sw206U0Dd+LX8ejWM8nk138K/77PdvC3xT7JQfwZvkYbsZvYuyu/k3yPhiTk4jf83b4e4uyJJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFUB0Nf3HlP+FBP7Hsetx+auurcbux/yjqEi0FPObe767C7b986Au4/bPdb8btdZ0v4HbTvDbcPjvJ2nwL/xvB1CKchswp3h7992W4rb5qArdDx5txe+GG/aibLKTxmPt29+F2+aqTuL37zFrcHny8H7f/+OGv4/ac+hHUvXrr7XjMypF23g7w6xA1C9vGcXuwgZ/z73/hlbh93wf+A3X3jJyDx6wcbsRtbNU4bjMnY7gtn+7EbQgzuKzUs27e3z+Jx5z4Tz6v7tjN54n0BH9nFHvzuD0w2IXb3XvZ3Lpk2QAec/LJHtyGxXydccP8F3H7ex97HrdfHLkct3/Rxe6bF4oZPOZf3vFu3A5u9H8RfpOfPH0hbtsXJHC7/F9mcfv029hc0dfF58pQ5Wmxs4Tbnu+04HZ0NT+GFV/mi9bBa+ahbltiIR5z9TeG+M+/shu3jTW834aqfA6O8UsWmg+wY2g9wgcdXc2P9cT8Cm5bj/C56tTmMm7H716M27YDbNzlH30aj3nfv16K2zd+8AHchvDBGtrffdkF/B6ND/D3aamGT5rm+9haeIrfcqGa4b9X37JR3B4/zOeqluf5+y23ir9gMkfZdldhUxaP2XAELtpDCPESbw/u4xdt6Ynfx21bK/8eyQ2y+6vxCL9ex24s4rZzC39nNZ7ic3vT75/BbaXKj+HMCFuTVBbx74a6Gp7HTIZ/ZxGu1iVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIqqPhm7/0ITxo+94Sbld/8BhuPzTvXtS9+5vvw2O+5X334Pa2H/4JbuuyMdx+fOIG3C6bM4TbtkNF1LX8+XE85sSji3E7fi6/D26+6Fnc/uzXm3Cb5IcQTv7jMtS9829+jsf8biWB28l/7cPtuz/+E9z+47ktuP3zL78Ltytetw91sYfa8ZizK8q4rcaquI2a099bhNvnP/Y53K7/Bp9bC1X2ejn5meV4zKf+8e9xe/8sf54mVzbgdrqcxu0XzrkKt+ctO4S6t3zgMB7zH/6az5UNN03jNjWXT6ylPfz5v/XaR3H7s69vRl2yhjkl18PbD19yN26HS824vfaZ9+D2uxu+htsrP3sH6pa+fj8eM9QwBf/yLfzZDeGDNbS/+7r7x3D7xpdtxe2Pjl7AD2IwibITr+L/U/Lpq76L27b4LG7v2Hs7bhe8nH9j7F7Wi9vMbrbGTx9N4THfdtcDuP3Ezutxu7HvKG6fvn8tbt9y4yO4PXhZF+pe+lf+88+75UXc9qXHcfvMBy7Ebdfr+TfZgfQc3Pa96hTq7jm6Go8ZXsHnmW++dDFuP3oOP4SzQaoji9tMuoDbyWIHbkc2srVKQxefV+t383XK0NG5uO04zRcKo5fncRs/w+fWmYUV1LU8zM9BLXscvY/z9+ZQDa/txqYcbseO8bU4/b6u1vAvpgsWDuN29mk+Vw6v5/tt1e38HR9jt8x/jTsPPucJ/izUJfn3SN3dbbgNN/72xP8cliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiIoVq1Wq/+nD0KSJEmSJEmS9L+X/zksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRH0PwFXfKgoa6NX2QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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L2XMai/N3QC3Lz1f2PH+/peZwGlKz/Hjr/FUYiu10UD5mZZzP16k5/n5b7Ofv2PLhdtzWt/AXQXZfE+oWNy7iMZuf5+erdT9/FqKmkuPt5976Ndz+ty++C7d3f+TvUPfOd3wIj3nt53fi9tvP8pf0wlgHbpMNPP+xKn8P0Lmq0sbfxZV8A++sBJ/buzr5hL21awi317Udwe1CLYO6x6bW4jF3JVbgNnWKP2SJAp+r0vwTI1T58jZ8ay97HlqP8PfQX//lF3F7x3134jZcx9MLwbsueRy3/3L4Rtze9QifA2tNbE2RWYOHDHO/XIbbtgbu+2SBT8L5c3x9vdDD16xlOLcWLuNrqk+ceA1vV/8Ut386uhW3dx3fjtvS3jbcth5nXVOGX9t4A9tis8v4x0B6mh9DroE9v679vD11O3vP962cwGOOHmZ7niE09g2Lxvs/OpokSZIkSZIk6T8FN4clSZIkSZIkKYLcHJYkSZIkSZKkCHJzWJIkSZIkSZIiyM1hSZIkSZIkSYogN4clSZIkSZIkKYLcHJYkSZIkSZKkCHJzWJIkSZIkSZIiyM1hSZIkSZIkSYogN4clSZIkSZIkKYKSNJzvz+BBc+f4nnOxs4bb+Se7Ubfy3hk85qE7s7gNlRhOE7MJ3BZWlfgx1