10-autoencoder.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Traduction en français du notebook *10* du cours ***Deep Learning*** d'Alfredo Canziani, professeur assistant à la *New York University* : \n",
    "https://github.com/Atcold/pytorch-Deep-Learning/blob/master/10-autoencoder.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importation de quelques libraires\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": [
    "# Convertir un vecteur en 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": [
    "# Afficher la 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": [
    "# Définir l'étape de chargement des données\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": [
    "# Définir l'architecture du modèle et la perte de reconstruction\n",
    "\n",
    "# n = 28 x 28 = 784\n",
    "d = 30 # pour l'auto-encodeur (couche cachée sous-complète)\n",
    "# d = 500 # pour l'auto-encodeur débruiteur (couche cachée sur-complète)\n",
    "\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": [
    "# Configurer l'optimiseur\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": [
    "*Commentez* ou *Décommenter* quelques lignes de code pour passer de *l'auto-encodeur standard* au *débruiteur*. \n",
    "\n",
    "N'oubliez pas de **(1)** modifier la taille de la couche cachée en conséquence, **(2)** re-générer le modèle, et **(3)** repasser les paramètres à l'optimiseur."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch [1/20], loss:1.1402\n",
      "epoch [2/20], loss:1.0627\n",
      "epoch [3/20], loss:1.0471\n",
      "epoch [4/20], loss:1.0182\n",
      "epoch [5/20], loss:1.0123\n",
      "epoch [6/20], loss:1.0151\n",
      "epoch [7/20], loss:0.9989\n",
      "epoch [8/20], loss:1.0029\n",
      "epoch [9/20], loss:0.9973\n",
      "epoch [10/20], loss:0.9945\n",
      "epoch [11/20], loss:0.9905\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\loick\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  import sys\n",
      "C:\\Users\\loick\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  del sys.path[0]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch [12/20], loss:0.9833\n",
      "epoch [13/20], loss:0.9833\n",
      "epoch [14/20], loss:0.9883\n",
      "epoch [15/20], loss:0.9833\n",
      "epoch [16/20], loss:0.9827\n",
      "epoch [17/20], loss:0.9785\n",
      "epoch [18/20], loss:0.9811\n",
      "epoch [19/20], loss:0.9757\n",
      "epoch [20/20], loss:0.9770\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QBwAAAACgQjjoAwAAAABQITVVjO1T2Tj067DE8jCdL+zlihcvXZH1nhWdbRx3dd57eWFK1kORzpFs7Op81p2bOmPyfNBJV67p+tNH6dznLOj8y2IxnUlqZtaT63vvLumc8nxR3//yv0nff//5Idl24InOwz58ZVbWB3+wIuvW0d81n0i/97jn5Kk6Oc/dJPbrDOBwrjOri+302M2d9xTGRmQ9iszdH99cZ88Wz6XzsM3MakvbyVpjX4+d/Ezn2m6ko+TNzGz0ss7yVmP3Cwtvy7afGbgt6988el7W80z/9i/de0HW/+df/5+Stf/0N/+6bNtpOhnqDbnMWVjXa0W8OCfrdvth+tpNnf8enTmnm4Rz/VtirtdFlT9cONcOH9f9K7u/rOu3dHZycUXPC+2pdKb70bz+3bNf12Pn8Fd0/2y/nV6XzMy2FwaStXfvLMi2Y7N6XZvq1/u4O/t6n5W9n342M7OWiKwef1vvT1sfvyjr/bc3Zd1aer8RpvV7D2L/HGp6TqoS77e6c2CWXje9tt5+wH220tmrHx3Lcud6enydD9Vl2/4NvVdZ+Wk9r/Sv6P3G8MP0uxu5p++99Cf0s9d39b0Pruv3Gkd1Fv3hWnpdHX+i/35d9vbIenblgqzHVT1vxBM9b2QD/em2bae/9um9d/Kez9QKAAAAAAB8KHHQBwAAAACgQjjoAwAAAABQIRz0AQAAAACoEA76AAAAAABUCAd9AAAAAAAqhIM+AAAAAAAVokMk6zpvMJ7qrEOldPIts7aTrenkbcdjnW+ZL2/J+vFPpbMUDy7o11ZrybLVX9HZtMO9+t380ux7ydr/+sWfl23jkM6vHP6B/refo0Wdjzn0UH+XnRfSecPDj3T++s7NPlmf/L7OGY8DTv77kZObq649qjN1ywePZb2blE9XnP9A94F8eCjd1Mu93dbf2M51H8pGR2Q939WDNw6lM1D7lnXbu39Z918b0HPef/vCv5b1/+ztfz9Z+8qazhn/pwefkPW/9eLXZH19Vb/Xn7l5R9b/6r/6jWStPiybWij0nDX0vtM+6DktbOsc81Llw3s5zU4+fDcpt3ZkPfSm534zs1BL7zdioXOds3099sqWroe6zoX2rt/Tl/7OfRs67/rgku6/g/88PV+amZ28qufb/jfFuqeb2skTva69Nz0q62FE7xFHVvQDNHfT+5Wyrt+rXLDNzLyMdKe/2sa2LOfj6XdTTun3Vr59W9+7m0T9nsO07mO2tJpu64xb63yw+bXc2ZP1fH5G1mubh8ladqr3o1sf1+P+0hf1Xqk1m86aNzM7mkuPn92f1u8tnur6x3/mvqy/NKj3kP/qH+hzTKeZnjdOL47LtrX9U1kPbT1nFVfmdPs7T3S9mZ5X4vSYvvePbsl6Cn/RBwAAAACgQjjoAwAAAABQIRz0AQAAAACoEA76AAAAAABUCAd9AAAAAAAqhIM+AAAAAAAVorN/vKirMR2pZAfpWKLMiy5Z2tD1ficqbXBAt2/q6ImzwXT0xFE6ec/MzLJzHRkz1KOjKXZb+repCL3mls6UOZzQUSd71/W//Uz8SLevH+q6iiZce01HpVz4UjqqxMwsO3ByDR1x34nREuMhOG2zPidarZt85Lqu/1BHAxUHR8la1q/fkxuFNjMl69GJyynndDTL+mvprLex2zq2pWdPj61yTEeI/cYf/pqs15vpecWbU3obOlLm79/5WVkPNT3uJ+vpb25mVgykf3vY1ctUY0/Pt1uf1FFWk1/UsXB2oOcdFd2WRf1sQUXzdZvM+buB8y5UDJc3L8TlNVnP53QMVrm6LutWcyLyLqb3M71ber2f+JEe960p3f+nv6/fa89xOnL0YFFf++ii882GdZxp3NdrureXyk/TfSofdtKhD5xoNa+/OvtfL/Kx2EhHOGeHej6s0rwQ+tORtGZm8VBHYcciPS/EU73mZpmzX3D2ZWFAtz+fdeIlxZx3dEHfu3fbiX90bPyUfvb6Xro+9Lo+nx2+pqOoZ5p6Pzzbo/dhxed1jHL2u+Ls6cRqZk6MdnTW+2xHP1sY0XnA5V46Xj3e0u+lNjMt6yn8RR8AAAAAgArhoA8AAAAAQIVw0AcAAAAAoEI46AMAAAAAUCEc9AEAAAAAqBAO+gAAAAAAVAgHfQAAAAAAKkQHkToZlKXICTUzy8fSGZPx2Mk8nxrT9Z10FqGZmQ062Z0Nne/av5rO5+w0dcbk5md0tuzuvn62Tlt/luHV9Hc5eE5nu058V19752UnN9ex+RF9/d7N9PXnvq0zUa2jc0Vjj763bW7r9mc6SzwXGe3Fqs5xzpx8926SPVjW/8HlRV0X80Z5dUE2DY9WZf1sQc8btZEBWc9aug8MrKbHV9mj/900OtHIl6Z1/7y/PCnrH51Lf5fvv3lNth26rR+ufqjnhXEnu/ZLtz4l673i1QU9pdnpsL75+Ls6Dzv06vm8uKCza1VWsr1zT7bN554tF/fDKAT9Hbw1P9TTa3LInb9JOPc29Y3MLJsY1+1bug+N/Si9HwlObvPZos7iLup6XavpR7PtF3qStZNZvab2zOhvdm16U9bffzoj6323emV9cCm9J6gd631W8PYLvQ1dd/YLqr+amdWm0/N158Ej3fbSBVnvJvHwSNaLo2NZD2pfVzr71YbzjVt6bAbnnFA70IPvZGEwWevd0HuN80E97tuT+tkGH8qyjb+f/u1rn9DjcmhQv7dPDdyX9X+x/qqst+7pLPqBhjPfC+dz+tp1Z663nvR8amYW2/ockw0PJWudJb23jif6vSfv+UytAAAAAADAhxIHfQAAAAAAKoSDPgAAAAAAFcJBHwAAAACACuGgDwAAAABAhXDQBwAAAACgQjjoAwAAAABQIU5Aqy5ng+mMSDMzU9m3TtZgONZ5gX4mr5N16NQ7zXSudKmb2vCPdL5l+AWdK3ocdPbn0WL6AeJgR7Y9/XP6vZUr+pvu3NR52wufWpL1rS+mc9IPF/TvHtt2vvmJ7lPW3y/L8dK8rj9KZ1zmMzoPu3QyebuKl127syfLxUG6/+eHOsM0nuh6/fGWrFups5WPP6L7QGMvnd289kmdx/4X/tS3ZP2f/fFrsl7b0hPPW73pZ29s6nE79FTPG4dzei04mdF9YvKHhayv/nQ6F3fq+7Kp1Q/1tTt9+rfbRZ2hXnvjnqzHs3Qechgc0Pc+01ngXSV33rMjFunvGHI9tsy79anOrC69LO8FnQdvIrM9DuhM6k6vfvjdF/XYqh3rTOnOxfRe6uev35Ft19t6P1ALeuzNT+m1YPmqXvP7NtJzXiPXv7u+46wlNf13rtCnv5snbu0ka/nkpGxbrm18oHt/qGT6O+WTev6V+41T5xwRnLz1Gf0dbHdflmPPs8959Q19DgiF3q9uv6TnxLJH//Zwlp6zzob1nHP8aETW/07xp2W9LJ2xe0m/m4Hvpd9N6cwLPSd6r9NZnJD1/PZTWZfnXjMrNtN71Hx0VF/7GfEXfQAAAAAAKoSDPgAAAAAAFcJBHwAAAACACuGgDwAAAABAhXDQBwAAAACgQjjoAwAAAABQIRz0AQAAAACoEB2OPKXzLYv7j2U96+tL1kJDZ83HPZ1faT360TuzOo8w39WZ7GfD6esXdZ3TuP8xndnbX+jszc6Gzm+tiejlnsc6l7YzqHNHe6f0e7EpXV7b17m7zVY6n3NwST+beZmoNSfTtO1krj5YkvUY089erm/Kttn1y7LeTbyx6+Vp52Mig3UjnTH6kyideaN4+YqsRyeD9WQinetc6ph7Oy31nNUc1v2z7fyz7GcvPEjWvrr6kmy7fVM/W6anNAsd/d62PqL7REN89vaozvQNpX4xw+/pLG8vyz6ee3WRy+td26l3FScv2zL9nbLFuWQtLq3qa4u52cyscPKwz//EK7Lee0fnmseh9F6nrOu+v/6qnjh6L+pnH+zVefGz/QfJWifqb/Jvrn1J1v/73Uuy/vWtG7K+t6TvX99PTzyNFZ21nbX0eylX1mQ9zOjNTtw/lPXi6Dh97ZbeZ2XDQ7LeVSb1OSI+XZH1THyH8jj9js3Myl0992etE1l3ddJZ9GYm96ytS8Oy6dGcXpODc+ueIz0nPv4z6TnrbEavS//5p78s6+dRz3mP2jqr/nfe+pisb7+Yvv78N/SzH8/r89XgF9+SdWvqM1bo0XUr09+l2NP9NX/+OX3tBP6iDwAAAABAhXDQBwAAAACgQjjoAwAAAABQIRz0AQAAAACoEA76AAAAAABUCAd9AAAAAAAqhIM+AAAAAAAVooMaN3dlOetL5zD++D9IZ0gWTr5lcDLTs+lJWe/062zaUOgsxcZOOotx41WdI54d6Nd6HJqy3nOif3vPjXQu7l947k3ZtpnpjMlWqX/b5YbOi7/Xnpb1L599JlmLzjcPbf3s5/Njsl67/VTWvfz3KHJxvQzp+GhJ37uLxLbOJw6jI7rekx4fxZLO1M0ndf6ql5vbs6YzqfMDPTY3Pz2arHUGdG7t23vpnHAzs77mqayfnep55Q+++ZF0cUpfu9zRfb+5pX9bc1uWrT2ux8fJTDoUeOyWk5Fe19cu6/q95fs6j9ucTOtsPz0fh1GdlVwsO/nwXST06jXVzjuyHB+n50jv2rGjr50P9Ov6ss5E954920jvlY5fuyjbennYx+v62S+9sCPrnxu/k6y91ndPtl3q6HnjY80nsv4PN35G1p0pz7Lz9NiPTT2u7Ui/2MxZS+KOXks8+dCAKOr5tlR7jS4TTpyP7IzNclMsLt6e0XnPNjWu687aEKJem6J4vPVP6jPKwBN9bW9NbW7r9j2H6fbnQ/q9zffos+HL9TVZ/50o9ipmZkE/+9j76bHd6dfPPvT1u/rW3h5zT+8h3T4X089eu7gomxb3HutrJ/AXfQAAAAAAKoSDPgAAAAAAFcJBHwAAAACACuGgDwAAAABAhXDQBwAAAACgQjjoAwAAAABQITKfpNjako3zKR1xV4p4kqxfx+WUVxd0/dYjWW+ensl6saCfvWimIxLKuhNbMaejUcr7InbFzM5HClnvHKYjwP788Buy7W/c+ouy/hcvvC7r//vaT8n6ZFPHkWz/XPq7HN9tyLbTf6xj23p/qKN+bEy3t9LJORKRN/lYOnbNzCyenOhrd5HY1nE5cV1HMGbiXWXjOiLRGjr+MSzMynoxrCNBjy/osdncTfeRUyeibrFfxzXde0NHq9QWW7Je30jH5ZS7OjbwbMSJsGvqKJ/zQVm29pS+/uXfSfep3RtOHOmxvrb3z9leJGPo1fdXoojeMzPLBp0X10U6y040pjdHnqb7gIw2NbN8yolKE9c2M7NlHQcVZ6dkXUWI9a7rONL8mp5zBh7qGLkvfPYtWf+7b34+WfuPP6rH9b9ddWKwHB1nr3Oqu4QVzfTgrW/rfVL01ooDJzqt74NFOhZb6Vi40NB7nVDXz95NOit6bNWcsVt6Y1e1/eSLsp6/cVtf4LlLslwM6e94uJgeu3WdUGf1Q70fLerOwqaHttkn0zFxf/PGd2TTg0KviT881VHCt1s6hnvsD3X/74jXPvyuXnPLS3qPGM71vJLlznt3oljV2C/XNvS1nRjvZLNnagUAAAAAAD6UOOgDAAAAAFAhHPQBAAAAAKgQDvoAAAAAAFQIB30AAAAAACqEgz4AAAAAABXCQR8AAAAAgAqRAa3ZgM5A9WT96RzS6GQNZk90nmCY0HnbxcSQrO/d0L+t05fOK6zpSF8rH+hr11peFqLO4566vJWs/c07vyLbfmb6gaz/va/+aVnPxs5k/cWbb8p6bS2dj5npLmHBicsOTZ1pGrd1cKmXD58N9CdrXhZ3lYR+nUVvQffvYm09WcundV61ner+Fzp67BTzI7JeaznZzCLHtP0x3X/e/c2X9bVfk2Ub+nK6/5mZHVxJD5C5b53LtueD+r1tvey81149OJsbuk88+uV0Lu+1f7wp2+69onOY8410XrCZWexz+rOT4xzEvBBbJ/raFZL16txxq+k8eCvSY8/NFRdtzczMyTw3L8u7qe+fn6bHV6e/R7ad+SPdR57+os6s/rv/9s/Jev1qOlf677/zs7Jt+VDPOZ0JPa+MLOlxf64vb+3R9LwTCt24ud6S9dDS/X5gk+0AABlTSURBVLHccYLOo57zsmb6u8VCZ6QHZw3tJiHXa0d5rL9TNpzey5f7OjO9dn9V39v7hps7sn700hVZz8V25fCyvnetrf8Ou3dT96GPfUzv9c/KdP//W6OPZNuvtPSc9tXDF2X99967KevNad3/5/8g3Wee/qlx2Xb8PT1n9d/S+w1vf1vu6f1GNpg+H3ptrXQOQal7PlMrAAAAAADwocRBHwAAAACACuGgDwAAAABAhXDQBwAAAACgQjjoAwAAAABQIRz0AQAAAACoEA76AAAAAABUiA4S9bJpnUw/lRVavnxVts2d/MvYox89O9FZifVjnUF5cDl9/aH7+ndvf1bnLpfrOu994kWd4/gbl7+RrP03b/wZ2fZuc1LW+5Z05ml7XP/2f/kdHQbet5fOoFSZo2ZmjZUjWY9OHmtcmJb1bOdQP8C56FOz+r3aSjo7vtsUuzrr08vNtZD+98Xo5V07c1KxqL9Dfqznhda0HpvtkXT/Hfi2zpYNUc85i1/Vvy1mOr91cCl9/dMRPV+ejOtrj7+rnz3/a7p/L7+nx16sp+eV1V+c0vdu6znp9DndvvFwS9bj5KiuPxVrlZO5GwacIPEuUrb1upeVTnZ4Ld1HMy/nfnNbX3t+Rtbjkt5vZItzst6+lM5urq8fy7ad0V5ZX/y9tqzvX03ntZuZbc/Vk7XGLX3vuv6kNvQDZ78wqsdmXtPjo6eVbt+a1vNt33s6Yz06/TVcWpB129rV9RPx3Zx1Lnp77y6SeXOcsy6WB+l9Xz6j15VyX/cB79mi037kDb1X74ynM9MPrvTJtkcXZNkmX9d/p926kb63mdl/efX/Sta+0tJja6/Uz/7+gZ5vm3f1PqtHT5lyHzf9x3q+bNxekfViXq81oaP7a+bMK+VB+pyRTaTXETOzckuvc8nrPlMrAAAAAADwocRBHwAAAACACuGgDwAAAABAhXDQBwAAAACgQjjoAwAAAABQIRz0AQAAAACoEA76AAAAAABUiAxXDg2ddWhOrrNdXUyW8rtLsmkYGtTXPj6R5bLPyWk81DmlU2+k81uXfkFnx8aWzqye/6a+9941nWH5X/3+v5eshSEdRn97U2dKn7+is+rLU/3b8iP9b0cTP5/OsNz/P3VW8cmi7hN9yzrL+3xMZwY3DlqyHo/S4Z4yS9vMQp++dzfJenVuczYxJuvlzl66eKozSGPhZJie6nzi9ozOza219PVbL6T7f/PZIk7/H2eDel6pH+h5Y/daOi976vV0dquZ2dGsHlvrn9R52MWK/uaXXtLjY/2b88lafqrvPfxQz3k9uzpXN9b0e7cNJ6M9pNfBMDIs2xbrG/reXSRr6jU3m9FrT+xJj624tSPbhnq675uZxSfLsp4538nO9bzSfLiVrB29pLO+z/v1mtm3pvt3e0zvw4b+ML325G09tk6m9LXLmq63ZnS9aOr711rpd5Olo7TNzKwcH5L1sJr+ZmZmFvWzWUf3CcvT80oQNTOz6KyD3SSe6L16Nq7XjnxYfMdSf6PQcOaFUz221Dc0MyuHdZ78+XD6/mPvOWNvXM8LB1dl2a419Xu/e5bOur97ouesrz65LutH6wOy3uscHUt9zLD2bPq9966k9+lmZuX4iKxn9/VaYVM6694y/d2ywfS7Kdb0GcYbK8l2z9QKAAAAAAB8KHHQBwAAAACgQjjoAwAAAABQIRz0AQAAAACoEA76AAAAAABUCAd9AAAAAAAqhIM+AAAAAAAV4qQVanH/QP8Hh+lM9jCqswzLIZ1PGSd0Rmp2rHNIGyv62Q9fSOcVho4Ogbz2T3Q2571fd3IWWzqPOJyl7z8wqDOje+s6fHb7/qSsD1wXGehm1q7rrO+jfz6brJ3p6E5rbuicey8ztf50V9/Ayc0NI+k+F9pO/vu5E/rbRaKTH1ys6CzQfGoiWSt3df8Ki3O6vpeec8zMdj43KuuDT3X/zcXw8jKpQ6HrjT1979DR7cdupfvgwXP9su3AainrbSdP+3M3b8n6g0OdPXs6mr7/xNv62fK2fm+Z0yfKzW1Zt2sXZTksbyZr8UyP+2xAf5duUjpzYPngkaxn/el3EXqcrUpN17PJ9JxjZnbw6rys9z/V2cxFb0+ydjKms7iHnuj3drSg17XBJT0+6gfp8dGa1O9t7JYeWwcX9W9rX9J7oeYT/dt2Pp5eaxa+4oRxO4KTdx3Xt3T7upPRLvLjQ2+vbGtRf9NuUjpzoDlrfjxP94F8Wu9XvT1dNqzPEWeX9PWDvry+9oDuv/VDffHTEd3+rNBj8ze/8svJ2uR13ffbt4dlPczqOW3wsX42z+MvpH/7wlcGZduh7z7SFxf7fDOz4r5un43odxNP03NiPqMPQfFYn4GSz/RMrQAAAAAAwIcSB30AAAAAACqEgz4AAAAAABXCQR8AAAAAgArhoA8AAAAAQIVw0AcAAAAAoEI46AMAAAAAUCE6RLXQGapePmY+ns6it1LnhJ6N98l60dD/RlHO6ZzS3tV0xqmZWX4qni/oe+/+Fzrr8G8/9zVZ/6+/8edl/a/9wteTtf/luz8r254M63zLzrDOSD/a1+81q+nsz52Ppd/rc7+tn+34woCsDy6l86zNzMzJYo57B7IeGo10saEzdYOT59pNcieTOrZF2LyZxdP0dw7zM7JtOHAy0SdHZP3ciS0/ntX5rjUxbbTHda5tzPW8EZzo5NKJEu85Sl9g66P62fLL+r1+dG5F1t/Y0Dnk7e/qPtMrhkfPgZPD7BE5zGZ+Hnb5zh3dfjCd26v6uplZENnx3SYf0L+lbOl1UX6H7INlprev63zivmX9bK0FvR/piP3IyaR+9s1P64Gd66Fpgw/1vHJwIV3v3dTrkjfnHF7Te8TaVo+sn43oSS8/TM/HjV09tg6f03naw+s7sh76nD3o2oasZ1cuJGvlyrpsa+cfcM77EMmH9L6tcNb0rF98B29fNSHOIGZWDDZlvXag9zLhJJ2JbmZ2tDCVrGV6WbLWjJ43+j+ts+6PzsR+1cxmn0/335V7k7Lt2F1Ztr1c37vW1uO+rOnf/sL/uJdu26/vbU1dj726nl1Oj2szM9vc1u2Hh9L3PnIm+2fEX/QBAAAAAKgQDvoAAAAAAFQIB30AAAAAACqEgz4AAAAAABXCQR8AAAAAgArhoA8AAAAAQIXI8JTyREdLyNgLM4uz4+lrv/9Atq2/fizroU/HvJWL6VgLM7POoI5U6n18mL52j47wOm7ra3//8KqsD03riIXLjXSMXP+Ufm+/8twPZL2R6ViX/+3ua7J+vKIjbfqW03E5hxd11Mno792XdSt11E98oiPCslH9XeNpOkql3NBRJ1m/7q/dxIvPC039HeV7fLQk22Yjw7q+sSvrF76s86L2r+kooI1PpGuxoaN+Gnv631VX/x1dL0acPJ5OOpJmdF5HSdVyHXfz82O3ZP3N73xB1kdX9LsJonw+6EQetvScFVs6StWTOTFbVkv3qehEypkzlrpJ6UUJivdkpqMIvWi+fFqv9/Xv6f6bTab3KmZmNqvn77OB9Ng7uurEO4pxa2ZWTuj+3T7ScVBnV9P9v7jtxOV+XO9Fnh/V8+3971yU9dqxnvOaIjF38yN6nZn95r6sxzMdjVZu6jU99Dpr+rp4eCdeOogIrm5T7OvYYnd+FTHfxZYTZeZEgGdbTsSi8407czq+LyvUuqfH/cmU7iPHD0ZlffyKHpvjfemzQuzTe+nDz+s1der/cOJIe/W4r5044+M4ff+s48TCb+v3Eo6d/euxczZdmNX3X03HGobwwWJkU/iLPgAAAAAAFcJBHwAAAACACuGgDwAAAABAhXDQBwAAAACgQjjoAwAAAABQIRz0AQAAAACoEA76AAAAAABUiAy2DT0697bz8ef0xV+/naxllxdl2yCyts3M4oDOacyXdQbq4Wd0vuvaa+l8zNF3dSZ0eVVnd37xnZdk/W984g9k/VcH09mhS9e+L9v+g+9+VtbH5nT27OBv63zXQVk1619J5192+nReto3qe8cny7Ie6nVZL52813gisjudfPdy/1DWu4mXh21OFqjKIc3GRj7QveOhzn3euzGg69f1v332L6VrZ7oLWPZn9Zz0W8//jqz/o7XPyPpgLZ1D/qOtOdn21698S9b/zte/IOvNY/3Njy7IsvUvpefUwTdWdGNnnfqg+e7u9Q/S80Y2pOescldn+naTeK7z4vN5nS9cbKRzx2tXLumbi6ztn0Ts1Vn0R3N6bToU24n6tm777/7yd2S9L9d7oX89/hFZvzqYXnseD+gs7t663st4ziZ1nxi42yPrUby62W/qvUpwsuqjk7HuZaibc/1S7RcG9U6p3NO/rUrC3LT+D/bS/TeM6UU3Lq3qe8/PyHoxqDPVa0/SmehmZvs/ezVZG7mv56zedWc/rI8htnuePsOYmR0eTSRrfXrJtMm39Hq//qreR02+peeFwTf1dzu9Mpms1fb0w2e58/ftqMe1u19w9vpB3D80dX+L0fnoCfxFHwAAAACACuGgDwAAAABAhXDQBwAAAACgQjjoAwAAAABQIRz0AQAAAACoEA76AAAAAABUCAd9AAAAAAAqRAYCZmM6Y7X2R+/Letlup6/tZJ6bk2FarqzLeuendVZ936rOWqy105nrWy/rHMXaH4zLeriq8zPXz3X28vPf/kvJWr2u8ynrG/rZD3b1s8+c64zJ5obzXo/SmcA97+tvGoZ09qwN6/dmJ+n+aGYWz3RecX5hIVkrlnXuZ3ZxXtarpNzR2eBRZF6HUueElhM6Nzdzso09tXT0sZmZRfFPozc/d1e2nWweyfpL9W1Z/xdXvirrv/bos8naxeEd2fa37qTbmpmNvK3njdF7ztg50XNefTndZ+JQv2xbNp1c26d6TvSEus76zsU6We7u6bbTU8/0TB9G+dCArBera7Iexdgv13RetV2/pOt39Niy2XSmtJlZY1/PS8fn6Vzpj37ujmx750j3gf9k7muy/umbet65dTqXrP1R47Jsu3w8Iuu3l3UGetbSWeA9R/q9znxLzFvLuj9ZT3oPZ+bGkJuJdcrMLJ7reSVfSL/3zuOnsm3t0gVZ7yZZX5/+D3b3ZbnYSo/drNWSbUNd94Hyof4OWb9zDrmY/sZmZmO3030kP9V7lYElnVV/Mqn/Tjv6jm5fP0r3774NvZ63phuyPv8Nvdc2/Wh2dsmZjx9sJmux5d37g/19uzzVZxxz6vnUZLLWebok29YuLup7J/AXfQAAAAAAKoSDPgAAAAAAFcJBHwAAAACACuGgDwAAAABAhXDQBwAAAACgQjjoAwAAAABQIRz0AQAAAACoEBlAXKynswrNzCzTYYi1hXR2eCmyMc3MQlPnNOZ9Ot8ye1fnY7ZfuSjr/X94P33vk0uyrWfwic59/ta3PyXrzan0v8/0HOp02PML+pvNfvdc1oMTPltf0nndUWRSF9u6bXaqsz3DTDqf8sc30Lm4mdM+bqezvvP5WX3vEyd7s4uUezr31nKdnZyPprOZY8fJPL/7WNendP7q6Fs613zs93UfbH08PW+8339Ntm1+/n1Z/7lv/A1Zj1GP3eHhdKZwq63zhIe+rLPqs44e+PmJHlt52/murZNkKW7qtSLvd3KanT5hpc4zLo+OdfsxkTW+q/tbPDzS1+4ise3Mcc68kDXS62I8c9alWw903cnTDvv6G4++pfv36Ovp53vn9IZsm+tlzf7qwlVZn72u92krj8eTtdqe3ouEi/q9NN7X+7DZ7+k+0Xis59vQSb/3whmX2bDub6HZlPXY1nncmdjLmOmxnY+IOcPM4pHOh+8m3tj11vx8fCzd9th5TzN67s/39Dmj2NL98+TCoKw3ttP9/2jROcPoKccV9LIm652mHjv7V/TfiI/m9dha+G09X1tDz9exL3396Hwzby0wpz9mgwMfqH2xtpGs5dNTsm08eLb9An/RBwAAAACgQjjoAwAAAABQIRz0AQAAAACoEA76AAAAAABUCAd9AAAAAAAqhIM+AAAAAAAVwkEfAAAAAIAKkSGqwckJtaizleNQOps5nDvZml4m71Q6G9bMLDh5g83X7+vri8z15psPdVvn2ZqPdM5iOaxzoXs30hmStSMdyjv2rixbbVlnVlum/20oHh7Kenl5IX3pPv27Q01n/tr6lm4/pDNP447OvA496fFQrqzptl52ZxcJVy7IenzwRNdFzmjwMtG9Oec4ncduZpY57TuXZ2S97zu3k7WFwyuy7fIPrsn60EXdv48X9bNn305nAl/53q5uu6/rxdiQrNt79/T1nbEdYzrUN/TpvOHY0t88Ot/cW+fceacnXXfz2505qZuEps6ktnO97oWB9H7BRCa5mZmVTmh0FmQ5buv+b7u6vYX0unjxf9A5962fe0HWp36gA7WPZ3X28oW99LtpbOsc8tq+zpIPB3q/EE/02PT6ROxN73W8cRmcvOty09nriD2gmVkYm5T1eHScrjlZ23bq7H+7SDYy/IHal3v74uLOuL6r9+res3lz2sAf672O2q+M3NfrUrmox3VzWz/b+UAu631L6f6594JelxZ/V8+X56POmt2v6+HE6f9izS1bzpw2Nirrxarey+eTE7Jezul5ITxcTrdVfd3M8il97RT+og8AAAAAQIVw0AcAAAAAoEI46AMAAAAAUCEc9AEAAAAAqBAO+gAAAAAAVAgHfQAAAAAAKoSDPgAAAAAAFSKDSMPctGxcPlrSV3+czgv08imjkyOa7eu8dgtOvqaXU5qLDMoF/V6ikzWft3Q2bdbWGavNnXRefOx1soxX1mX56DM3ZL3/9Uf6+o58LZ1dWzrvrRS5tGZmIXf+3epA9xkvfzOfFRnrqr+Ymc08W/7lh9KSzhn1csujGLtZofOwQ7+Tx97WYyse6DzufP9A1lV+a/2+fi89TtZ3/0Od7+oJ++nfFk/PdOO+dF61mVm+oXNzSycv3ss7tnPdZ+S9T5z5VOWzm1k8O5d1L687PllJF8/1teOYzivuJrH9wbK/oxh73pwSvPXe+8b1HlkvnHkhHx9L1rIBndXdu66z5rMnes1uvCPLFlvp62eT47Jtub4p62HKyZRe1/Ottw/M+tJ52yqn3sysWNbzsbtfcPYjxdqGvr7TJ2XbC/PP3PZDp6P3s1YUshxVvaPX1Kyh+5e3nwg9el7oOOMj602vq8FZl