PgxtPTOoe7SniE85o6207gdKrbhdufoKtyOb+zHbXquCbdz/exxqKXwkKHQU8dtuZ0/C7Eqvw+SE/yA51dW+LhT7B7vepTPB/EKPwdNww38beu9PL0Q5NoWG6j5/dF2lF+f0duLqGv/egcec3FjA/PqQBW31RR/TmMFfgz1DD9fiTQ73sp8AxNQA2pJfg4yE3zc9qP8XpxbztcZi11sDkyP8+tVbm1kvub3V2YYL7VCNcePIXEsh9vCijLqUmf5NZhbx98XqUl+HaImN8Lf59vTY7hNFPm9dMeHP4K6s2/n17w0vA63uWNp3NbSvC0s4c9psqeA2xi8ZLEif/ZTGX5u6/zSho4s/73e3P0UbuOBv99OlntQt1Dh1zaZ5Ne22M3PbSXDx00/y78hC/38fKWPsLl9/R2H8Jgf+PMP4PbhP/0sbkP4aAPtf37PTi3HbdMwf1CXvGQQt2eeGkBdtYEtjuIA34tou5/Pa+nZBtbBi7xdWMLfm/Or2fpnedc0HjMV5/PEjycvxe2ZAv8mKu3l+ywdB/m92HqcvTPqCX4NZlfymzE7we+D3DD71gwhhFqGr0OT8+yeCSGEjj3NqJs93YvHzC/gNMyu5fci4X8OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRGUpGF6tooHXfHvs7hNjE7h9sj7V6Du2B/iXyskQwW3lbkUbjOr+TmoVvkefVO2hNtcuoy63iw/1s7EPG4/uuQYbq8dXYXb1pN13Kbm+PWN1dl9s7AUDxmSW2Zwm4rxcbvz/DqcOt6L27b9/NlJ3TKGutrBLjzm6MsXcTvwA/48Rk1hpAm3nW8Zxu3sff24rc6xe+nsK2t4zMQMf0jqGT5uqDTw8CUbmH9airgtz2ZYGOM/PzvCn5H0FE5D/jx7t4QQQjXD32/1Bv5cXYO/Wn3dAh4zn+Pv1yb4fg0hhNF8C25r5QZOQgNtYpo9j/F1c3jMWAPzTC3F79uoyUzxc/PGfe/A7cx6Pu7UNhiW+D238H3+vmh7HX8Pje3ha5p6M/92qQ42cD93sOc/3cTniVSKH2uplMBtpYGJ9foGvgea4mncPlU8hbr2JXxt+9fzN+N2eJ4fa3yUt5UcTkN6il+HNPx02HV8JR4zdyv/Hrn5mx/F7ZH/htMLwulvrcNtvYGl5ch9y3DbBJeW09v5mqb3Yb5e7Hh+Ardz69pwO7EFroNDCOU8f7+96kXPoW6kyNdq6TjfX9g3vQS3w7P8GJIL/Aaja+YQQphex96FsRq/BrEGPskKXXyuXOzgk3A1zc/X3Cr+HqDXobiKfxPWa/xYu3v53E74n8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBCX/IwY99tEUbrt/uhy3r7h5F+qe+NJleMzF35jGbciVcFp+oQ239Qa26Keb6rjNbB5F3QuTS/GYZxfacbtnnl/b4XF+vgYmq7idWZHFbTXNuktfdhCPeUX7CdxenjuO20+d+A3cxkox3Jb4ZQjlx7tZ9/J5PGb8TBNuJ94+g9uo2XERv++O/WA9bjO3sDklhBDCeXYzZQb5+6LpkgncTp7lN3OqcxG35Sk+p1TGc7iNt7H3S63AX9vlfA23mXH+Ippbyo8hXsFpGNvB32/pZbOoe+26F/CYB2b6cXtwsA+39Rqfg2PzDSzL+LAhuQDjAy14zPqSMm5b9/2HLDcvCL1vPYXb6SKff3Ln+TO98nb2zphp4OeXlidwO/cgf56uft1e3D43PIDbl1/C13a/GlqLumKZ3/d9LWxOCyGE48Ns/RVCCBPzfF313blluH1D/jRu/+L0q1E3X4EL8RDCzAK/F0OR34u1LH8PVRr4Jms7itMwej2bW1ue4+eg6Sa+Zq7wJWTktLxpELenzvHntH0nv/cnt7Hv4PwhPmbTMN/jCGOTOG1O8vdQsoG5aupSvgD6+fFNqLtj4zN4zJ0Tq3B7ZLAXt42sF9uvHsftdCGD29I8u28SGb4fUy3x+yC/nx9rrYGl5cJ6fo+3dvK9i/mj7Huz9Vn+e216M1+PPHc/u79DCCHc+usT/3NYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiqAkDc++rYwHTR9owm2xrY7bPZ/cwcZcH8NjVva047b7+Spua4kabnOj/NzWkg38bg93oe7sZQk85ugk//m7l/Nz0P84vw/yu07htrmlGbcHP9CNus70Ah6zJb6I21/ObcHt0GwLbruf4X8DamrgXpzckEJd/Fl+DSo8DcmH2nj8Gp5eCPYP9eO24xXDuC3+uBe3sW3s+U8U+JwyfawDt5kZft/Xx/mNF8/zuarWzp+n+Pks6hJx/vPjJX5uF5bwcdMzfNzFLj5uor+A2/72GdTtmRzAY56ZbMdttcLvr8RgBreZBt6xpQ5+brNjrKvyQw35s3gJGeZvmeMDR8w/rP0ubm/90h/j9uLXHsDtCz/azEJ+e4a3v/0+3N778q24nSrxb4yrl57E7UBmErfbus6j7qnzK/CYxSp/ntpa+FxZrPA1/mPT63H7/aEX4fboCFtflwpsXRlCCLGJNG5DWwWn9RKf2zPbpnA72sXX7flD7HdLLjTwfo3zb7Jr37cTt1Ezej9fU9TX8jXgS3+Hn/MfvsD2Qyo5Pqck5/kzMnvtatzOrODzT26M36PN7bO4bcqUUPfq1t14zCPz/Huov3sat6kGntM3LnsGtyPlVtxmYuxeeHR8LR6zUOFze3Upn4NbM3yf5fRUO27pPRNCCPNL2TH0XzqKx6zU+DmI80Nl4/2fHU6SJEmSJEmS9J+Bm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFJGq7/qyIe9ODvpXGbuHQOt/Vv5FG3MFDDY9bwGQghUeDjpsq8TU7zc1vszeE2N7yIuoGHU3jM+SX82tbS/G8PycUKbuulEm4X1i7n42bZNXtufACPmYmXcfvQ4Drczp5uxW3bVBW3zQdGcDt8BTsPPc/xazs7wB/IueV13EZN7pEW3BZivC3282OIlWKoW1jHn+fEBJ+rSl38vk/M87kqXmS/VwghxMYaeBfC10ClGQ8Zamn+jNQbeBfWFvg5CPEGntMTTTg9OcvObXKC/2LpGf575RdwGuoJ3iYKvC3z10DITLHrML+Un4Ps64dxO/NcH26j5h2HfhO38asncVsL/FrWrppGXX/bLB7zaweuwe37tjyC24kGJsHhEn9IOhP8e6Q9xSaArT1DeMzj0124HWhh1yuEEBarfA7cNcTXzHPzWdzWRlib7OMTYHxgHre9bfza5tP8m+y6rmO4/adZ/jwUd8Bj2M2fhfeu2Inb4XIbbqOmgc+68KLNJ3D7o/3b+cDz7JlO7eDvi8UX+FyZnuLfdZVNfAG00MfX4vOTfD9kzbpx1N158K14zESMr23PD3Xg9js3/ANuF2oZ3I40sGD8xr6rULe6l53XEEIolPn3W3OafxcOzvDfa13nGG53H1mJ245d7Hc7vmIFHvOKGw7gNn/NKG4J/3NYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiIoictqHaddzyZwO7uqDbdnbq+gbsVPanjMwH+tUGrlv1fzIDvWEEKoNaVwmzs7i9vxSztRN7M2hses5PgJq7Txc9D3dJWPu2E5bic38XObHWTduVgXHvOuE924TU3x+6tpil+z8a04DaX8EtxmJmB45yges/+Ps7jt+PIQbqOmcD2fJ9p+msdtsZPfd4kCa+spft8nijgNqTk+bi3N57U6HzY0nePnqwRfhY2MWW7lv1dmnI/bcbSM21Ken7BF9soKIYQQPwaXL/zXColSA+83PlWFxW5+EMVOfgzN2+gkHEJtOxu3/hh/Z8Vj/FiXXnoet1GT+tN23H7mm9/B7fse+03crh4YQ11Lik/C6RRfA37j+JW4XSzxdd27Nz6B2785/DLc3rpiP+pOzPBJbVsXf0aWZqdw+y/7LsdtA59EIfNCE24L/fC7rIE5JZ3m91c+3cB9G+ffI987sQO38QT/3cqzadTlZ/iYNzcfwu2+Ui9uo2ZuNb8/Lmk7i9sD+zfgtnYpW+PHH+jAY55/wwL/+ZMZ3Pbs5Pfo2KW8bd3LnpEQQtg3uwp1tTTfP8qf5Fto9bV8zfxsYRVuv3OWz+2lr/XjtqmX/e/okUv5OVi7fAS3S5qmcduX49+7u3++GbfJZn4vFnrZGr+/gXXwY3vX47a5mz+7hP85LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEVQkoaFFS140N6HR3A7u6IXt03HU6g7d30dj5kdj+G2/WgVt7MrMrhtObWI23M3d+G2cNUc6l61fi8ec01uFLd3De7AbbFjCW5rPew+CCGE9DS/F+aXsq7lIP/5+bM13C524jQs8tsgrLh7GreH35XH7dKH2fNw5nQ3HrPpvy/g9vQQvGARVFpI43Z2FZ8D6w38ObGeYF1qig9aXlbCbe4Qn4OTC/wcxPhrIMTLvG0aYnNVgr8uQnqWty2n+cGmZnmbKPA5MDuO05A9z95vhWV87ZKa4b/X/LIsbmtp+DCEECpNOA1Tk824jU2yOSHNH5tw9mAfbjddfJoPHDHlFr6meP9Pfhu3K7edx+3xk2wt3nSMv1viV0zhdr7Ab7zWZj4JfvGpG3Gba+Xj/ssj16Au3sXfWU8u8nPwipV8rVQ/z+eqWIW/C3MjfH1dbmPj1mt8PbCsja9tZ4r8HDRibecYbp8ZXYXbpi52fUvtbXjMj5x8PW4Hv7YGt6/5Ok4vCIl5fo/+8Esvxe1r7/wVbu/6wYtRN72dzz/pEzncNjWwdzJydQW3yVm+Vkos8vmn/3HWVTL85xfbcRra+/livDPJ1rYhhHBmXz9ul0/zj5f5Jewez5zg76yNW/neYKHK10R7Rgdw23MNXxOdOcX3Lrr2sPvm4tsH8Zj5dBG3q/ITuCX8z2FJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgpI0nP