/LVHV1f0/2r6bz3YncvWRvf0PtVb+zVsjlZt+30vc3MbGRI19fTZyBz1gqXs5cvdvReyLb0d1P7EXfOcPaQyXs+UysAAAAAAPChxEEfAAAAAIAK4aAPAAAAAECFcNAHAAAAAKBCOOgDAAAAAFAhHPQBAAAAAKgQmRsUn4rYIDPLhp1oIBFzEJw4pjA4IOvFqo6cCdcuy3p5cUrWa0vpGDjbcaL9ak7UmhOhEJz4vbgnYojWnVhCJw6n98s/lHUbG5Hl8lhHBeUj6aih4MUz9egYlmxUP1s81pEg2bAT6SGisty4xifpqMmuIyLmzMwyp+7FJMq2IhLmxzd3/u3SiTuzG3resNsPxb31uA/96agoMzM7cOKiVnVclIX0b8+ce8dd3X+96Ekvgq480/F+aj2Ie/uyrYxfMjOLTgSTE3PkxvWI6MDo9beH1ZkXohPn5K356juqmKofX/wDRrM6/Td//jlZjypK2Inoyh7oPuC9t9KLBBX7jXJFzynZhI7fK5ZW9b0d5ZGO39M3d8a9E+mZzYm43J/g+l7EmJ2nx0NxoL9Z5kQDdhUvntSZN+TYd75R6NXrXueJjgjPr1+V9Zo3L4k+EBt6XigH9LOHB/rZw5A+n8k11+vbzje1t2/rurPXVmccM5N70HxIX9uNxXSiVv11TrdXkaLFpogNtGf/yzx/0QcAAAAAoEI46AMAAAAAUCEc9AEAAAAAqBAO+gAAAAAAVAgHfQAAAAAAKoSDPgAAAAAAFcJBHwAAAACACtFhiE7+q505GcGKk28Z93VWfe5koHbeuyvr2c1rsi6z7nP97yPRyfoOXoakl8Oocp+d7Fg71XnWXia1l6+Zz03r9uK3FU4ecPaRG7Jum07Geo/OIw7ed22dpGulztrOZ6ZkvauosWFmVujc8ngqMtv7+pxr6/6ZTU/Kupcbbbcf6uuL7+jlvdtpLsteHraXCRwaon+PDsu20clt9rK8w+CArntrhRh78UzPWfnYiKyXhzqrOzj9tXj5im7/vXfSxaivnd24LOvdJHPWNY9aW0JT51V3NnT+cD4+JuvFltN+Q2+VVHZyLHUfMGftsEyvS6GRzmU20/Nt6NfzbTxu6XpHj2tv3qjNOPuFk/SaW7b1ew0ia9vMLG7tyLq7l8qd+Vytc47io889c9sPm9jSfUjlipuZzmz39qsnbX3p+TlZ79y5L+v5oM6qt1mx79velU3DoZNl7/XvprNmn4hzhjMnxXm9z4rbemzFtjM2ri7KcjhNZ9nHlXXd1jtfOe81XNB9xtb0WqLmNAvOXP+Mayx/0QcAAAAAoEI46AMAAAAAUCEc9AEAAAAAqBAO+gAAAAAAVAgHfQAAAAAAKoSDPgAAAAAAFcJBHwAAAACACgkxOhmuAAAAAACga/AXfQAAAAAAKoSDPgAAAAAAFcJBHwAAAACACuGgDwAAAABAhXDQBwAAAACgQjjoAwAAAABQIf83IQDWNNxlrH0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zXv2qHZ21x356Xzh29oknwnqLz2xf9AEAAKAhGn0AAABoiEYfAAAAGqLRBwAAgIZo9AEAAKAhGn0AAABoiEYfAAAAGjIZFUtmI+fmWz64+uqwvvyGd2fNH2W0pjIg37oprufuWyoPPnLbHaeF9dx8y9T4yMRY/Hen1HnLOS+DwWDw7j/4RFi/7NOrs+ZvRcl1IXfbe0+J74HJwUS8gWO+F5a3b1zWWVuxYXc4tvR5y1lTc7LiS49/+KvHh2MHp8bllNzzHo0/lPKyU1rMJ37OU3PPDD32mv/x42F9xbfL/vZq2j69pdjcfT5unpdznXKvce5vp+a70CnX/e+wPpcYf/TXxjprF73ntnDsR2/7qcTsZd391ys7ayueqHdN5qPo/d7xvuCLPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQyajYsls5Nwsw+WfOyNrfEqU75pMa5/Ly3NPZcuumllXZOxgMBhMzawN6+e99m/D+o/97Zqwfs4J3+is3Xr7j4ZjS7vs06urbr8VOetCbi7txHe7s2Hn5TuHDT00d02rmfuce95z933R0ic7a8/ufkE4NrVmDY6IE4VLZiHXzuw9mGpmSi95MP5m8debPpw1f+q5+SM3buis1TwvpaXeN1JS5zWy8o8fC+s7Cq/HOWviKF/zA1XyuTbKz9yd01uzxq84/N1h/YTfPjmsP/b17ufipS/eEY69dDqup57JqXpqPd+7fPgeq/S7Tsnf9rBz+6IPAAAADdHoAwAAQEM0+gAAANAQjT4AAAA0RKMPAAAADdHoAwAAQEM0+gAAANCQyahYM1s5NffKX+3OYx8MBoO5E5eG9Z2/sCSs5+S75jr/vLeH9Z/8o68cpD35/+0489mw/tJBnK8ZVq868P05EFN/sjesp+4Jvq9mBnBqTfmH954V1lP5rals2/Nfe0Fnbfslx4djc+Wc99y84NxnwbLP7g/r//H0mc7apt1rwrF3veXKsP7zb/7lsH5/xefYoaRk/nBOrvJgkP+8n3h6rLNW+x6YPPnEztoppz0cjr3/3mVhPfe8XfemLWF97+ziztqHrn5T1rZTal+3VpTsE1JKzj0Y5N0jue8iD7zx6qLz58ydMvvC+H3g2I/E123vCP82a6wrvugDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADRkbG5urrN40uYru4uZaudb5mT61t73SCpT+jWf2Dj03KMuN8c5Gp+bjblr/cbuIOaeyV0XSuaSp+Z+6LfOCuv3/eJHwnpufmyOkutOyfWytNkX7QvrUxd/Kazn7nvJ67Jt9saRWRfOHb8oXBdK5mmXvv9mj3o2rI8/vqjYtlPnZe+a+NgffVV3bft0nGO/amZdWE+NT0nNn/PMLfm8z5W7bevCwVHyHhs/7rvh2NlvLw7rO6e3hvWa7yopKz/w9bC+//E9Q89d+34q2UcMuy74og8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQzT6AAAA0JDJqNjnHNHSubk1jz0lyq5d+8jrw7FTH3s8rM/et32ofZqv6Nj7nHub2n72ttfnDR8lJX+7qbmXzzwZ1nf/+6fC+pHLH+usHXvhrnDs3LPPhPWa5yXlofedFdYvP++6sL7p1jVDb3vduZ8N6//9lUvCep/zsluSe6wl19fcvPjxxxcNve3Uvk+e+ENhfXvB94XcsTc9+eKw/uufWx3Wc740lX5HzB2fc8+2tG70/V0/UnLfTv65e8L6xKkrw/rUYO3Q207ZOb01a/zUTLxv+x/fE9ZrXvPc+7WP7xO+6AMAAEBDNPoAAADQEI0+AAAANESjDwAAAA3R6AMAAEBDNPoAAADQkDBer2QsRukotJqRHbnHlo62GOusfO7OH46Hvisur9iQ2HSmnHOTe15biqxpVenf7dhd94b1rzxzTFjf8+DRnbUnfyuOmjrp/X8T1lNyjv2U3/hyWL//984I67/9tj8N6z/7gji2c1NYHQxml+zrrG3ZFkeGDq5KTN5jyTWtodjNkr/t1DNzNjH+gn99d1j/6ltXhPUnXtH92+/zcycVK5hrKvOa9/k9req2G1oXUqJzVTu6r+Q9tOPi7neN+Wx71+WvCev7F88d8D4959q9J4T1lR/4erztobecr3bsZqTUuuCLPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQyajYm4GZU7+ZUrNDNTSpmbWDj328G/Ff7tZesWdYb1m5m/pa9rn+/lQknOdS+fifugd/y6sX/+fP9xZW/OpS8Kxj8ysjDf+93F59sjurPnBYDAY39O9nD9+07Jw7M7T4hzy1Jr07M/cENZTpt71paHH1s7Fje7J0vfroSJ1nibG7gnrUze8O6xvn94S1lf90qvD+k1v/lBn7RWLFsVzZ2bZp/Y9knpfePl18aK075HdYb3P73l9/u219H6beyzRdcqdu+Q74XzG58w9sXJFWN+/eC6s75zufuannvcn3B7P/Q/vHwvrqWPLua41r9l85q/BF30AAABoiEYfAAAAGqLRBwAAgIZo9AEAAKAhGn0AAABoiEYfAAAAGqLRBwAAgIZ0By/PQ04eYW6WYYtZhwth6RV3Zo0vnStaa+7akvu+/uDsx0KomQ1e+h75xoWLw/plb//F7uKF8dxP//2Lhtij5z3wbz4a1ifGuv9uuzyRIz44bZg9et41K18e1lcM2s3FLZmVfCitC9H41Njk/V3YKxYtGnrs9uktWdteNbMurL/tJ2/vrD19/Gw4dvvGZYmtx/Waz4pcfX4XYmHknuea7zpXvuFPw/rGW9429LY//qatYf3nB2vDes1ncu33gZSi7wsdfNEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGjIZFTsc2Z6zZzR0tuePXJfWB/fE162UO181mj7fc+/5PtKZ9nnKH1/j3/xns7a8rnTw7EPvmVx1ranZuLs2kgqc3flf4mzuE/5s71h/f6C63ntdUFe9sLo8z2QyqIvqfS2/+a1L+kufiAem3ve+3x/5z6nSj7nknOvL7bpgy5nfc1dm0tnoufM/+33nBXWN97ytqHnHgwGg32D/Z21TRviNWnFfy37jlezt8ydP6XG+4Iv+gAAANAQjT4AAAA0RKMPAAAADdHoAwAAQEM0+gAAANAQjT4AAAA0RKMPAAAADRmbm5vrLJ60+cru4qBsjmjtbOSSSuY4ls4w7/N5y83PzDm23Ll3rd84NvTGD7LUupAyyutGSaOYz7oQ287dfu21vuQ9s232xmbWhZLnaeLUlWF9x8VHh/Xt01sWcnf+H6tm4kzqXLXv/xw1973PGeopLa0LNdXOVM+xc3pr1vipmbVDjy39u215XcjZ9rB9hC/6AAAA0BCNPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAANmYyKJXPLS2eQ1sxUL61mXnZKznnNveY1r2mf75eDTQbqcHPnji/528rV599ezXPT0rpR8nefmnvHxUdnjV81KJt1X1PJ97Da7xORnPUyd9up+WuvxwfTofo+kNp+7txTM2vD+id/dvPQc9d+l0kpeV5Tah578n5e/4P/sy/6AAAA0BCNPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADQkjNdrOfaidLRKjpLxC7VjM0rGYtQ89pZislJq/jZqxz3lGNU1ZSHUjAStHdXK/JRcX2vH+baqZCRoav7aMVol5z6U1pSSkcy557n0/V3ShZ/qyFr7v2rGn9eMrhzltXrYffdFHwAAABqi0QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIWNzc3OdxXPHL+ouFlY767BkxmTLGaolj632PRHJvWbbZm8cW6BdKa7kujDKv63a92fJzOmaOeO1M85L5jyntLQulLwHWl43+pw53efM6trXvOSx71q/sZl1IaXmulFTzX0vfe+Pco9TUu417VoXfNEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGjI2NxcsUhsAAAA4CDzRR8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhvwfeKxqUOm2IJgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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d7WJOhmXdx5rWdS9pK0n7emVeLOtu5bAZv84qMzMzp9e22NbzL6npTuq0o0OPb4jOdmfN2hzW7z33iP5uv/Cmz8v8i3PHo9nP7f+iHDuc6c7ojkSv13+8Oi7zR7rOyvzuByei2eMz98uxLz94u8z3/41+VnjzNcn0elysi/nsPKescPIWsntY98FXXr0q85DH1/+tB/Qztf2FKzLPJkWnuZkFdV+bWdHQ63c2F59D0++M91WbmW0N6HWjqm9Nm36wS7/+YDxr1uN7CTOzkOq8kupn9r5xfd1/5/h/k3l7Er8/vrl5UI79ty98r8zn7te/ad+res3Lgr42+Y3paJYO9Mux6aDOW0rQcyTtbMhcra9JVR5hfKrn3szSbv3ZrHDuH3EGyid133q2Z0DmzWG9F59/VK/HXR+Iv/8vHvyqHNue6L3Kx6+/SeannhuX+dohPWfaRuJd9+01/dnaP6n3r7NvHpb5nr/Qe5mwLc69pvcTwdnf3uw5gr/oAwAAAABQIhz0AQAAAAAoEQ76AAAAAACUCAd9AAAAAABKhIM+AAAAAAAlwkEfAAAAAIAS4aAPAAAAAECJ6BLKRP87QL62roeLjsvE6ZwOzabMLdMdpzYzL+PCef2kLd55vXn/YTl2eVxf1vV36Ov2b+7+C5kfrs1Es6c2jsmx/+mVd8n84/f8gcz//Mg9Mv/arO47vn7+QDSbeovuMh55WnfVN+t6ToR9e2Sezi7p8Vvxjnav/9K7V1pJU/QDm5ml9fpN5/n8wi2+tu4ZDbvOfd+nu2m3x+L9xsuH2+TYh/7p8zL/6J4vy/xGU/dlZ4Px7tlT27rL+882dXfsxTVRxm1m85sdMv/Vo3pNK0L8WfNw7yU5dvntek5cro3K/MhL+jmn+t3NzJJaNZ5ZPDMzC9vxNaXVpM+ekXlo1/dH2hm/VvVX9ZqTO2t7dl33uW/dp5/peU3PkYV3xO/NgZf0s2FzSM+RbadSvXjDqszvGLkRzY51zcqxR9rjew0zs40ivk8y03sVM7PRTN9bN/L4PvGR+mU59ruP6Pn49S/eL/PEue/DRrzf3cwsadPzXcmvTt702Ncd7xyxtKzHp/F9neokNzMLTs+9berf0Ao9Byzo11fPBjukn0vOJ7fzP6zn10+89UmZ/8Peb0Wzq039PP+NyXfLfGlLP5O9PzEnvbqL/s1jF6PZXY1rcuxv3fO9+s2dn3zoC06XvXM2Dat5/K3FGeO1/yA+VuEv+gAAAAAAlAgHfQAAAAAASoSDPgAAAAAAJcJBHwAAAACAEuGgDwAAAABAiXDQBwAAAACgRGQPXLZ/RA4u5hdlHnbiFQleZVF6+KDM8/OXZW7BqUTaO6RfvzdeLxGcZr/F+3WdzslhXWlzR9t1mc/m8Rq6T129V45dPdsn8w+t/5TM7z94Reb39l+V+eOH49e965Su6imciqPKlq6eSC5Pydy6GjLOl0T9nlMhkw04HUktJDt6SOb5uXj1iZmZiWrNtEPXuhSbumKx0ter31rUZpqZrZ3U68L0P4jX8ezu6EKc7+l7QeZ31XRty3e2dPXfh595TzRLq3o97PqGrsPZ0c1+JtrxzMzsIzVdx7O8Hf/ux3r1etn03tz75+x9ulqweOWCzJNUVMU664JbE9tC8ofukHn6te/oFxBVVsm2vm+TaT1HvGq/1f264q7ZqeuAO67H7/3rb9Z1u81OfW8efoOuWmvLdGXod/XH1+NHO3UF3e/OvEPm1VQ/c7cLfV3PbOnaz3c0Tkezi9t6rf6xgadk/sz79B4zfVp/9sSZU2F5JZoVTqVc2qvX+lZSGdc1cvkVXYemBKferrJPn2Gak3pPmIqKcDPz1++KGJ/pNeX6W/Ve/U33xu8NM7Of6ntO5j1pfP7+5LkfkGNXPhavyTYzC/qrWU+X/g923q3r9Y52xGs700Svp/Vp/d6dU3p8Maer25NOZw+7sSEG689W2avncwx/0QcAAAAAoEQ46AMAAAAAUCIc9AEAAAAAKBEO+gAAAAAAlAgHfQAAAAAASoSDPgAAAAAAJcJBHwAAAACAEpElkcXMnBxcbG3f9Btn3bqzPFzR3bFZT7d+gwGnT3t1XebF3vjrTz2iuzVvP6y75n/2wJdk/idLD8j8U6/eE832/YHudh0c0L2j+Wndp/3M23SH+rURfd1vO3gjmk1/Z0yOnXyL7rU99OlVmdte3btbTE3LvDIW7w5tOl2wxeKizFtJfi7ey2xmlnbp0vWwE+9ITZze2qzqrBu9+r23R/T4paP6/Ysi3nP64Qf/hxz7jbVjMv/Csr53vzp1WOZdL8THD76g1+q2K9dlbs7vsjmme5/nr+t7e6cnfl2/+VCnHBsK59+rnSpky3VvrvusEV3Jbl92m/7NW0n2tO51Tm87IvNkfTOa5SO6Uzpb1M/z0F6T+dATek07/zP63tvYG892e/T8ahyI962bmWVOL/QHRnRf9rWd/mj2s6/8sBw7M6fnfjLtdMkP63Wn3qn7sgdPxJ/p47VZOfZHvvGTMs8u6b3O9iO603rfZ9dkbkfHo1E6qfca5vTDt5JiVveOu130RfxaZP16Xchn9RmmcmC/zMNmfE167QPoz56IXvTVw/re6vsBfQb6yOhnZX65qde8f33pfdFs5k/183rovN5rVyb1b77y0KjMjw9PyfydjVPR7EvrJ+TYXb2dsPp8U+bJmDNnJuNnHDOzrC8+Z/OlJTm2WNR5DH/RBwAAAACgRDjoAwAAAABQIhz0AQAAAAAoEQ76AAAAAACUCAd9AAAAAABKhIM+AAAAAAAlwkEfAAAAAIASkQ3DxZbuQK0MDd70G4cNp5+yqjvTkx7dl513dcg8Ff2WZmZzJ+Mdq2F8Q479tUN/JvOlXH+2r83ovuGjPz8TzUJDv3bHWd3Ju7Nf95Iu3d4u87kOXVI5e3Y4mlV0xbn1XND52kH93j3P6b7iQvS7m5nlU/Hu26SmO0uzwQGZt5Kkqr9r2qnnYHM9fv8kfXp+FSu6vzW5qvvg87HbZb52r16XHjl4OZpN7Oj1cKxNd8t++DPvlXnfGRnb3hfj8zu7pjun/fVYl9Fnw3o9Dk5Vcrobz5Jz+r6+99FXZX66I77mmJlZpv+9u1hzOtrzPJp590IoUV922ql7yZNNvZ9oTsXv3WSfXj+LaT2/075emS8/Mq7H53q/sNOIP1cbB/RzZ6xXdyOPdS7K/MOf+IDMd7vic6zbeaaOXRY3ppmZ6c7pybfp9fyOt16R+aeu3xfNtnO9Jt1/UL/2M/PHZL7h/B2s6NUblnR6IT626XR1j+6VeSsp1tZkXhke0uNX4+Pz2Tn95on+DcOG3stbv143bNp5fzF+5j792f7lgWdl/vHlu2T+7eUxmW9+JN4Hv/dsfK9rZpbs6vmbO+t1uqOfe09fHJf5l3uOR7OPfu0xOXbPFf3e7RNOV71zdgzOvR22489B7xzhnYtj+Is+AAAAAAAlwkEfAAAAAIAS4aAPAAAAAECJcNAHAAAAAKBEOOgDAAAAAFAiHPQBAAAAACgRDvoAAAAAAJSILCLNerrl4EL0YZuZBdFLnra16bGbTq9zU382O31exsUbdIfqytF4L+5Iv+7FvdHskfkvv/R+mXf/ie6krh7Zima1q7qre2dU91tOfI/uvc336i5kpy7bisPx33Xniu5h7rihX7tzUs+ZYlZfG7fDcld0CqfOv5k5PeQtJXV6RJ1u8ESMb844vbSOrF/PocpmvPPczOxDdz4n86fnx6NZW6pf+8kLes3puqSva+85Z03Mb6GTPdN3bjigu+irS/E1ycystqLvrY3h+HcPTnXsmcfjnbpmZsd/8FWZr9b0d7MQfxaYmSXi2qlnoJlZcPqIW0nSpZ9bO+N7ZF4VndZbPXr+1Hv1Mzc4e5WepyZkPnfXYZlnm/H5292un5ntme6qP704IvPtAT0/D//P+PtXnPtWdcGbmeX7B2VeHNRr4mDbuswPdsTf/9m5g3LsmVl9X6fber0d/Wv9uyWXJmVunR3RyFsXbMJ57RaSOetCUPsqM7M8PocS5xyhxpqZWaGfmcUV/TukjU6Z7xyM77cLZ7v5W2feIfONNf3d+7+q80Yunj2Zs59d1ffG1qA+R8yf1Pvho/umZP6V+fheqm1av3Zl03meb+g10b13HWrOhub/m/0Af9EHAAAAAKBEOOgDAAAAAFAiHPQBAAAAACgRDvoAAAAAAJQIB30AAAAAAEqEgz4AAAAAACXCQR8AAAAAgBLRhYNOX7bXUan6hQvRmWtmbq+z1XS5ctrdLfOdLl1i+Yfv+2g0G8n0Z//d+bfIvOPT+rN1n1+VeTa7HM3W7torx87dqX/yww/rPuHzN3QXcke77pjc/Vq8V3T9pO6vHPhj3d2Zbjt9rHXd7Rk29fsX2/H397pi88kbMm8lXvd3kuh1IxuMz4Hm9IwcmzYaMi9W12S+eLvulv2Ly3fK/IePPBfN/vCVB+XYgSfqMu++sinz2uVZmZvoYA1B9wV7XfFen/buId31bc6jRGl26c925E0XZX76M7fLfHCfXjc6Lsb7sM3M8pWVaJY5/e75Tnxsq2lOXpf50jtHZd6+J96N3PjcC3JsEJ3lZma2b0jGi2/ok3nXfXMyn5+Ij9/J9V7mpal9Mt/d1s/soWdlbNXJpXg4My/HhqH4Wm1mtj2o17THjp2SeSXRe8iTHfEe82ftoBy7Mq87ziu5XpR2G/q6Z2vrMk9V//uxQ3rsun4WtBK1bzIzMydPKvHfoXD2bKm759PXOXXWb/XMNTObOxm/P/Jh/dlvG9R7obNPx9dLM7N0Vz/zK5vx+bl6vF+/dlOvl9cedf6GnOhn+tSKPiMVz/ZGs8as/t59X7ksc+9saYWzl3KEHbHfcPZhxbpzbo7gL/oAAAAAAJQIB30AAAAAAEqEgz4AAAAAACXCQR8AAAAAgBLhoA8AAAAAQIlw0AcAAAAAoERkf0ixrKt/VO2FJzgVBZXBeH2CmVlwPtvM+3WlUm1Vv/+dtXjlx27QtSxLu7rqZ/mojC1kuqptbSxePbE1puvtfvrBz8v8T6/eLfP33v6izL/0+w/LvPd6vNJjY6+uPFy4S1ejdczpqpP2C7o60KtkzGrxz5d794pXF9lCvO9SrOh6yCBqh7yaQhselPHiQ7pGq/8VXWmz8P16Dn3q0j3RrPqM/ux9Z/Qcya7p+rywcfOVS2FHrwtWdSplnBqhhTv0mtfs0Gtmx3S8Vma7T8+377x4WObpHl1Z0/GcXhfcKtfOeI2XV0WZ9euaolZSGdf1ef0ff0a/wIMn49nRcTl0t0/XvHlVafMn9fx8oF9XXV3IRFXVpq746viqrgytOnuV7ou6cikRc9Arilq5W6+nU2/V4698/Y0y/6X3/LnMPzn1QDSbuKg/W7au/45VW9a/ef2vdKVj8ZCuYk1vxGsNmw2910nnFmXeSrxnT1LR66uqI0udtVlWmZlZUtXrQvOwrquuTserrs3MtkVLXWe33ot4du/VVcKbz+l1ZfYt8fuj2qE/271jV2U+7JyRVnb0mjj1WV2d2Xslvt6m+pFr+T5dGZrN6N80rOtaTe9crPbP7r0i0zj+og8AAAAAQIlw0AcAAAAAoEQ46AMAAAAAUCIc9AEAAAAAKBEO+gAAAAAAlAgHfQAAAAAASoSDPgAAAAAAJaIL/5y+7OB0Kyeid9zrvyxWdUdk2tsj86G/uSHzs7+mxzeSeGd7lup/H7m764rMn3vjAZkffPu8zCeW4+Wcv3Lsi3Ls2+q6M3r08ILM/92Z98i86dRCp834tavoOmCrrTl92K/OyTzcfkjmxZmLMk/EnPX6WMP2tszLJO3plnnzxnQ8bMQ7yc3MwpQYa2ZFZVjm9V+7LvPV67qbua0tvuZ1XdPzM7uu760QdKt10t0l83x6Nj62Pb6emZklmfNvvkO6e7Zx3Smvddx4OH7/9L2ir2vzAd05vedH9LPAUt1OG3L9/ure9u6FsFWedaGY0tc5Ozou83DqUjRLOzvk2NrSqsyX3jUm87yu772nv3JCjx+J9x/XrujO9MaSnl/9z+t1I9nUc6iYje8n0uE9cuzcG/Qe8Oce+5zMPZe3BmXeXYv3eWdduiM9bNWtNXMAABjySURBVOg178Bf6zmTHD8s8+zF8zI3sUfN5vX+Np/Xa1orqYzoZ3KxuKRfwNlvK6qz3Mws7dJd8+k1vRffOLlX5pvj8XXh7Xt1F/219V6ZV6vxLnkzsyPfd0Hmbx04F83uaJ+UYw9W9Pz8nbm3yfzZs3ov3q2XRGtbjn/32uymHJst6Xtvd1TvdarOXr95Wf+uqdiLeXvAsBOfT/I9b2oUAAAAAAB4XeKgDwAAAABAiXDQBwAAAACgRDjoAwAAAABQIhz0AQAAAAAoEQ76AAAAAACUCAd9AAAAAABKRBYCpk6ndbGi+wgL0RGcON3F3nuHuu5IDY26zNte1r28d9d/LJp98f7fk2M7U91ru7Sov1var/vg/+OJx6PZG2v6N+lO9fcer+r33tqKd8mbmTnVnpa3xX/3Dl1xbo2JdZkvPKz7Wgf+Ot7TbGYW+nVvaVheiWZph76uTi1oSwlN3V+cLzgdwEn83xe9XvGkpjupe89uyPyuHt0P26jo93/60ng0S0f0v5v2DOhO9eS67uy1RK+ZSS1+b7rraUPP382xeCe0mVl1vSnz2bv0etxzLt4fuzmor+vOlp4T6ftOynzwK3pOJM51z0V/fL64LMdmA/0ybyXevZns6jliHfE5ErbifepmZuGA7rMeeEl3prd9SK8bi+t6/tpz8fsjdb52z1n9zE7WdS+0JxFd4dOP7pNjex+YkXkR9L2Zm753Xl7R73+gI96x3tej9wOLN/QeMd3WP0y6rF9/66HjMm+bFr/rZHzNMDNLsr87f4Pz1o18NX7vumuOkxfr+r63g/tlvN2b6fHi5n92akwOvXtEP5f2duhnS7ezl3lv14vRrD/V868v0/uFexsTMv/Mxr0yH3xBf/bqcvx5kC3qtT5s6mdJtqLX+mJW79Mqo3pNy6emo1lSlUdys8yZbxF/d1YTAAAAAAD+DuCgDwAAAABAiXDQBwAAAACgRDjoAwAAAABQIhz0AQAAAAAoEQ76AAAAAACUCAd9AAAAAABKRJb2FaI33MwsGxyQeT4f79NOe7rkWGs65bOruuM09Ore6GY93ttsZranHu9afOiJn5dj+7/ldCE+ojsip9Z0Z/WFnaFodmdNd0h+cm2PzD985t0yTy4417Whr2vn9XjWmNL97Lvduhe3/y/PyTx4c6qif7eQF/FMdL2amSV1p4e5hbjdtc51tDy/6ff2fsPzP9ou88riqMz723SvbnY1/vo9l/VnW71N39cNpyM1m9O9ucm+4XjodJhvHNNr+bXH9GcLzmfvO6XXhZm36XtfqX+7W+Y78Rrx1zjXJmzoHvPg9cML+fzCTY99vdl48+0y73jqrMzV+irntpmFqp5/E7+k+9x/dN9pmaem5+8fhQeiWeVLzvzs08+19THdy9z1il4X5h49EM06Pqj73H/rtk/KfMf5W9HTG0dlfleP7gp/ZTX+u89N6+vafUV/tosf6JX5kV+fknn7ab2Pk/O54SxKSXn+BtecnpV51tB7Sgvxey/t0tcxadP3ljl98WF7R+btc/q51X45/v7bnVU59plX9fyun1iS+aE+/Wz5y/UT0eyf9EzIsZ/d0Pusx2/cJ/PRz+v1tG16TebJkthvJ3qtD2v67Ghe7uxfi7mbf6aHHT3fzNlnxZRnNQEAAAAAABz0AQAAAAAoEw76AAAAAACUCAd9AAAAAABKhIM+AAAAAAAlwkEfAAAAAIAS4aAPAAAAAECJyMLr4PQFhl3dIZlk8X9HKJacTmin/zJx+gQLp1d37zd09/HSzEg0OzCpr8vC7brHse8p/d0O//iczJ+YuzOaHanNyLFnNnUn7/qG/mxDL+n+y8aE7pze2B/v32y74XRnXp3WeU+XzPNJ3Rms5quZWdIevzZpt35vr/+9laTOvVls6C561QXqXae0o0PmjYv6vr80pPvijx7Snb/Fwfj83n1Jd8v2nBHdr2aWXdf3vdfpmxTx3uaVB0fl2OVDzno6oDujj4zqdefqPt1Z3XYmfv9s79Fzon1er0m1VZ0Xi7qP2OtwT1Tvboj/JmZmSa0m81bS+fwV/R/098l463D83qy/fE2OTSt6/vZ8Wr/3Mz85LvM9bfrZtH013udd0cuCLR3Rc2DoW3rdWL5T31snfupUNPvp4Sfl2Ludtf4jC4dlfrCm17SPnn6rzGtfF8/Vk3r/2XtBrxv1r+m+7MLp027efUTmtRcuRbPc2/86e5FW4u3VrSqPIfIskC/otbsyrp97YUXfW3onb1ab35J510T83u6Y0fPzyvfpObA60SPzyoDey7Qn8ftnJtd7uDfUdH7q3AGZH7+0InOb0V30Yag/Hk7pvYi3x/SeyYkzX29J0HuVsHtz54jyrCYAAAAAAICDPgAAAAAAZcJBHwAAAACAEuGgDwAAAABAiXDQBwAAAACgRDjoAwAAAABQIhz0AQAAAAAoEVkImPXqftZ8YVHmqm87f+QNcmxtYl7mwevPPKd7dytOn3b7TLxLcadXd8ua6d7Q1YN69PFO3Rf/Y73PRbPfnX+THJsmTuf0Gd1TXlvR3bVbw/radJ+J/27JmtO/3uZ0TjsdlGldFxoXm7oTNe2sRrN8Ts/XtLtb5q0k5LnMk4ruGS124nPoVjtKDzyhe5svPazn572NCZmvH46P/8r3H5Vj25b1vdW54PS3JrrVtxiIz7H5O/Sa9Jb3flvmA1XdKd2R7cj85fZ9Mt8ajt9bU7+vu7pra7qrvvtLZ2UeCj2+uDqlxzfFfHY6ec3rmG4hIdfXMRH3vZlZ++V4d/LuoRH93hX9N4uBv7kq8+/+5XjXvJlZb6afTbP3NqLZq/uG5Njas/GxZmbzb9T5Yz/9DZl/V+N8NLunTf9m3l7mg90vyvxXp94j8+2pTpkPXok/azqv68/WtrAp82zK2WN2OHuh71yQebEef//04H45dne/3nu3Enfftaw71dO+vnjodKKHxWWZm7OXMWcvky2tybzvTHxdWjmi537PK3pNWz2k793lnbrM39IRn7/tiX7vF7bFb2JmvS/En+dmZnm33odVcj3/w+X4+c7bQ3r7qLRfv3cxF39OmZkFZ04q3n4hrenrGh13U6MAAAAAAMDrEgd9AAAAAABKhIM+AAAAAAAlwkEfAAAAAIAS4aAPAAAAAECJcNAHAAAAAKBEdA+BUz2RNnTtS9Ier9VIv6prWXKnIsGr7Ei6u2RuG7pKbedAvKoqpLqeYd/XdK3LhQ/qCoW1XFdPrBbxWpnZHf29v/zkXTI/9AVdF1KZ0VUotq1rtiyN/9tS2NAVRmFrW+bJhq7bcevznFqNsCquTaGr/fI5XfvWUrxKGkc20B/NwrqucfNsHOyRefKirif58ujtMn9hJl4Td2CPrhtdHtMVc2t7D8i8uq7n2MZI/N5qf0hXSf3i8Bdkvlro6/aRG++SeWr6s1/47JFoNnTVue+de8+rSPJq4dKGrkEKoq6n2Naf3Vs3WorzXAx1p5ZWPPMrs/q5s358j8zTj+vP9pHn3inzsRFdqfT2oXPR7KUzY3LsYx96Xuae9/fE63bNzE7U1DNZ3xsfW9a1hr/5yqMy3zml1+Oxb+gqqvYpsSdwKhXTFb0PM6eqqphz9gvOHjTtjX/3MK33A9nEpMxbibfvcitGxbqSL+ma7dSpSEycmsPtIX3Gqc3o/fL2QHyONOt6Tcq2nT1ll96H/fiBp2TeK26fG84W759/+4MyH3BeIFvRz8Vw7YbMVYVecGpc1RnEzCyfvK7HO/PVWxfCbnzNK9b1GShxnrHRz3RTowAAAAAAwOsSB30AAAAAAEqEgz