7dWTzo+KN9uH3Jy3fj9uQH1qHu8LtyeMy2p/n++NySBG7zg1XcDr64CbeLWwq4/f1tD6Puba0H8Jj7y1nc/vXQTbhdPV7GbbxUw+3EFn4v9O6qo66WYl0IIYQYTxu5Z5IL/F489ao23LYdxGk497IK6vof5Mc6cmULbpNzDZzc1/L0QrBp5Xncntu9Crcz20q4jaXYc1qdTeEx889ncLvYzZ/TRInfS+kpnIZynrepWXYMiRj/vZL8dRGqOf4uzA7x+brYlcZt7nwDB1xix5Bo4H0xv4y/36ppfs8kF/g1K3Xz90DTQX68ySsnUbewwJ+x+CD/+UefXInbcANPLwTb/+I53J58Zgduq1/ia/HYa9h9V2rn93LHj/naY+4qft8vPMvXCV1j/Hjzg/yZPn81my8rVf48bb/yBG73TS/Bba2Lz9cdT/D5em4FP1+tR9l1GO/Gn6XhzFQ7bvPZIm4XivwcnDu9GrcD9/F37PTb2Pnqftk5POaeI8tx+7GP/QS3IfxhA+1/fvUGvgErWX7N7z61FbelNrauiTXwrbjiqrO4HZ7li9ure4Zw+8SBtbgtjfPnNLHIunoD/zLZwFI8vHE13+vqT07zgXv4vFZq5e+iUivr8peP4TGfGlmB244s/xao1fl7aPQJ/t7sOckv8ORm1v1sP3/G37r9adxOlfk+IuF/DkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkRlKThJX3n8KAPrW3F7ak71+B28E+qqFvzd6wLIYTp1Qncdhwp47YhMX4MK/oncDtbzaLu7yd34DH/ac81uE0dz/F21wu4nb9xM27zgxXcJufZfROr1/GYxY4UbhNFPm7+XAm3ySI/hmoqhtuWJbOoK3R34DEHHuLXqx7nxxo1J+9fhdvOVw7hdvZwD26bBtOoy0zw+37qxQXc5vby+afShNMwP8CPNz3D79FSG+uqOT5mvYE//84N8PdQLZHH7eRGPm5ybQtu4xXWxvhyIFSaeduIGj8FofUgXpaFxa4G7sWfs3k40c/HbDqP0zC7krdR84sfXIHb5fv4O3L+d6ZwGzvaybqV83jM0Ta2Bg0hhJDhD2o1w5+R/Hl+vqpZPmF27mfPydCN/Pd65txy3G7sHcHtSzcdwu3undtwWxzg69Baiq1DEzl+vuIxPle1pou4HTrP16yhyt/HY29ewO2yL7BnZ2o9XDiEEDoaeA99/ZHfwO37vsHHvRBkVrFvnxBCKE/x61MY5Hsnt1y/B3WHpvrwmOen+c9/49rduL3n3BbcJpr4fL2wnN/Q1SxrF1fyOW372jO43ZLje2hrknO47Wxv4H18KX8fV3rZfLmxZRqPeWqKz6sjc/wbY+EUv28TGf7OKPTwub2WZuOmc3wf8SffejFuW2/m3/GE/zksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRVCShkc+u4WPemsVpyde04rbgS+VUDfxoXk8ZvuXY7hd7MKnK1TTfNx6Aqfh5PFe3H51sAt1bU9n8Zjd03XePnIGt+WL1uC2muF/08iOFnAbL1ZQN7smj8es5PixtkwVcbvYlcJtsa2Be7yTt+X97ahrwiOGMPjiBv5etWSxgZGjZbGPz8HDe/pw272fH0O8WmM//zrWhRBCfCyD22Inn6tCA2mI8biwlF+HWBObf+oF/h5KzPKXSz3Jf6/RNv6cllvZ7xVCCIFPP1j/qnHczi3y+2v+bAtuU1P8fBU7cRoyk/yEVeBEnBvmY05dzefg5r18nRE1mUn+7L3t0/+O21qdX8s7dhxF3WWP3InHbO7la/H4Y228LeM0xPgUHJpP8+M9fx37doml+MFu7hvCbTLO35uXtPC1+IOXbMbtGy59Brff33k56rJp/r6YX+Dz9dGT/P5KNHDPNLJ2yBzm74zzH5xG3R3rH8dj3jvIv+Pzaf49EjX1Z/m9dOWrXsDt47+4CLdP/NsO1GUm+A2af+MobsfLzbj9/bUP4Ha0wveEfjm+AbfPnViOuoG+KTxmPsWfkcsyfG4/WubnYH0Hv2Y703xxuXzpBOomFvkX/sxMDrfZ/bztGOX3eNde/o4fupLv9aThWjwxzN8Bc2v4i2hJiu2PUv7nsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBSRoOvpQPuuVTw7g98IcDuK1l2F52+gcdeMyFPpyGeKWO22JHDLeVJj5u08kUbvueYeOmJ2bwmPVde3Eb1qzCabE7g9uxi/m5LbY14bacZ+PWG/iTSnqKX9uF/jRui238HCQWcRryZ/nxjr2cDbz0W3N4zOnPV3Hb/rtl3Ia38PRC0P0sv0kbmdcmX7WA29J4FnUdexJ4zKlN/FjT0/wZaeSZLrfwNttdwG0yye79GpynQgghO8CfkYmhNtzWU/yExer8eNduHMRtLsl+t82tQ3jMYg0vicJzzctwe+pUD26X3M+fhyK/ZGFmHeviJT5m8/PsGQ+hsecmar7yx1/A7Yc/+kHc1hL82