4AAAAAACXCQR8AAAAAgBLhoA8AAAAAQIlw0AcAAAAAoEQ46AMAAAAAUCKyRDVf053WmdM7bqJDOG3Xnbqqa9DMLGnofsuQOf+Gsbgs42x7IJrVruhO3fUTQzLvf1F/ti8cOi7z//7Nh6NZZVl3PB79pP7e6ZzOw67TUelIRIdl2K+vm529rHOnv9I2dEelNZ05p3p3RZd22ST1uswLZ92w1dVolPbpNSXsqE5os46vvyrzyh13yvzZKd15PdiIf7f/cPRxOfZj//itMv+rF0/KfP8Bve6Erfia+qFDuqu76kzflaDX67ktvR6/+oK+rkPX4l32baeuyrFeF33w7vsQf28zs6Tj5ud7NtAvx+Zz8zJvJUlFd7KHBd15rX7HMDosh67v1c+9+i/qPvcTv657m1/51kGZv/RQfA587j2/Kcf+/sIjMv/B3m/JfE+m++KLEH/m/s7yMTn2Pz/9Tpnv/5y+7h1T+t6rTuo1zfL4vVksLMqhwetnd57ZXh920qk72k3dD2JvbGZmaq/RYhJvr+8804slsSdNnH1+0M+GZEHvdytt+ndYOdGn3158vEQ/dmzuzXqvXWnX+9WFpn4mn97pima/PfWoHJuf06/dfdp5rk1N69x7log54+8hnTOMsy4Uzn4iOJ9dvnWq3zs4e50Y/qIPAAAAAECJcNAHAAAAAKBEOOgDAAAAAFAiHPQBAAAAACgRDvoAAAAAAJQIB30AAAAAAEqEgz4AAAAAACUiC/+ynm45OGw7/ZeiLztp092aXrdxPjsn86zf6bccGpB5ZTnecxrWdI9ix8SKzLd79Wfb/TP92cavxnsg6xf1dUl2dfdm2NSdvG5f/B7dG22L8WuTXNXdmoXTc29Of7vXQRm2nG7bNP7vYsW6fu+0XXfythKv9zbJ9L8fBtGNnDvdyOnYfv3ezVzmQ89vyXx+U/dtT9wT707+o/43ybGj7fq7Pf7YR2Xen+rrPlvE11TVpW1m9tVN3RP+6dm7ZX71iXGZ3/6n12Wu7q2wd1APXdHrcT7vdHU78ukZ/f7iORmcNSnr1fOtlYTVNZkXm/rey0aGoln+8jk5dnhtVObrJ/bIfPlTzu/wiJ5jG81aNPsvs7qT+mhdz6+ZPN53bWb2pbU7ZH5jJz4/v/nb98uxRy/o36x2RT+z8xv6u9kefW+rPvlk37Acmmzp9dLby+TXb+jhzn4k2T8SzzLd9Z04e+tW4u0HvM50tbdKqvH7zszfqxRLy3r8WHxNMjPrPqOf6au3x/f6RSaHWrKp/4Osoferf37jLpn/3mp8v7J+Ua+H+5/R+6xkVa+XhddlX+jzX9IVXxPDhj7DeGecEJyu+sSZz874kMevnXdGScV6KMfd1CgAAAAAAPC6xEEfAAAAAIAS4aAPAAAAAECJcNAHAAAAAKBEOOgDAAAAAFAiHPQBAAAAACgRDvoAAAAAAJSILLB0+wadHtGsW/QLO/2W6ajuyy5mdF98sbgkc1tZ1e/fH++/zMfj/ahmZjt98T5rM7O8qvtbncpr2+mJ/2ztdd0runVI99ynO7rXtnbqqsyTFd0bbe3i2jjdsUlNfzdPZVh3Kbudq8sr0SxxumBVd3yr8fqwPep38H6DcHVK5oXTYVpb0/2u+87re7dt+UA0e/LsA3Ls9n26Z/wTmR5/aHBe5nf3XotmjUx37n7ik4/JvD6rr+uBZ/V6m+zqZ0VYFH3GonfWzCx3Onnd7tlM9xUXG3rOJFXx+s6aFbb079JSUv1cS/t1d/jmifhztb3duY5q/phZ+1SnzGsLev2uz9VlfvmH4s/Vi7MDcuw32w/KfHVNv3f9uQ6Z91yM3z+Dr+h9VJiYlHnhdNGnY84+btLpqu+M/25JxSkid54FO0f3yrzq3Pe5M+cqG/HnZHNSP8fSDv2btpJiTe8Jve7w7Njh+NipaTk2ca5jcH7j7IKe/+bM/2w83kdfVPVGP93Sr727rdes5a12ma+txNeV0Sf1frVjIr4XNvPPjt518xQr+v0lZz/hnTMSZ7/g7SeSQlxb5xl6s+cI/qIPAAAAAECJcNAHAAAAAKBEOOgDAAAAAFAiHPQBAAAAACgRDvoAAAAAAJQIB30AAAAAAEqEgz4AAAAAACUiixiThu6eDau6F1p1Yqf7dBd9MaX7VS3V/0bhfXYb0t22YT7eC51s697mZofuva1s697QJOguxc7JeD9ruqY7zkPSkHl1TveKWtA9jmFD92eGpu7TVryu+tzpa03adGe11+FuSXzOBaebM+tx5mMLyXq6ZV6srup8ReRO93Hhdaa3t8nc7Smt6/H9nz8XzbJHj8mxja/K2Ha79Xufed8BmS8/ORrNNgf1ennwi7qP2BOuXde5syYWm/F1K6nq+97LC6erPm3X1ybr6pJ5Pr8Yzbx1obJ3WOYtZY9+pnrdyfXT8TkUOnQntLdupJed3vKRQZkXR/T8PfQL8V7n0/9qSI7Nvq3nV+8N/d0GXtbrbbITf+Z6exk7uF/Gi/fo37zvM6dlHu6Id6SbmSWixzwU+t7y+tur5/R1tWE9J7JU92WHLbFPc/rdF//eXTJvJUld3zthXe85w1T82ZQO9uuxK/qM4nWiJ87vVPTre7d+LX5v1pb0837XOcOsO33vi1N6/jZm4utx59kZOXZzvFfm9alZmYdt/Uz2uuxtN76mpd36jFMsx9fq/xuCs9+QY71zRK+ebzH8RR8AAAAAgBLhoA8AAAAAQIlw0AcAAAAAoEQ46AMAAAAAUCIc9AEAAAAAKBEO+gAAAAAAlAgHfQAAAAAASkQWEHud6OZ0/hUiLy5flWPTuu7N9fovg+hlNjOziXg/q5nudc6cLvjOs5dlnozuk7lrTvQ2Oz3hHad0b27Y1l3ySbvTZ+zMibASf/1iQ/epZkN79Huv6H5Mr1fXQqFzIa1V9X9Q0V3frcT7nULh9BOLDlWvR9TtV/U4/a3hmu7dVV3gPU9e0K8tepXNzOo93TI/8byzpvXGx3eLLmIzc+dncNa8pMPpSnbW40TcP17nrvfZUmfNCjt6zfP635NM/Hu5s6Z4c6KlVPQz2RaWZZwvLEWzbER30Vu30y+84/TFL+ku+oGn9PiiO963feKXLsmx3jN17W7dZZ/s6Pnf7Ir3dVcv6X2Qtemu795PT8k8cX6X5OXzOle/e9PpnPbue2ddsWs3dD6se8rDZHx84qy3XZfLsy6kzhzwesfV7xQW9ZricuZ3saRfP9nUZ6RiOb6uVPePyLGj//WyzJsnD8l8c1h/t+6n4q+fL8bXYjOz+sy8zL1nalLX+wW1H3hN/P4olvU5wLv3Cuc3TZ05E5r6WaH2sGmjIcd6e+/o697UKAAAAAAA8LrEQR8AAAAAgBLhoA8AAAAAQIlw0AcAAAAAoEQ46AMAAAAAUCIc9AEAAAAAKBHZM5AO6foQc6rY8rmFaCYricyvTFL1d2ZmWV+PzL1KG1UJ4lZHOBVgxaUrerxT36Aq7JIuXWWSz87JPOzq65516/oHc6rVgqg58morvKoTT9h1fjendiMbjlf9FCu6nqlYjFcithq34s6r11Ov7TR0ebWb+YpTj+dUp2ROxV2xLsanek1Kndd2702nDioRVT5pp66z8aonvTVJVaOZmSVVp17SqVXUr63nYwh6PqaNTj0+dyryVHWbUwPrVQG1klDTv3HiPNPtzmPx176qq86Sqq5jyvcN6Pd+8ZyMt971Rpl3vnQ9moWBPjl282CvzNtn9JqVXNHXJlsVz6aBfjk2jOjrlq46FczOfsKOjut8MX5/uLWb3prmVHzZiFPnO6+f6UmX2Cv16H1a9dSEfu8W4u2NsmF9ndUa6Vajps45w6krc/fiXu2seO4F55npSb91RuYNZ5/WXI9/d2+f5d17hVOZ6L6++GxmzjM5ubWzpTn7hcLbhznPfHXOcOfzTe6T+Is+AAAAAAAlwkEfAAAAAIAS4aAPAAAAAECJcNAHAAAAAKBEOOgDAAAAAFAiHPQBAAAAACgRDvoAAAAAAJSILL7Nr0/LwV7vuAXRdZjp3luvZ9HjdagWTt92uO94NMtevapf2+tZdK5b4nZYiq7FQvcsJkmiX1umZsHpx0zade9o2tsTf+11p/fW+exef3s2MiTz4HRa59Mz0cz7TdMu3ZvbUpwuz2xQdzM3p2ejWdrZIccGp5c5rel1xeN1plsan4PFml5T3HvP65xOdT+rWm9l17uZpT3dMvfWy6wvfl+b+X3x6v4Im7qrOx3UXd+5mG9mZvnSsswre0dk3nR+dyXr1R3qrSS5NCnzwumstpfFdWx0yqGhX+fZjP6NC+e51fnilMxNrTtzC3Jofkyvl+1nr8h85+4jMq+9HO9kd7vmd/X89PquvWdy4tzbcj3O9N+pksNjMrfZRT3eWY+D12mt1utl3S3vfbeW4lyn/IY+ZyjBmV/eOcJ77uWLet0wPX2tMj4azYqpG3JsUqvJ3N0Led9drHlJVe9ni3Xni6uzn/n7kcTZx6Xi2uTOmpbt0fuFYl6v16nzLPLWvNAUv5s3n535Gh13U6MAAAAAAMDrEgd9AAAAAABKhIM+AAAAAAAlwkEfAAAAAIAS4aAPAAAAAECJcNAHAAAAAKBEOOgDAAAAAFAiSQheczoAAAAAAGgV/EUfAAAAAIAS4aAPAAAAAECJcNAHAAAAAKBEOOgDAAAAAFAiHPQBAAAAACgRDvoAAAAAAJTI/wJ24v9ymi/dKwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VW284MKyvvCHOrI5c/9D+YX3hxs1jH7vr6uaKpuR8b6kc8ZQoL7jrum7lJ+4N61sGvF6HZMiZ07nnlvM9ll4DH3/lu8P64RveMvaxD3jF18N66Zzyvz/sb3trq244MxybUnNNsHgl3xdy5ayh3PV3ynFfDuvrD/hCWH+0m++tHb7hrHDsbDfcLPjSe1Kums+KlpS8jrn7Rsnv8apn7xfW710/GvvYXZe3Z6Uc8M6wtey2nhaP/9S1R4w999DvnRrn5xd9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGTI1G/VmMJ06vzgpqLJkXmMqvvOucF4T1r6z947CeymSP7HVn/PeTnQcuhPWSmcDZuaJTU/Hxzzs2rF+/en1vbe+pPeO5E551+a+F9amH43MvKXVdNy1srHdy36fcfSEy9GzknHszdW5b5i4K66k9qeS55e5J03vtFdZPvX5rb+13P/bKcGztLOUcqXPbvmZtM/tCzr1Z8ztajJzPNloWb6c3vyreF1ZtOHPsuUvfO0PPtM6R89lz1/MkvS+suGBduMBLrqEh7xu1740hP/c2z10Y1n/sutf21g54xdez5s5Vcl8Y933BL/oAAADQEI0+AAAANESjDwAAAA3R6AMAAEBDNPoAAADQEI0+AAAANESjDwAAAA2ZiYq5eYNRJmDusdPj46z6VCZ1lGmdGnvgu64J6ymDzn0+79is8UdvPLu3lsoRv3LnPmF95Xu/F9Zvec3eYb2k2pmpS6nkvjDk3NuU1HU54PNxXvbKLt5Xuh9+aOz5U9c197rn7lm/+6VT+sf+6O1F5655byav+5rH5zyWQsnn1iR/x4f++Y6wfvOv7BfWV204M2/+t9/UP/fAn0sl3yFz5i49f0vvCyWf6aXfF0ruO7XPvdTYxZh+yq643v2PcfD/YeHa/j1zyP1Trfn9og8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQzT6AAAA0JCZqFgyWzk3o7R0xunKDf2Z1r9z8sZw7Lnd6qy5S2Zzrlp3W1jfnHndtsxdFNaj6/o3D/xwOPYDrzkprN/ymr3DekrVfM0JystOKbl+a+8LJc99Yc+FsP7pF70nrJ/+0tf11mrnZac++1N/6F97a++ZvTQce9JX1451TgxLydznmpnou572v8J6zjNzMeYf+F5vreZ1ybU75mG3aMi550O+P4b8LpMa/42/PiqsL3SjsP7gU+N3pRy517Xk+++4/KIPAAAADdHoAwAAQEM0+gAAANAQjT4AAAA0RKMPAAAADdHoAwAAQEM0+gAAANCQmaiYm5UY1Yece9t1cbbt7NW/Go6t+deT3OuSm+mbk/l77kdXh/XZLyXW25fGnnpRcq5tS5m7te/NnLknOZP3+A+9JZ7gDf2lQy+8Oxw6v3V7WM++rsccGZbP/ZvLemsnf/7MvLkTSmcG5xx7kpS8t4a85+RKPTNzn8n7fuZJvbU7H9g3HNt9PS7PH390WC+5Jkp/55N87pOk5nVuee8f9H4cv450qzbEz/z9bpzqre04YhQfPNMkPov8og8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQ8J4vVxRzMAkRhT8P9ed8Edh/QUfiGOw5p8Qxz88+Ipjvu9zWqzcqJ7c489e9cbe2vTOZVlzp+SuqZYi8nLUvDdz940hn3vKiiseDuvbX/4DvbWX/N1XwrHvufpnw/qyh/rjbLoufV3f//PxvrDt4f17a6O7l2fNnTLkyMVuzeNzHkuhZBxvSs2YrJRlT4oj7J6xMBvWV3Z58XvhsTOj/b75yp1h/YQPJyJBE/a7qX/f2e+meOyOw+P3rFf/VOI7j7fM7soPvSCsP/TkhfgAgZb2hZJqx3SXjFwuvWcNucdKefIl1/bWdkzw+0DKuPuCX/QBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABoyU/LgUebf0DMcc/Lkt/zShVnHvuPF9f7+ksrN3fTgE8J66rNFn6x0rmjNDPYhZ3O2pHRubs6eVjzL++X9x99jaj4cunku3rOmu/48667run9++NGwPnf5m8L6yku+01ubvbHsvVPzWTT05+D3o2Suc+6xa2ZWz3/nvrD+f0/ZI6wf+ntbwvrKLvHMfcqusJ7jhA+/pdixu67rdhw+6q2l3lVS7yLv3P/6sc7pP8b/Wjw+5x1yd1L8uRg49M/uDeu3/J+9wvrUVP/67Lqu+8vn/3lv7bTurHBszXfG2Q9+L6xvPe2JYT11b35k595h/U+OPz6sb854VpR8B8ydv9S94Bd9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGTI1G/TmQJ06vjkMiByw3KzGVA1lTlM+amy27sG+chz1930xYT8nJIc815Cz7TQsb46DyASm5Lww9V7zkGsrNUB36tRtXy5879dla2hdyvqfc+67ms6X2cy2af3btdfHYdT8e1g+5bFdY3/bq5WF9YflCWJ/e1f9bVOpdZ/W2l4b1r3xtRVjPddh5/9Zbu/mM/bOOvX3NWvvCItR+drz5JR/rrZ1/9UlF506ZfqR/CS3sEb/i5fYZP3hDvHzvPbJe65m7ZrL248znXN/7gl/0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaEoai18wLzM23TB1/+jmHhfWVXbms+tzxkdmPvSGsp/6yM31fuCSKfm+lc+5z13POsVtS8jrmKp2BmqPkfrqY8TlqnnvpZ0Hpz1Zq7NAMeX2m5H7HNb/HrLkX5rPm3vbq5WE99zuPPlvqPSk198runrHnXszxoys7e/Y3submMbnr6+ArHwnrt75sj6zjn/Gk7b218xNja/YZH3zFe8Kxr9r6c2H9oE8uhPXlV34xrP9gWI0N/d6p0Wf4RR8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCFTo9Got7jignX9xUwl81VrazkPu+T8NedejJys79Rn27SwcWqsk6rgxOnVxfaF2iY5773ksUvfmzlqPwtKronta9ZOzL6Qel+o+VxLKfk+UvveKXlupe+9GpnTS6Xk9z5J7wsl94Xc7/jQt98U1m9+x+FhPSerPjV2oYtfsw779OvD+uju5WE9R8l3lVy133VKvqel9O0LftEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGjITM7gmvmXpbMOJzUvu/Tcude9dqZwpOT3UjvTdynVzFxv6Tr+/0ruK6WvW+6amOQ9r2iG+pq84Y+nkt9x6tg13wdylb53Sp57zczpmp97MfPXzNPeXeTeG/P33591/JXdGWOPP/nso8OxKaP1y8eeu+vafZcqvS/UvG7jzu0XfQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAakhWvN+RImpSa0RM1owVz557kGKya0YCtRpmMo+YaGrIhn3vp9Vvzs9eML7Mv/Kchx/WWjONtObK2dgReZMj33pDP7fGWE19aO3azZPRqzTjT2utzyL1lybmTn7snjtcv+gAAANAQjT4AAAA0RKMPAAAADdHoAwAAQEM0+gAAANAQjT4AAAA0RKMPAAAADZkajUa9xRUXrOsvdnWzDEtnH9fMoKyZzZlSMq+45ne2GCXPfdPCxqmxTqqCIe8LKSVzdWuvzxy199Oceyul5p6YO/ck7QsnTq8O9wXqqPm+kJKdG13QkPfr7WvWTsy+kHpfSCn53pUyye/qKSXXd+3PFhny+0TuufXtC37RBwAAgIZo9AEAAKAhGn0AAABoiEYfAAAAGqLRBwAAgIZo9AEAAKAhGn0AAABoyNRoJPoWAAAAWuEXfQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAa8u8wgYH2PqPpyAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Oc+SsmdzPtXvhyjjQeECWbdsa7gsl87JTau8bkZrnduGzPhnWt57xkZHn7rque90X433nwCWJXN7Z/nrtPaPkvpCa+9Dslmb2hXFWck/LXSOr33pnWP+FD/1Lb+3ik+8Jxy50C2H9vD+aDev3nx6Pz5F73UqPz2FfeETN61zSuecdDOs375nOmv+7DsXvcb+6rP/evP5FW8OxF169ZaRz+qb5mR1hffXcxqz5j1d9+4I3+gAAANAQjT4AAAA0RKMPAAAADdHoAwAAQEM0+gAAANAQjT4AAAA0RKMPAAAADZmKiiVzRFNz18ww7bqum961obd2cP3Okcd2Xdd1T46zZfOyPePI0jdcd2lYz/1sqXzMi3a9vLd2+/qTwrG5ctdMzXz4ISl57+VmG9feNyL3/HycNf+Vc+N7N+fcP/34pWF9zes3hfW9M9vD+jX/8sPxCcRx2+Fnq33v1Fwz4yT3OkXfc8m5j4ac+XPP7YEVp4X1i0++p7eWm1e9/J++GtZvf8nJ8fgB/5YwDCX3hZSprz9qLPn/2fvy+Hl3yUT/u9TUs/T+mSvCeq47Hv7v3toFV18Wjt2wbndY37l7XVif7OLruvSWuP6EPf172nf88VfCsZ991/Kwfs+avOewmn1zH2/0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaMrG42J8ZuGzb1jhQsKDSWYUTJ5wYn8AHTuktHbj5rHhsptws+5JS55YSnfvQs5JzpD7b7oUr4+DQAVk3eWm1faFkRmmuL79vVVh/2fRHw/r153xvWM/57LXvjXPPOxjWb94zPfLctfOyc667feHYyF0DJddY7p51YPuPhPWJh/uX0PxMnAO+em7jSOf0TUO+bjX3xNzrcmh2y9jsC+PcR6Sk7p8oL/4/Dvfn2Hdd1z37qjjLPuXsDxwO6yfd+vn+4uF47Pzrlo1ySkdsxa99IqwfeMsPjTx3zWfErovXXKl9wRt9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGTOUMzskjrJ3rvPjQN8L6xIV39Rd/76yjfDbf6t8ffDCsX/XCbb21S/529mifzreY3rWh2Ny110RKTl720D/bt2PIWfalzy2cP46K77YffH5YX/6hO+MJbonLOVLX5dNvXhvWF06Mo5J/5+z3hfXXXP4rvbU7LjohHDvke6t2Zu+xVDqrPufYpfO0c46dcv9Pnx/WD7zo7WF95dyre2ur5zaOdE5HquSaKH3f566ZnO89ObbsY95RNeTngZT5mR1hvfT9k+Ozz1sS1pf//Rd6a19dH1+361+0NaxfePWWsJ6S6s9q7gsl7/vsuXv2BW/0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaMlXrwLnZmqWzORcTWfY5Vl3xn2H9kkRI6upt/fmXy+/IzAs+JfG5v/yYuJ6hZtbxkah9/KEo+T2V3heG/B3+xYq/CevPuuWykedOXZe7X742rC+cuBjW985sD+tr5jaH9e6iuJxjyGtiyOvx25V770bXIjV37eeJktnJKSvnXh3Wo3tzzdymrGPXzEiveewhHH9c1MwdX3jsQljff/Hbw/rquY1h/fQbw3L3nXPl8t5z19/U6af11r6UOLULr96SdexcOb8VtUXnl1oTo64Zb/QBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIRp9AAAAaEgYr5cbS5QTI5BSOjIpmj83vmFfZtzIfDj+jKy59+88P6wfWr8zrE/v2hAf/+l39taGHjWVs56TayZOVBwrJeNyat73ufP/1I/tCevPumr0+Lyu67ru/Kf1lm5/ycnh0Jc995/D+jv/8cfDeiqm69zzDob1m/dMh/UcJeOdeETJe2/ovw2R1Pp6yrUPhfU7Ljoh6/iTwfucg4nf86f+SRzdlzLk761m7OaQIz+PtpJ9RO7cqfi8Fed+Lqwf6M4K68vnwnJVt/3Gst7aRJxKmK3kmkipHWtY4972Rh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCFTUXHIOaKl87ajessZqJP35/3tJ5XLO71rw8hzt3zdx0nNrPvaGag5Wd/v/9fzwvreme0jndM3reniLPvIrz/h5rg+E9c/8sBjw/pr//iX4xM4u3Bwbwb7ypEZ8m9u6ezjnH0h1/zMjrAeZYWnxj604v6wXvq3oOZ1Hce87CGqmYm+etsXwvqhlz4prD/45ieG9eUfGP3cS/dAKRMFf3JrPqvXfkYs/VsUmn30/+yNPgAAADREow8AAAAN0egDAABAQzT6AAAA0BCNPgAAADREow8AAAAN0egDAABAQ6ZyBpfMv8xVMkuxak5iZdO7NhSb+8YXbw3ra7stYX3I1/14ytStmZubO75q/utDD4f1i9+7udixU9bMbcqb4Ow4tLfkflvz3svek3pyccdRy88L0fjS63P13MZiY7/7YPwu6L7p+L4uvV+XnDv3exvy88ixVPM6zs+ekfgX8fo98QM3hfWc9Zn6XKXz3H/1gut7a6dM3ReO/a3r1o90TkcqZ80M+Xkg9/ijrglv9AEAAKAhGn0AAABoiEYfAAAAGqLRBwAAgIZo9AEAAKAhGn0AAABoiEYfAAAAGjIVFWvmX5bOIB1yPmtKTuZ0ztxHY/7I2vdsyRpfOh8zujbHU1526XzXHEPOUE2d22s3rw3rpyWia+/6gYne2uHHLoZj18xtCuurfntfWD98zz1hPaV2tm2OnP24paztkr89pa9TyWedT78lvq+7Lr43U+ZndoT11XMbR577ie/8VFg/9b44bzul5P2RO/eQz22cnheG/JubOrea+3fpZ/lru8cF1ajWdcu7svfOOD8P5Ci1nrzRBwAAgIZo9AEAAKAhGn0AAABoiEYfAAAAGqLRBwAAgIZo9AEAAKAhGn0AAABoyFRUlIX46IacfVz73DZd8Pdh/XMPLO2t3brpaeHYiRtuHumcGJac3PGU0uNLnnvKl5LT9+dx5+4L+wp/tpKZ1EM2zud+tEXXonTmecl9Y/nmG4se+6IzzwvrUeZ16tiH77tvpHM60vlrZtHXHp8z9zgpnWWfMzb3dzHn3FLHHnJ/Vfq6DlnJ617qunqjDwAAAA3R6AMAAEBDNPoAAADQEI0+AAAANESjDwAAAA3R6AMAAEBDNPoAAADQkKmcwTWzFEtnSOZk+ubMXVrpfMvtH3z+yGOX31Avt7a0lnJxa2ZWD/neK517mzN/7fWXc+6l7+uS63nIWchDU/N5oeb3VPrYJdfnkHPIa3Nvl1d7fx3nHidH6Xuv5LPOkJ/TUkYd640+AAAANESjDwAAAA3R6AMAAEBDNPoAAADQEI0+AAAANESjDwAAAA3Jitcb52iJnHMf55i3lNrRFDlKx2LkHDs59+zIh27KkOPzah87Z40NOaqn68qee+k1lTO/feEROTFwtX+XSv7m58495NjC41X2dRmjfaH2/h0Z54jwIZ9bSs39unZ8Xs6zzqjPC97oAwAAQEM0+gAAANAQjT4AAAA0RKMPAAAADdHoAwAAQEM0+gAAANAQjT4AAAA0ZCpn8DhnqA45V7pkxmTtfMxI7e8k5/i1c5yPF7WvY801kjO+5rGPpJ5z7JQh5xW3pOT3NOTs49T40uun5nNY7X0lx5B/s2v/zh1LNffXIR87dw2Mc39Wso+ofd/X+K3wRh8AAAAaotEHAACAhmj0AQAAoCEafQAAAGiIRh8AAAAaotEHAACAhmj0AQAAoCETi4uLtc8BAAAAOEq80QcAAICGaPQBAACgIRp9AAAAaIhGHwAAABqi0QcAAICGaPQBAACgIf8DAulVSClZEa8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Vs/F4xxBCqPvN55fx9XPkH+m4p7ve/Q1Z/5U1Oj5vwbS0+9rXRWt/YOL16oa5uHFyQf/2W9fptTVdj0dr777hCTn2wUfj8WEhhBAWTCRNz8xXF9EkxtddHUPk3rEriXtnh9Ldx3h/tX3B9RzX2w3X8xpb4rG0+z84Ksd+5i2fkPW9LR3F9oRZe/d++fXR2q6v63dqdT6+LkPw8ZGTl+t+/V/f/HlZf9NAPCLs4TkdP/ZRE683dFDHEjbO6N/uogV75+LjbV/o11GtK0rqXl/1BddzWnrdFuJ9HkKwz7gc1vGR3SvjcdYvf0S/l775mt+R9Y0NHRfdqU3UdYiv/Xdt3yfH7u7XUdg395+S9XlzfnthZIusP7k1fl9n5vXaqZsmqlVWQxh9Us+ZjQ/re6PeRdW83p+Wbd1Po+OWNAoAAAAAAFySOOgDAAAAAJARDvoAAAAAAGSEgz4AAAAAABnhoA8AAAAAQEY46AMAAAAAkBEO+gAAAAAAZESG06r8yhCCzcdcTi5/2H13m925I56Lu+aXdF77HYMvyvpUrXMcf/vU22V936duiNb2PDkrx9ZNk2na1XnErfE5WXemdqyL1vpK/cwaQX+3vrIr6z0T/46L4zKAk/qCyTQvTZ520TE9yyjmdLZtd/1wtNbr1+t6tDkj6xOV7mmfm7hF1u///duitSue15/dOKxzbxeu05nUD26+Wtarrd+R9XYRf64zXZ2L276g50zR0X2hnpjUdfcelIP1nKgrXV9J7G8xWffunS4v7d73TdP8zXcrVw3I+vFfiOc6//7bPyXHbm/qd+ohM/8/+MD7ZP2aew5Fa72xs3Kse6au089s1f/F7QNHZH24jM+J050ROfayr+leXjx/WNarSs+J4DLY1ZwyfcHlt68kKev6h+OXPrZe1HOgHB4yn23OGVvWy/qL74v3na+/+uNy7Gipe85Crfdhj8zrzPV/+dAHo7WhA7pfDtw+Jus/u/V5WX9iXO8nDj52maxvfCq+fsqOXreLQ/rs15rVa3PwtL7vdZ++d/X4hXix0uu+rvX+N4a/6AMAAAAAkBEO+gAAAAAAZISDPgAAAAAAGeGgDwAAAABARjjoAwAAAACQEQ76AAAAAABkhIM+AAAAAAAZWVoo399KzbKXY1PzhU2Wdzk4KOsn71gbrf3ny+6TYxtBf/cvTV0v649/4QZZ3/HNePZtMTEtx9aDOlvTKaZn9X/gMiQb66K1stD3bXNrQtY39Onf3mubOdXSyyGnzOvlVLj7KLJti5bOjK5ndB68/ZdL05Pq+XlZV79szfO6p/zeY2+V9T8euEPWN39Sr931jzwTrVULC3JsZe5L+5D+7F4vvq4vRqeOf/63T+yWY7fun5L16rzIrQ0hFIXO1a3NvZN9QeSAZ8dk0afmaeuLp/3Noujrk/XqCp3rfNU/iedGX9U6I8dOVPq+/NqT75X1qz8+Luu9sfh+oe525VjH9fo9P3dQ1jc0dL9XfeETT94mx17x6HOyXs3NyXrZb95FKVn3ruekXPsS435LOWD2pGJ83TM9p2mOOG78gM6yH792tazfevWL0dqJ3pAce6yre9q//cE/k/Utf6R72jU/eCFeNP20+sY2WX9k2+tkvX1Gv1OvGDsl62r9dDfqZ1LrpRe6q/Sc6T+m+20xpfeoPdVzzX5B7Z0V/qIPAAAAAEBGOOgDAAAAAJARDvoAAAAAAGSEgz4AAAAAABnhoA8AAAAAQEY46AMAAAAAkBEO+gAAAAAAZEQGBrrc22XN+qzMtU0OqcvFDds3y/LQO+I5jjf3n5Rjj5l8zE/85dtlfe9XT8t6ODUWLdUm1zYk5ubWczpnPKzdIsvz6+OZ02taOtd2sqfzVo/Njcr6GhEbGkIIoTKZqmV8zom43x8NNv/BCuJ+i+kLRbMVrdmeYmJE686E+Q9E5vlFKMbj1x84q7PkN9+ve9LwS3ptNo+dkPWeyHuvO/rartf31g3L+gdufETWW4W+/tGuWPvf1uu6MXZE1nvzOrO3Fus6hBAKl6c9OyuKer7ZnOeVxPzWutL1sk/0Bbdue7oxuP5cjuj5ffINun7X+h9Ea1XQ8+vRuV2yHr62VtfH4lndltlH2TztvTtk/aOX/Zmsl3oLGo51O9HarrtNFr3ohz/8D8x8NXsl2xfUfK/Trp2Tyuwp1bvJ7he6preb/XLd1u/s2Y16fRydjL+7frurzwFH7tN9YeenDsp67+w5XRfz092X8sAxWR96Qa8t98zrhtljtuLviuaFKT12je7lrdJ8tnsXuZ4qr23OIO5cG5HR6QMAAAAAAHDQBwAAAAAgIxz0AQAAAADICAd9AAAAAAAywkEfAAAAAICMcNAHAAAAACAjHPQBAAAAAMiIDEt0GZXlwICsVyq/2OQFhlLnLqtM8xBCKId1lv3Z1+rM69/c/elorWViEv/8zBtlfee9JkPyxCldF/muhcl+DSYv22bJm/HdEZ113+uPZ1DO9eLZmCGEcHRxvawfHNfPdGBO/7Z6alrX1Xpw2fKVyXvNiZkjMtM98TYVLsPUZKTaXN7ZeN774OMvyaGDLiNVZMOGEEI1MSnrQeY2u3xWvW5P3jYi67+wep+sh7BKVj9x9rZobdP34vc8hBB6Y2f1R5t3hWPzuBUzH+18W0ncO9v0hWo+/l4smjrX2V1bZpqHEIohPT+nrtDPqV3G895nav3djy+ulfUL1+t3+uCZPbI+8v0z0Vp9akyOLUdWy/rR/6j7yq6WrndqfV/fs+/90drWx56XYyu3FzLz1b7T3dpVPdd8dr24qK+9krh3j1u73fjass/IcfvZ9TpzvaOPGWHy1JpobeLIRjl2173nZL0y+1X32xoj8Z5XmHXv5n51WvcV995zdXXOcWunEO+ZEEIoNm/Q9Rm9H6m75reZd5Ecu8S9CH/RBwAAAAAgIxz0AQAAAADICAd9AAAAAAAywkEfAAAAAICMcNAHAAAAACAjHPQBAAAAAMiIzn2pdQyAjM9LVLT0V5NRUiGEoq3josbeJCI7QgjrGvHoiuNdHSv4jX3Xyvq1h0/IeuViW0S9UtFlwUeZFA39bz/F2lFZn9mu702xNR5tMdHRz+zhsb2yPvmsjtfb+MK4rFtqPbgELxfls5KYuBwbDaQicVzspln3tfunSxfbYiPA4j2vsGvPRPu56EtH3Du77rdtlvWF108t6Sv9yD4TC/PlZ26K1q45ouPzKhO9Vi/qXm/nXAJ337Pi+kJ36ZG6KlLWjQ3Bx/HWg/rd0xrXa3ffzM5orW9I95w3DumYuNvf+pysP/WmHbL+B997S7S25v9ukmPHX6t7+Xde80eyPljo/cD+jl6bo3fH88uS95923Zu166JaE2K0fpr6ho0YTY3QU1zMW1N/dt+EufzJeGRu/3k9dvoKHWkbTP34nbrnveP18UjcTq0j5L51/6tlfdcXdVxp49hpWa9mZ2Vd7gPdunPz7fwFWU5Z107R1BHLbg8Zw1/0AQAAAADICAd9AAAAAAAywkEfAAAAAICMcNAHAAAAACAjHPQBAAAAAMgIB30AAAAAADLCQR8AAAAAgIzoAGKX/Z2QP2xznQsTTN7Q9d6WtbK+alTnRPZEMPrBzkY5duCYvq02u1PltQeT45iYDVuu0dmc59+4XdbPvFNn2964/US0Ntvtk2NfPKYzfzft0/etHJ+W9d70jKyr9WBzml125wri1q7NGU3Iew/mPtu+YdSLOjdafffaPWK3NnvLmOdusuZn9+h+edO2g7L+jZkrZf3jz98u6xu+1h8vdtPWTtHSv909czufRc6zXfem168oJu/a9khxn938dc+o6NPvltDpyvLwYT38C8/Fc6Uv7B2UY9+z7lFZ39bQ7632wCFZ/5m9u6K1/aN6L3PfDZ+U9S3NeM59CCH0TM/7P5M3yvrg4y/Fr10l9gWXWd2n68u5duuuno8rSmJfUOy6d/uJfvHeCSE05vVzGDyj53evP/7b5zaZff5bpmT9d67/gqy/eWBe1ktxxjnR0zn2/e/U9+W+vdfL+sC+a2R9+/3nZb04ejJaqxb0GcS9k4uE/WsIIdSLHX19Md/rrh5bd5bWc/iLPgAAAAAAGeGgDwAAAABARjjoAwAAAACQEQ76AAAAAABkhIM+AAAAAAAZ4aAPAAAAAEBGOOgDAAAAAJARF06rR5t8TJk5bbIKy1U6ezaYXN3JXatkfWTwjKw/MXd5tHZgVmfPDh81+ZiVua8ux1Exz6QcaMv67I07ZH3kV4/J+scuv1fW56t4Nu09p26TYwee15mna/ZfkHWXl+2ylmuRtWyztjNis2tdXraIMbV9oV+ve5dt7DJUU3J5U/LWL4q5r0URvzfFkO6H567XmdGNOZ2X/bHn3y7rO7+gv3v75cl4sTA5y6W5r67fGqXJ01aZ13Xlnnnad7uUFC2zNm0+cTxD2N1Hm8Xt5sCkzqrf+LC+/trnhqO1717zajn2r952hay3Wjqzeuq0XptDB+Pzd+c7Dsuxu1smS97oBt1vP3nfnfrzJ59I+nzJ7W8Tybxs8x76aZKyd/I9xzxj0btDCKFxVryXQgirzfXb5+L77bM36v3sG7bptXl137isV0Ff/3A3vh/+D4ffLcfuP7ZZ1t9+9bOyfvZyvR95sv9qWd/16blorThzVo51Off1XPzaIYRQtPV9tfsVsQ8s4tvLEMLS1wp/0QcAAAAAICMc9AEAAAAAyAgHfQAAAAAAMsJBHwAAAACAjHDQBwAAAAAgIxz0AQAAAADICAd9AAAAAAAyokMoTe6zypQOQedl26xtk3VYmlzo2Y36u/ebXN6nprZFa488fo0ce+X+KVmvLkzIet3Vv11xWfBh2yZZPv7LOlf0wT2flfWtTZ0x+bTIsn/q5a1y7PaHZ2W9OHRc1lXedQgXkW2bkrubmqF+KTH3wWaHi6z7ok+3JPcMC5Nh6uouq15e2/RDy322mZ+1+Py51+6WYxdv0TniLz2l1+ZVn9I9r3zppKwX/fG+VYv5EkIIRUPPt0r0nItRLSwkjVeS58wlpO7otZnC7hdcvrDpG2FC52WHKb0+Gi+fidY2PmV60v1D+rPduu+clvXuVTuitX/x/kfl2NL8LaijNnkhhD+5cIWs7/1f52W9Ur89Ia/6Yuo2b9vtFxIULbOPW0nMfsGfI+L3uTa9vXZnmK5e94U7h0zq997A6YFobeuFUTn24fJmWX/gVfocUk/oObTry/Ge2D4Q72chhLBnu+63D/36lbL+5stflPX5LXpt9dYNR2vlBf1M7bp254Q5sx8xZzDZNyr9u5faFzI6fQAAAAAAAA76AAAAAABkhIM+AAAAAAAZ4aAPAAAAAEBGOOgDAAAAAJARDvoAAAAAAGSEgz4AAAAAABkxodUmL7trcsUTssPLNSPmP9DX7sbjK0MIIcxODcr6d6d3Rmvrv6c/uzx4QtZ7LtfZ5EaHMp472lirszkPv2uDrP/Z6z4h67taOvPX5eo+MHVttLbuL/QzaT25X9aruXlZr7s6P9PlX6r5bHOelzFz95Jj+oaavy6L2+aON0xm9YBpDC5vuxOfQ3XP/G7XTztm3RuN0dXR2pF3mWtP67m/80GT73rgqKy7LPtCZNUXTfOacv3UcBnsRbOlx4u1/VPVF9y6N9TadvfJZnGbZxzc2nV1MQcr99nTM7puNEbi6z6EEF58X3z+/uzgcTl2ttZ7nY+fv0nWH/rQG2W97+Azsq7Yd4HLUG/3y7rrK0Vt1rZ47q6nZMU8h+Xsgcn9171b3Hixn2mYvcZlX5yW9fp/m/PV+Qt6/MxstNYzZ5DWgr4vjcf3yPojrV2y3pzSv63Xju8JSvPMU99TqXtUNSfrYN5jS1wr/EUfAAAAAICMcNAHAAAAACAjHPQBAAAAAMgIB30AAAAAADLCQR8AAAAAgIxw0AcAAAAAICMc9AEAAAAAyIgMKE7NplV5gS6zvJ6bk/Xe3m2y7jSbOo9wdmxVtDZ0Uuexp+Y6h0LnQDY3ro/WDn1gtxz77//pV2T95j6dRd+r9XP77oL+7p+/+y3R2paHdKZuz+UNu3xMkw1aiyzvEHSet81pxkVxubdFS2equ8x1p1y7Rtbricl40eSrVnN6bTnut1WU9jAAAA24SURBVI+/NZ5de+f1T8ux33rkelkf/O4Lst6b1pm/Ti2ylouGvq/B5ea67FnTN+qOyXBP6As2C3wlMXnZoTLPQdyL0uwXKrNfsPfZvTtcFrh6zom5zW6v9PJd18j6t/7hb0drg4W+9h+PXyfrD7/3ZllvPfMDWa8S1kfR7tdj+0xWvekLbu26TOuiGf98O9b1tBXEniNcf22JOep6t8mqD6X7bmZ8CvfdJqd03exn3X5E9lv3zIbj56MQQmiZ7cDE8dWyPnxaz//GvPht5vykfncIIQS7l9fztZrX54gUS+0L/EUfAAAAAICMcNAHAAAAACAjHPQBAAAAAMgIB30AAAAAADLCQR8AAAAAgIxw0AcAAAAAICMyr8lGhrnYmEY8FsNG0FX62kVX16d362iJO7YdlfWJDe1o7dCzV8ix2w5skPVifELW622bZH3/Rwajtf/yDz4rx94+cETWT5sEpM9M3CTr9/73O2R985eeiNZ6Jt7OxokkctFsMhLHxC9lFaOVSN0LFzsUEqMry8EBWa9NhF3YsC5eOzUmh7o54OKgiq26L5x+W/ze3Nav8242Pi7LoVKxgiH8GNZmvJ/XZkoUtY6csXPKKAfj/TYEE6fj4p/SvtrKYqKsFBefZ6NTXZyZibBzkUsq9qiu0t4Nc2+9Udbv+fAfyvq2Rnz+nunNyrFf/lg8DjeEEEae/BtZt33BRGEVrXiEXrlKr0sXo1VPpUWCNkZ0RFhP9Uw3X0M++4W6Y97Zri+IHmrj8xwT+Zka1yvHuz3jKr1X6W4ckfUFcYYJIYSqGV97rWl9X6Z2mLhT004Hj+tnPnJIP9fGuXj0YL2o488du18w7/SyX8d+qjnr4yCXNh/5iz4AAAAAABnhoA8AAAAAQEY46AMAAAAAkBEO+gAAAAAAZISDPgAAAAAAGeGgDwAAAABARjjoAwAAAACQERMcbrLsmzr3uRa56C6fsjAZpaGrv1vQ8azhbaNPy/q1/S9Ha9/6tavk2M+/82ZZH5/dIusfvOphWf/dwReitU6t/+3my1PXyfofPnGnrF/5u/OyPvLsE7JeuUzVV1BtspIVlaMcwo8h7/VS4vJf7b2I55zarHmXa2vGO/UqnT1b98U/v9E1+asm33Vx7yZZP/Ar+r7f/YZPRWtfHdc9afXz8VzaEH4C81flSptenrJu7WeHxFxds1bcO/anSd0Rc8z1nIbpOe4ZGkVbZyMHcX0zfUN93R5Zf+1vPSbrr+pbes/7+PnXy/rarz4r6z2zdhzX78u1o9Fa3TZh3VMzsuzmhKtXc3ovpH6b7Vk59YXCNnBdVo+hNHPf3cfU+evOMcND0Vp3x3o59sQd8bEhhDD/qllZf9Pu52R9bD5+/f3HNsuxzaOyHNpjuj76gl5bq17S+5Eg1l5yr3f7V7cdcPsJsfaLlu5pau+s8Bd9AAAAAAAywkEfAAAAAICMcNAHAAAAACAjHPQBAAAAAMgIB30AAAAAADLCQR8AAAAAgIxw0AcAAAAAICMmlFpbaqZfCBeRI2pym4sF/dl9Yzpfs13q8bvFnblmzSE59gNrDsi6U5p/fzkrciL/zUs/L8eO/7edsn7V37wo673JaVkPVVqG5SvKfXeRB2tzxl3e6wrickZtdniI32eXgVr0mexkl6Ha78brvtRZHR9//tqtcuz5V+lr77npuKzft+dzsr6uEb/+bxzXWd07DuvPXvZV7bKW1dDE3Fv32fXiovsCYrDOcXY54itJ6m+R+wmTTVz0tZM+u0iYfyGEUPT3x4sb1sqxL9y1Stb/5/qHzacPyOqJXjxv++H/9Ho5tj31mPnsNPK+hSDXZjEzJ4dWU26v4jLWTb57x7zz5WebppTRfsHtB8q2ngPVrMqLT+uvyZnr7vqr42v77I163de3Tsj6h6/5pqzv7jsj6w9NXRetPf/o5XLs1of13O8/F8+5DyGEctyszakZWVZr2z5Tc/ZMnRN2v6DGdpanL/AXfQAAAAAAMsJBHwAAAACAjHDQBwAAAAAgIxz0AQAAAADICAd9AAAAAAAywkEfAAAAAICMcNAHAAAAACAjIi0+2OxaKyELtDeuMyQb5tpbvrNG1n/rxnfK+trrPxut3dynMyIHCpPVbZwRubchhPDzT74vWtvwIZNveXifrPdcHvylzGUhu3z3hMxrm71prr2S1CaHNNQiDzuEUPTF14fLJq7mF2S97GvJej2j11ZhxpcL8bzu2c16/l1/yyFZ/73LvyjrwyYv/omFeF53+y9H5Nh68SVZX3ZibRbmd9tLp+a7m7Wtr7+8Oc6Xkrqr171TDsTz4N26r917y/R+N97NQNkRTU+p2vrdcKizWtZPmvt+132/Ea1d9VdPy7FV6h7QvZNL805uineumxOJedp2v+Cod77Zv6b2vEuK2ftUc3OyXrTEfiGx59i+4DLXzfooxyejtaGTo3Ls9H697v+07w2yPr+o+07fN+J7givvOyHHVmfPy3owa692fcH1nUrMKffZ5pm6/YLf/y59r1/09+tLLy4u6br8RR8AAAAAgIxw0AcAAAAAICMc9AEAAAAAyAgHfQAAAAAAMsJBHwAAAACAjHDQBwAAAAAgIxz0AQAAAADISFMVi6Ysp+URmqxBl4FajY/L+sC3dV724MHNsv7rd/6raK3ztgk59poNp2V9czuerRlCCPc/dIusX/kn8YzL7lGdfxmqZc5tdvmYisvONNmz/rfpOZeat/3TwuaMmsegskBTM0zrnnnGpq5ym0MIobEQ/3GLo/q7jfbrnnSqNyjrBzs6Y/XDT/5itLblBZ1VbKXm3trx4rk04jnKIYTk3Fybe2sz2Jee5ZxVz0nMHVd9oXRZ9IvuGeg54q5fDK2S9Xoh/t3rtt5H9Z3Tc+Bff/8uWV88PCzrV//pmWitWtBZ9Muuo59bfU7v86TUdW/qqe/BnxqmLxSlfjeo/lo09bp1vdmNT1VNTUdrq/aPybG7Tg3pa9+v9wuNiXlZL06/GL/21JQc6/ZZwTxTx74Xy6W/a/y6dRvY5TtHqHdgCEufr/xFHwAAAACAjHDQBwAAAAAgIxz0AQAAAADICAd9AAAAAAAywkEfAAAAAICMcNAHAAAAACAjHPQBAAAAAMiIDnh1TJ5g3TVZi4rL3mzqr16bXN3qwEuyvunlePZs+RWdqTu9arWsH2iMyvoVFw7Keu/CRLzosmEdl3edmJWsMiZT8ytTv7v9/AQ55WUnP6cERcu0LPPdqukZff3jXVkvt2+O1prTOs96//lNsn5q7RpZv+/8q2S9fnwkWivqWTnWrR2bPesyqw2VY+4ye1PXbXKuLkIIF3EfTaZ1XcX7s3ufuyzukNh/K/XODSGUu3dGa2Ov1n1hy2tflvX+hu5JR57R+41iZi5aS123lnvndvVvK9r90Vo1p3PC/f7UfLbbY5rx8tqN5Z2vlxLV20MIoTJrW3E9xeWOl6tNVv3EpP78ufjaCiGEclis/Sm9Fyn7+2S9cW5B1p26SnivuSz5vgFdN78tuLUl+pZ7X9cdc23328ycqjuL+vqlWNuJ56voRy7LVQEAAAAAwCuCgz4AAAAAABnhoA8AAAAAQEY46AMAAAAAkBEO+gAAAAAAZISDPgAAAAAAGZH5IcnRK7UYryIGLkI1r6NVXDRKSkxXNX5BX3tRxyu4qKDajhd1G0toIpBcNIRJhXFcHEoS99tt/NPyxcIte4zRT1Ji/Iga7+5TEUx0ir3PenxRmd82G+87l9/9ohx76uxeWf/o235O1meO6ZiurS/Ef1vrxHk5th4c1HUbb+aiL/XarBYSooJcJM0yxj3az3cRXxn1BRdrZCNGVd1FJrn72NPvtWJAx0GVZn0UIrJp0/1H5djuU+tk/eU36AiwXV8fl/XembOyrpTttqy7fZjjnltPxZslvu8dO6fMHlZFPtrIzoz6guvtPt40Zay+z71z+r1Y9MfjHUMI/jmpOTBrovmmzWe72NmO2Wure2Pua2n6pYsdDC660v22+ficsmcMt19I3U+knG1d5KGLkY0NW9IoAAAAAABwSeKgDwAAAABARjjoAwAAAACQEQ76AAAAAABkhIM+AAAAAAAZ4aAPAAAAAEBGOOgDAAAAAJARGWaockBD0PmWyRKzClNzSotC5F9245m5IYRQjU/oaydmf6rxLvvV3hfxu//2A8x4k20rMtZd/mXR16c/22Utu+ub/Pe6I7KYzX1za2klsfnELjtcrR+3rl1ubeL8rOZ0LnR17OSSP3vjPTrvur7brHs3P8X87prfXfaZa7ueZN8Vru8s/d+c7WdXy/zv2eq51+Y900zL+r6UJM+BhL7guJ5Vudxno1yMvxuqRfPeOXVa1rd8V88h0/F0NrN5b7m9Tup+wWfdi7rbazR0ve6mvbPdfE7ZH5cD7aUPvtQk9HY3PvW9UvTrrPp6IZ7XHkKwfamanolfu6PXlsqK/+F/YFe+GR7vK3bum55m99qur5i+INd2qc8J9l1g7nvK+SwE01PdOaIpj+xR/EUfAAAAAICMcNAHAAAAACAjHPQBAAAAAMgIB30AAAAAADLCQR8AAAAAgIxw0AcAAAAAICMc9AEAAAAAyEhRm5xfAAAAAACwcvAXfQAAAAAAMsJBHwAAAACAjHDQBwAAAAAgIxz0AQAAAADICAd9AAAAAAAywkEfAAAAAICM/D/TmgDa+ISUAwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QGn0AAAAAABJCow