funZtam+/iYi1013CY6+dyeP4XTUM3w451b1YzbSo51KwfG8JgfWXYfbh+e24zbpngRt++5+hHcbsmdw+1Dy9fjlhqbbuVxlt+LsRK/Z0ID6fzlfP3UcTf73X742ovxmNOz/HsoHufnK2ouvvUgbh95fCtuN7/4JG6H59gLdWyEPyP9MT4Hv67jGdyOV/O4jcf4fbf33FLc1gtsbVe4i28K7Uv34/YP38LXddkEX7efmOnEbdeGcdyWqux4p+bgizCEkNvH2wT/dAo9T07ittLVwDGU+PNwxVufR93oIn8Wzv7zGtxuvJLvuxL+57AkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQUkatiybwYOefOty3HY+X8ft2d8so646j4cMudMp3MbLMdwmGziG7CgfNzPJz1epNYG69CT/+Yn2NtwOv3QJbgu9/BhKS0q4XSik+bidNRbySxAWu/jv1TTE/1ZT58OGEr9kYX5FFbdLfpJB3eF3sy6EEFqKU7ht7cjiNmoqDZyaycsruI2X2JwSQgjt+9nrZW4lf6B6dvEbf2YNTkMtyY+hluLt4hS/EN1LplE3NtyKxyzlGni/5fh90Lonh9sAp9UQQjg9uQy3yc1sTXJj90E85uOTa3F7ZrgDt6HK79uRyxp4Hy/yQ+jaw+7b0cv4mEuuOI/bTILfX1Hzns98GLef/vRXcft7j74dt63Psvd06/XDeMyRgz24bWR9XU/wOXi+n7+z4uwTI4QQwsJqFr+ifz8ec0e6gWckfwCnJ8v8OtzR9gxu/31uK25fu2IP6p6cXI3HHDvTjtuQ4i+ixAx/bzaydkgdbsLt5vfsRd3OB/k1aBnkz9gv/stncRvCJxpo//Pb+fw63L7uhqdwe9fzO3CbO8bm61gf/6Ybm2zB7T8O3YDbP156L26HKvyDta2lgNumb7Pzld/P1zRzW3px+/wDG3Fbj/M5pbyiiNvYJN8PqWXZfNl8Em8jhlgD3wKdB/k+z8yWdtxmx/hLvh7j8+UzX78YdZVXTOExy0v4z6/U+TqH8D+HJUmSJEmSJCmC3ByWJEmSJEmSpAhyc1iSJEmSJEmSIsjNYUmSJEmSJEmKIDeHJUmSJEmSJCmC3ByWJEmSJEmSpAhyc1iSJEmSJEmSIsjNYUmSJEmSJEmKIDeHJUmSJEmSJCmCkjScX8jgQZsX+QH0fm8fbjsOrUHdydvxrxUW+6q4bT6VwG01h9NQ48OG+aUx3Ob21VF3+uUteMza7Vtxm7p4io9b4SchdSSP23gFpyFWZee2lmbnNYQQaoG30xfxg43P8fPVNMj/BrT0IZyG4cvY+cqN8Hs2s7sdtwc/XMZt1BT6+DlfuXwMt6eO9uJ2fhm793ufruExx7fy+z4zidNQzfLzVU/xcZPD/F00d64bdc0F/vPr8TRu4/xVGJrP8zhe5XNgPcnP18xytib58gvX4zHbW/jJrS3yY82M8Pu2/TA/X8kCb8/dxq5ZYpL/XqeHOnHb3TWL26jpf9Mp3D61sBa377r0MX4Ql7Lse8d34CFjfGoP8SJv55fyNlngc3upjT9PV249hrolKf4iOlzmP7/awP/2PDu3Ereniuw9FEIID4+ux+35WfadUa/z65Vq5zdNPMFvxnKWv99qc3xBUOwq4fbxR9m3VqyB9chb77wPt1+cuAK3/2OAH8OFIHeOvyPvep7Pl6khvl5rPsfmiliVrz0qvfwZeWffo7h9x5534nZ91yhu53bxuSqXZN/XtcEhPGZ1Rx9uS518Tul7gs+B8ef5BDByOR83Vmb3TbGdv7MyU/znzy3lv1eMH0KYuI7vZRbX8PdL+jR7dgfy83jM003tuG1ONLCAAvzPYUmSJEmSJEmKIDeHJUmSJEmSJCmC3ByWJEmSJEmSpAhyc1iSJEmSJEmSIsjNYUmSJEmSJEmKIDeHJUmSJEmSJCmC3ByWJEmSJEmSpAhyc1iSJEmSJEmSIsjNYUmSJEmSJEmKIDeHJUmSJEmSJCmCkjRsfroJD7r6NcdwO/bybtxOPMqOodJewWOGeB2nhf4Ybqu5Gm7TEwnc1tI4DcN3LKLuHZt34jHHy824/dH+7bitzaZwu+oRfn0Hr8W3eIjBS9a2ZhKPWa7ya1suN3AfTORxW+GPbhh9YwG3sRp7Hpb8mP/8+p9N4Hbh7uV84Igp9lRxO1tsYFJJ83ktOcuevckN/L5vO8Z/frGD/+2z3sCfSTv38ndGKc/fGTU4BZba8JChmuHH2si7pf0obytZfnIXu/nx1ovsvoll+ftifJLPq7HSf8zf1meX83Gz4/x8te2G54sPGWYS/KaJ3c/XeuGVPL0QHH52BW6PLa7EbamH3/u5U3AC4lNayJZ5m5lqYF6t8INYWMrfGW1r+dputMDmikuyZ/GYB0t9uD1QGMDtTw5djNvK1H/MeiAk4PWF68oQQoilGvjOSvA2myvhtjDBz1dyKoPb6gD7fqtW+PviB6d34DabbOA7ehtPLwSLvXx93dzGrmMIIZTP8ntpajPr+p/kx1q7YQ63v/f4b+F2/cAIbnc/sw63iQbWtxMb2ffI2NZL8ZiVbfx8hZEcThMl/nslFnmbmm5kD4uNmyjwMRtZr9LvoRBCSPJHLOTP8GPITPL5emYTe85Gf7YMj1m5iL+HfvTzq3D7uUt+feN/DkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkRlKRh4Yp5POihB9f+/zqYX6frQBV1g+sreMz2JzK4LbfGcFtqaaDtYb9XCCE09fDrsLZ7HHVrMiN4zIXaMtyGcX5uN//9GG5ntnXhNjfCr8Pcqhr7+bNNeMyONn695obzuM0u8N8rXsZpaP5FM24LPfAYYvwcTHy3gfuLH2rkbNp6BrfnfrQKt92zddyOXVtC3arv4iHDyIvSuG0e5MfafoQ/JLPLU7itZvlzGmPTTygs4++3devP47Y5ya5XCCEcqKzBbdMgPwch8GuWnGDLl3IhwX98vIGfP8f/tl5v4M/wmSl+DOUG1hlV+DpOXDGJx0wcbMftzKvmcBs12dWzuN3UM4zbZw6uxu2db70bdV98/iV4zPIMn68rw/hzJKSncRoy4/zhK67gx/Cu5Y+h7kylHY9Za2CieGZqBW5T+/matXkGp2Ghv4G5qou9t3JdBTxmNs3f2715Pv+MzPG1eG3JAm7b87wdOdSDus3bT+MxDxwdwG1qjD8L4SaeXgjiJf7eTfyqDbfzW/j9nJhh65qzN/NnNAx24vS2bS/g9oGTG3CbnOXnttwOF80hhLBqEWW3btiHh3zwzHrclib5nNK6b5SP29+C20qer4XrMK0n+f010dvA+nqe3wepOd6mG3i/0TVzCCEkO9n9teaiITzm4fv5XmruCr6HRvifw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEJXF5sgmn8YuncZtJVXA7P96FunqxhsecWV/Hbajztu1wDLeLC/wyLMT4dRhvLqDuC8dvxGMOnWDXIIQQ+nbhNJR78riNl/l1SM3ztpZibTLO76+xc224DQ3ciqVOfgy15ipu09Mp3CaKrDv3Ef6ML2s/g9vYx9pxGzXjX1uJ29JqPm7ypnHcrvq7VtSdvZHfc73P8Pt+vo//7XOxM43bOL+dQzXL24Uti6i7dt1xPOYbevgk3JmYw+2nr7kVt4eeW4Hb5AJ/b9bSbMJMFPmYmYkG7pkuPmEnGrhnys38eAuXLuC28+c51E3va8djhrXzOM09yN/x4fU8vRB0f5Wv63bfvA63f3Xbv+L2E//2VtTV1rJ1ZQghJOYSuI2X+H1fbsFpiPHlTygu8vfAYo29t/YU+bv4muYjuN27h4+byvK5Kj6G05Bo4JpVC+xeWNPN1xjJGF8PTCzyZ6xe579Xqci/34bm2nEbcuzGPfwsf78OPM7vg3Mva+DBiZh6P/z4CSHEj7P3bgghxLN8oRCbZPfd2u/yMY+/jq/FH/r+i3Bb7m5grbSBrymuWX4at6/segF1zXF+bR+O8Xdxgi3vQwghFFbwfYPUbBm3ueEG9qV62DWr8ldmqLfwe7HSwPZkuZ+fg+ZH+D0+tZ0fb3yYPecHjq3BY3Ycb2CvqZXvzYXbfn3ifw5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEZSk4cq7C3jQoYk23E6uL+O2Jc26xGwCj5me5PvjPXsquJ3cgE9taB6s4zY1n8Lt6GQf6mop/vN7no/htvXYAm7j5Spua8lMAy1OQ2qG3QulPL8GDUnw69C1m1+HsRfxe7zlHL/HB69jz1nbz1vxmId3NOM29iF+rFFTf8sYbjfmZ3A7vJDH7ck3sS5/gN/Lw1fyZ6T1KG/LeX4MlSachnILP4Z4soa6S1tP4zFf0zyH25/M819sc+sQbg/kB3CbOcPn1mb4ellYiocM86v5eqR1Pz/WmS183MQiH7fr3hxux25eZOE4f79uX3oet89tXYPbqLn8z3bhdvbcetz+7X99C243f+g46g4MsXVlCCGUe0q4rRb4fVfq5uvFWInP7fVZ/ux99oWbUXfb2n14zM+cfgVuV2waxu3gM0twW83w87W4pIHvtz72LmpK8ntmscqv1+BYO257OvmaaMkAbye/sgK3t/2Xh1D3jfteisfc+rE9uL0swa9t1Kzom8DtRJqvf9ra+DdzdRd7949vzeIxN/3ZUdwe+PRy3Lbv4nN7OMG/MebezMd9bp49e+U63z9qyRZxe66Xre9DCGFmJZ/XZtfwttbAHsOWK06g7shIDx6zswmuQUMI5S5+HaZP8z3HxS7+fks28zmwWmT7LI28X+eW872b19/0OG4J/3NYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiqAkDec+PosHnTudwu3q79dxe/4q1mXG+J53chGnYWITPl0hO85/r4UlMdwmF3AaWo+wLlbjPz9R5r9XqTPNxy3UcFvN8OOtNDfQNrFjiM0l8Jibtp3B7ZGnVuJ2cgtOQ+ce/jzU7hzG7aZsAXVje/jvteXPzuF2/6eW4DZqLuvl9919BzfjNv9sDrfNGdbFK3jI0HyW38uVJj5u4NNEiPGpKtQTfL7MZMqoizdwAF+aWo7bljh7nhsVK/Frlprn5ys/WEVdpZm/t2tp3s5fwc9X9jB/bord/PpWtvEFwfrecdQdGeP3zJHxHtwufQinIbyvgfYCcNe+S3BbK/B7tHUZX6sM7VqNule/5Ck85r0n+bulmOPrxdDAvNqygn+7NKJWZy+Nu49txWN2tPDneaHIz1fvDr6uOz/Whtt0is3BIYSQTbEX/f6RfjzmH235BW43ty7F7Q/278Dt+Kle3H7w4z/D7fc/9nLUfeCv7sFj3tx8ALfv/pM/wG34Jk8vBAvf4vfSkneewu3gTCtuE2y5GOaX87ny4J+wd0AIIaz6Dn/2yy28Hb6crxefP7EMt8fbO1FXrfKfv1jgc3Dz6mnczvY38C48wT906ukG9ttm2b1YrfDz1Z/n7+IDT/B7MbGCr8UX5/la/Ob1B3G78yvsnZEo4iHDHF+Kh+/uvgy3n93+6xv/c1iSJEmSJEmSIsjNYUmSJEmSJEmKIDeHJUmSJEmSJCmC3ByWJEmSJEmSpAhyc1iSJEmSJEmSIsjNYUmSJEmSJEmKIDeHJUmSJEmSJCmC3ByWJEmSJEmSpAhyc1iSJEmSJEmSIsjNYUmSJEmSJEmKoCQNh4fb8aAv2X4Qt7v3bcPtqh9Pou7Q77TiMXODCdymZ3Eaut52Grcj31uB28nLyrjtfiyFukJvDI+ZKPF2/GLehhpPc6N83IX+Om6zK9kFjsf5mAcOLcPtK2/cjdt7XrgIt+EIuw9CCKH8L324nRutoG7qan69Ou9ewG18Ck9fkXPP3q24TWSquN3+pr24ffz4WtR1d/CJdfbRXtxWs/w5bT2O0zC/hN/PtRw/hsLZFtR9YfQWPGZI84k1nub3QTZXwm1ylv8Nupzn57b5KFsPjG/pwWM28h66avUJ3D5WWIfbm7YdwO0Td23H7aFN7D2QKjbwfp3P4Da2kq+1ouZFq/l6cej/Y/NqCCGcu4Hf0PlT7Dk9t9iOx2z5IZvTQghh+bvO4LYzw9cJT+7egNtEZxG3tSp7TmoVPv8tpNmaKoQQXjzAX1rFGl8rjU7ncbuim83BIYQwMsvG/Y3VL+Axv3X2KtxubBvBbeJEFrfbX3IYt9/83K24Lf3OFOrGyvwZqwY+tw+/hN+LUTP36hncLty7ErdbX833TnbcuQt1//ORG/GYnc/xuWpugLcNTD+hnZ+CkHmKDzy5sQN18QZu+7brxnE7NdWM2+bn+fzTcZQf8NBVfA0293Q36nI7+DvgyANrcJvcxr8L+9p4u/DzHG4fmr0Ut4Ud7Dq0HOH3bObyCdx2Z/nahfA/hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgtwcliRJkiRJkqQIcnNYkiRJkiRJkiLIzWFJkiRJkiRJiiA3hyVJkiRJkiQpgpI03PSRE3jQ0//WgdsNbzqE21NTG9iY/2sWjzmzNo/byU18L322lMHt9Po6bjMtRdzOrEmhLjWHhwyFK3lcqyZwmzyWxW2cn4KQLMRwWzrSirod1x3GY+57uh23u57Ygdvmfv575c+XcbvYzq9ZerqEulInf27iP+T3wZIv8ucm/D5PLwTZk3z+CfxWCsfv2ozb+nVs4Oy38WsojN1Yw216mt935SachtwYv+8SJf48LfTDccv896q28mOt1fmxhhxPk/P8Buvay+aUEEKop9jxZsf5OSjypUvY86MtPN7MX1oPHmHrnBBCiPXw5yHTzM5tbRV/X2Re4OunGD/UyGlJ8vvj8Ao+Xybn+b1fupatm3efXYbHrN26iNuWT/bi9rkP8nu0HufnYE3fGG6PHBhAXesRPq+WX8zvg7uf2Y7bEOPnoP8hfrxTuWbcxnPsPfCDpdfiMUMDS8DjvX24veWW53D79NAK3L79I/fg9tGJdai7On8Ej9kSq+A237WA26hZmOALxq4G1h/7f7AJt8/2bETdkh3DeMzz9R7cNp/m80Tnfn7fxeoNrFlTfG259LEC6mZW8m/QkbEW3MZTVdwuu38Kt7Xn9uM2u+Ya3LaeYsd7boCvAfmZDaF8ko87tMCvw6XvOYDbnU+zZyyEENKdbK0zdzHblwshhFuX8n3XQzN8/UT4n8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBLk5LEmSJEmSJEkR5OawJEmSJEmSJEWQm8OSJEmSJEmSFEFuDkuSJEmSJElSBCVpePhvV+JBm+7J4fZsRx23pWsrqKslW/CYqXn+83ueYz8/hBBGEn24zY/HcDsXa8ZtyLPfrdLMz0E6wdvUHn4fVJr4uMkCb/uuOY/bco39raQjvYDHbLpmDLezu7pxW98yi9vTm9O4XfFdnIbUiWHUXbSNj3nkgTW4Tazj40ZNsbOG296n+Ljnr+FzVfNp9jydfksJjxmbSPCWT9dhbiWfUwI/BaHat4jb6zYcRd1jR9fiMTcOjOD20PEluK3sb8Vtua+K26aDbE4JIYSTv7kcdbkRfm1btkzgtvhkF26XLpnE7dw9/biNl3EaqufZuigz0cC7+E38es0+zNdEUbO2aRS3n/yjz+D2xsfej9vWn+ZRd8fH7sFj/q+jV+G29gm+rirtHsBty1ADE/Y3O3HavoO935qH+PyX+Tu+Vqsn+LjJB57h7TJ+bgdfw78L246zyWp2Ff4sDb95yyO4/ebj1+L2+b/Zjtupq/l8+Y9P3YrbzOXsXfTZT/8WHvO2v3oQt5Xd7bgNr+bphSBW4v9XF+ePaWi+mb9PX9JzGnU/O3QRHjPZXcBtfBlffJze0MC+RZmf29bDfK5ozrJxx27ma/b/efU/4/Zj+16P29lP82+i+tf4O7bewL+D5t9/FnXxPWwdHkJj+zzNg/y9Pbu9iNuD39qE28QqnIbtA+dQd/zrG/CYQ2v5XubRQ/z7Lbz01yf+57AkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQW4OS5IkSZIkSVIEuTksSZIkSZIkSRHk5rAkSZIkSZIkRZCbw5IkSZIkSZIUQUkaXrX6BB70qVObcVtpqeF2w9eLqOv63FE85qkvbMTtmZfjNKxaP4jbk8f6cJs7gy9ZCDtmUJZ8vBUPudDLf/7Grx/D7dk71uK25Qy7D0IIYfihpbitwz+V/Cr04zFDnafFjYu4bX8wj9vSFv6MnfoNfsAdK1ajbmoP//nNCzgNy+8e5fFf8vRC0L56ErctF/GTvnD3ctyWW1i3doBfx+kHluF29OoKbrduOoPbkxOduL122XHcPvGdHajLpfCQ4bJtp3E7Ot+M2+LRbtyWllRxe/gvu3Cbb55AXVd+Do95coxf23IDv1dpgr9jMzmchuZhPrdOr2YvuMvftxuPufOr7J4NIYS2CX6+omZddgi3/IqHsKZvDLcbPjSCusMLfP1TfZg/T6cG2nF7y0v4PXr/sQ24Pbw5jdvciRjqUnP8f3DK72Fr9hBCSHydz5Xn/+5K3NbT/A5btfocbkd+OYC65feX8JgP//Ia3G77GH8XHjm/BrcPvfozuH3Jgx/GbT7J5stP/O3X8Ji/u/O3cJvjnyORs2L9MG7PtHXgNr6nF7fHr2Lr9i3LzuMxDw3xn5+9qx23699zBLcvPLwet72383X7mcfYt0P8fBaP+bsPvQO3S3/O9046338St8fW/sf8j+eph1airjZQxmO2HuMfL8238zXR/Hgbbmsp9t4OIYR33voAbr/2i5ei7tXv24nH/MUZvj/ZunQWt4T/OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFkJvDkiRJkiRJkhRBbg5LkiRJkiRJUgS5OSxJkiRJkiRJEeTmsCRJkiRJkiRFUKxer9f/Xx+EJEmSJEmSJOn/Lv9zWJIkSZIkSZIiyM1hSZIkSZIkSYogN4clSZIkSZIkKYLcHJYkSZIkSZKkCHJzWJIkSZIkSZIiyM1hSZIkSZIkSYogN4clSZIkSZIkKYLcHJYkSZIkSZKkCHJzWJIkSZIkSZIi6H8D6XVmd6yLhZAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "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": 10,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'cv2'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[10], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Let's compare the autoencoder inpainting capabilities vs. OpenCV\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;66;03m# RUN THIS ONLY AFTER HAVING TRAINED A DENOISING AE!!!\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcv2\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m inpaint, INPAINT_NS, INPAINT_TELEA\n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'cv2'"
     ]
    }
   ],
   "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": null,
   "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": null,
   "metadata": {},
   "outputs": [],
   "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,
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