8AAAAAQEJo9AEAAAAASIgM5XMZlWVH55iqHMhyeEgOnV+v81W7t5yV9XxgQdb3v2Jc1scfWB2t9Z7W2bJZx+RbHjwmy4XLrm23xMmr5YrWxkZl/chb9PhPbPimrE92m9Haw5MTcuzosyb31uRjFiYXNxd5wyGEULTi871yniteYrJj8/4+WbfZxuY5ZUcmZX3sdDwjdXjPiBy77+lrZP3Rq3W974y+9qEX4+vO0CG9pnz7dTobduyXdN72q/sOy/riC/H3PoRgc3lXVOHmjMkpV7m9VbLjU7OCvzVr62eY1/S5d606KOv3n9bvZnsgPn9lXnUIodvW2cmWyGUOIYQgsrzLeb1Pyuo6tzkfGZb1uddfKevv+uAPZP3mviPR2v6Ovq/7v6nPvfXQU7LenZ+X9ap7rcuGee9dHyFzx1VOfTiPfVmFd+cnF7Ds85eF/uap3/1S3eS9N/U3N2vExxenz+ixfXof1hoy+6xc39eRZ81za8fnjJsTlnmm5dxcxcPHry8391X1IAp/0QcAAAAAICE0+gAAAAAAJIRGHwAAAACAhNDoAwAAAACQEBp9AAAAAAASQqMPAAAAAEBCaPQBAAAAAEiIDEl1mdQu51F68bg+9n/S2bJ3ju+W9bc3n5T19g6dD/uJ294WrT15eKMcO/ZtnYW4blpnUpfT07JeRW1sVNaPfmCbrP/Xv/dZWe/L9Jz5wdxV0Vrrf6+TY7Nzh2S9u7gk6y6jvVjS47OeeO5oPjQox3bPxvPXLzsV8oerrkllV2ekhrbJTm63oqWayQte3dX10d06F7fnpJ5D5fHJeNHct/FO/L0MIYSH7t4u6xN1nbvbHTLPrUesxy7HvtDHrpxlX/X4qM5lcffqd6czo+sbes7K+ptX6/3G798Wz2wfOnyFHFvfHc+KDyGE0NF7oWygX9aLtSPxQw/3yrHtIb1POvxW/W7+3h3/U9bfMaD3gUUZ/2b/7sGfk2O3fumUPva8Wesdt27gZVGK+Z/VG3qwyLEPIYRgMtezmt4zlh2znxB7zryhj501m7o+YLLsJ9bIeuP5o/Fibn73oF5zzrwpvk8KIQT3xRyY1N/c4txMvFiaZ2LIvQ9VKRkAAAwdSURBVEjwe1C311LXZ/eny8Rf9AEAAAAASAiNPgAAAAAACaHRBwAAAAAgITT6AAAAAAAkhEYfAAAAAICE0OgDAAAAAJAQnSNglCaaIm/EI22O/sL1cuxtax+S9VuGnpP1bT06OmWspmNl/u72e6O1H23Rt+0X8n8k6+u+Y/59pUJsS23dWll/4eM6Rut3PvI5WR/J9X19dHGLrH/pc7dGaxP3HZRju8dPyHrlWI2GiWoRitm5SufGSzIXh2PY+L26iU4pzBwSa165pCNlalMiEiaEUDuj3/ti8rSuLyzEiyZaMp/V1z7d1nE6YzW9LoyO62jAYl089jOf1tFnhb70lY/bMfFnOE8VYgqzYzpKbWhvPGIuhBCevUlH5rq43n9zS3y/8Oktb5JjZ763Q9YL81lqrdLzu7El/m1689Zn5dg7xx6W9Rsa+r0ezXUE2JRZb3/zyDuitfZv6Tje2vPPyDrv7c9IxfhRtf7a731pzm2+iysVdxZCCFmf7kGKrRtk3f20dlN/t+SyYmKKW+OrZH31Gr3X6Rb64rPusKzLsS5i2fSt9pmb/YQ7vj63ieZzUb8R/EUfAAAAAICE0OgDAAAAAJAQGn0AAAAAABJCow8AAAAAQEJo9AEAAAAASAiNPgAAAAAACaHRBwAAAAAgITJo0eURunzhYmkpWtv0F4fk2PvecJ2s3/26B2Xd6Qn6t/Xm8X8DeU1vW469c+ePZf2Rra+W9cbxk7KeDcQzrQ/88lVy7B989JOyvram8+CfWRqX9X//uZ+X9a1//Hy01p2akmOr5FO+HEoxn927cFlxubmlyKI3zzivV7zPbk0zdSnXv7tcWNT1mVlZLxYW9PnFfQ3ukfTXZX1T/7SsNzOdSd1b1/XOaDyXtz44IMdmpV6zylZL1t18rZS3XeFduOzI+Wue0bx+N8YfmJf1z7xCZ93vvPmorN88sC9au+26vXJs0FudcLyr538z1/N7bR6fv2M1neXdm+l1oV32yfqhjn4u7330Y7K++XfjtdoTz8ixZdu891Xxbp8fdx9yk3su1t98cFCPFXu2l/4Dk5luuP1Klovju73OlN4PdNbpLPuBRw/KenH2XLxY1+990aPnfk397hDCqcNjsr7mtH5uar/tvveZ2UOW7Qrf+xD8nBLvQ1Yz37nSrDkR/EUfAAAAAICE0OgDAAAAAJAQGn0AAAAAABJCow8AAAAAQEJo9AEAAAAASAiNPgAAAAAACaHRBwAAAAAgIZVCqYuWzpNXXNbhmr+IZ8WHEMK/Xvt+Wf+P278g6y57diiL58P2BJ37+aurvyfrb7/tJlkfXf9KWT/+9vh9/7Nb/0CO3VDTecL3zepQ3//2v94l69v+8HlZL6amorWy25Vjsx6d7Vnq4TYj3edvNuJjO/pdyPv1fMZPFPohFrM6Mz0f0JnToa7nQMh1TqnKbw0un/WMzqK3ee8Vcpkz87sWNuj5ubkRf29DCOFMEX83QgjhxIkRWW92xHN364LLWM/Mv2dXzFKWedpkab88zH0sF3Ree+2JeM59CCFc8z+ukPV/eeojsv6+t/0wWvuHYw/IsXnQv21bj/5m18z8H857xbn1u3Gyq9fbT029Wta/+OnbZX3inr2y3p08HS+ab8WK490+P2Z+2ucoxhfz+t3Ie+NzP4QQyo7OTC9N1n0VxcKirGcnTsl6z6kz+vhmr6R+W17Xe+25jfp7P1A3vWFdf3MX1+nn1jwQ3+dV/et1t63nROX9Qh7fg7r5qMbKYcsaBQAAAAAALko0+gAAAAAAJIRGHwAAAACAhNDoAwAAAACQEBp9AAAAAAASQqMPAAAAAEBCaPQBAAAAAEiIDn62+cM6KzFrxLMWC5MpPfzlH8v6kc27ZP3fvu8OWf/w+odk/XV9R6O1PpMLOl3o2/run4tn7oYQwl9ec4Os37XjyWjtsYUr5dh9i2tl/Xt/+FpZ3/aXOo+4e1pne8rMVJeH7fK0a8vLmDzf8VlNvQ86d9RmpKfE5QtXyB13c8DdZ/uMe3U+bKiLd3txSQ4t3W+rmtkr7mvW3y+Hzm7U9+WpuY2yvnt+g6w3H9e5uPVDh6K1rssDNnPCupB52C5j+nKykuvC7Kw+9eN7ZH3HgaasP/qN+H7kqzfeJMfOXafXjbyhf9uqoQVZ763Hs5lPnx2UY5v36/qGr76o60f0PqvrcqMBxfQoRcv0KLlefzP1va8oc/vdBf1eV/1qqb1QtkH3CSffoNekX9+o+7f7e6+W9f0TO2S9+bjYp5n7Viwsyrp95u5b49Y08dizHn3u5e4R+Ys+AAAAAAAJodEHAAAAACAhNPoAAAAAACSERh8AAAAAgITQ6AMAAAAAkBAafQAAAAAAEkKjDwAAAABAQnRon8mYdBmWUlnIctHSWYWbP/usrJ99ZKus/6u36pzG9kQ827Z3QGdztl7U2bMjz+r7Omwi17/1nddHa7mJcFz7gylZXze5T9aLM9P6BE4usjtNxrmdj5VzyPV8VjnoZUfPiUrvCn7K5GkXSzqTOphc3by/T9az+XhGq5ofIYQQ2maOmDWxkkIfe/VTOnv2gXtulPWOXvLClgfnZL2cmdEHUNy75e6ry7J3xy/0twrnyb0/Vca6zGqTjdw13736t+O50Zv+Wn/XskZd1l0us/1uivqIWZNcDnmHuY+VtoJ9Rmmmb94Qee3nIRP7idK8W1ldrwsuzz3r7ZX1ctP6aO3o7WNy7B2vflTWx3pmZf1sq1/WM7cVEuu5va9mvSwWzR7SsPe9FW/wyk6171gM3QcAAAAAAAmh0QcAAAAAICE0+gAAAAAAJIRGHwAAAACAhNDoAwAAAACQEBp9AAAAAAASQqMPAAAAAEBCemTV5ZK7jEqRaV0bHdWnntW5y65e+/6Tsr79RwOyrrJrXe6tu7bS3NfM5cWLXNF8uLnssSGEEFwOubm2LJhMXzXe3BeVPxlCCFmPyR1189U9l1Jcu7mv9pleSnLzjF22cpW8bKficygWFpc/3py7bOv5W5m4r8X8vBxa+9EeWd8yvWXZ5w4hhGzqnKx3xZrp3ssVz7F3YcuVjr2C7wJ+yt3nqs9Y5Tq75XBe5z67ay9dtrJal8w3kfmJqlxuudprhxD0+u7mvpu/bnxh3g/z20Lb/LYKSnNs16dkS/H9yOgevSZ95ckbZP2+nutkvX5YZ81vfXRW1rtHj0drmXmmRcustxX3E2XLzBm5T9Rj3bsUw1/0AQAAAABICI0+AAAAAAAJodEHAAAAACAhNPoAAAAAACSERh8AAAAAgITQ6AMAAAAAkBAZr1d2TAyBi7KqxWMOipkZPbbRkHUXLeEULkauG49YcOfOhwb1oc/p6AgfvxePYCjOmvvap2Mt1O8+r7qL73PjFRfhZeJE7LldzIv4bZlJvbDv0qWkapyZij+pHIejr6108Y82glHMgbq5tqqxhCuodO/GvoO6nuv3vjDHt+e/kKpGOOHSV2UOrHSy6kpHBwIV2HhU925VUfGba6P/TF398qxX78VLEwPnvpku5jsTxx9Y0P3RtU/qZ9rZtFrW86UFWc8OHpX1QsypUt714PdZbs44NrLU1NXQZe6T+Is+AAAAAAAJodEHAAAAACAhNPoAAAAAACSERh8AAAAAgITQ6AMAAAAAkBAafQAAAAAAEkKjDwAAAABAQnpUMesxueQuc1pk/uUuQ9Jk1TtZj/xpNh9TZ3+a/Mo5nRHp5P19si6v3WSWuvvSnZ2V9by/X9aLRZ2/qX5buaTHunxLNz4z1+5yS7M8Pt9dVmxWq5jNeSm5mHPHXYaqu3Yxvlxa4bzqFbyvbr0tq943JxP/5mzObdd6lz1rc8gv4HzFxaHKHHDvzsXsYl7LnZSv/VJi+gS3N5L73aqZ5+Y+u2+H65HU+HJhUY61eevqmxn8nrRciPcp5fGWPrfbzx47IctFxd+m5kzZ1tdu9wvmvlV9LnK8WZPctcfwF30AAAAAABJCow8AAAAAQEJo9AEAAAAASAiNPgAAAAAACaHRBwAAAAAgITT6AAAAAAAkhEYfAAAAAICEZOXFnCUKAAAAAAD+VviLPgAAAAAACaHRBwAAAAAgITT6AAAAAAAkhEYfAAAAAICE0OgDAAAAAJAQGn0AAAAAABLyfwHM/HmsElYhqgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Entrainer l'auto-encodeur standard ou débruiteur\n",
    "\n",
    "num_epochs = 20\n",
    "do = nn.Dropout()  # commenter pour l'AE standard\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)# commenter cette ligne et la suivante pour l'AE standard\n",
    "        img_bad = (img * noise).to(device)  \n",
    "        # ===================passe avant=====================\n",
    "        output = model(img_bad)  #  <img> (pour l'AE std) , <img_bad> (pour l'AE débruiteur)\n",
    "        loss = criterion(output, img_bad.data)\n",
    "        # ===================passe arrière====================\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "    # ===================log========================\n",
    "    print(f'epoch [{epoch + 1}/{num_epochs}], loss:{loss.item():.4f}')\n",
    "    display_images(img_bad, output)  # indiquer (None, output) pour l'AE std, (img_bad, output) pour l'AE débruiteur"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2sVne+tqX+7r9+J7O3d16pPOGz59OB8S6c5f7JnS6q6+t6Ol6fajDa4uF6DuXvWnyWK8Uc68uQzWGl+/H3OWOm26uBqZ5bTLXxRApt3Ru88kn9bmLF89l/cXrT3R9nK7/8jdf0ec+1mHGw0e6X9xzKRb6wV7cSQ+atYnDdlwG+9r83G3rYry7c7vxepXkLmrefHNVP3d07HJk7tMw1Q+i81i/e9lcLyiq2+lv9vEn9aRz9qIsR7arO3bwzaGsH7yRDmfu/tY3ZdtmNpP13s0bsp519bzSP9PzQu80/YKUjQmbH+pnng30+jaW+sXvnuuXVy0T3Zzi1r9XirmVzDwGuZ4wx17r4Sfn7oiIzOSaD471GBselslafqrfrfogvc6PiLj41DVZP/qkvrlc9Pvwsb6vcrTZ+Hzu4EjW/+xTvyfrP/f4p5I1tUaLiDj4uv5YZJW+97Pne7LeP9J904gx6falTdcskBP4iz4AAAAAAC3CRh8AAAAAgBZhow8AAAAAQIuw0QcAAAAAoEXY6AMAAAAA0CJs9AEAAAAAaBGZv9A50blGLvYoF4k068zlYpg4JxPJkV0uheB/6++kczW+81jHWtzeO5X179y/LutbX9dxPLmI0Lu4beLznjYZSCv9209uYuJmN3X0xOIg3b5+QceN7E90fW3GzPHhRNZzM2bqQfof2Ni3FnFxODZqULSvdFKUfa9dtIqL6arN+Zciz2f+lL644sWprL/y1ENZX9Q6K+iXv5WO0Nv+TX1ju2+ZCK+HF7Jej3XHX9zW9UpEE7pn6lK2HBu/ZyKYVFSWi5yz79IVUm/p8Z+XJnaoSLdf7upzT97R9XXHnHtsXvwdnXt0+APpKKzjT+sBduvlx7L+8HBH1rtT0+/L9CCrf/CubLva1XPOxQ39cpRj3e9u/PeP0zXzuY+60gvU7kN37fq5qZisCH19bv1qI2qvkDydMBcREeXk8ot19ww6JqbQ1fsn+vjdmR4j+Spdn909kG3PntWD4PSu7rdmYr7p76fX6p0L3S9bH+r7Pvk+3f7Olt4jTQqda7i9nV7IDd7VC4LBA70Oi7Xu1+FEP5fFNTPviKVUrbdPftJL4C/6AAAAAAC0CBt9AAAAAABahI0+AAAAAAAtwkYfAAAAAIAWYaMPAAAAAECLsNEHAAAAAKBF2OgDAAAAANAiOhDQ/AzgMlDXIuPSZRc3XZOt2eg8wdW2bl5u6wtQHWNiFuO737gl68VMd+zstu7YxaeXydrdWx/Kto8v0nm/ERHnM51BeXxXZ9GP7unOOftUOnD+uWs6tLRsdL9NF/ras47JxR3oejG9/O9iLq/1KsnMC1Aszb2KcrFh7nhm8ofLka47Kud0dSM9tiMi4kKHpL5zsi/rp2/vyfrN30zXdr96KNtm8/ScEhGxelpf29nzA1mfPn358a9y6iO+h2hZNxzdp8ZkNStrl4fdnmnBznGNnp51X5lntNrR5z7t6wdRDfV37eQlPQirH0hnM//11/+LbNs1k9ovrD8r68uBfvfOXhwma9On9X2VP6gzp7vdmawvv60XYsNH+rmN76W/yb0TM95MJvX0WT2oskof3+XDZ2KNmpm21ejy2fIfN42ZA11mu2rfMZHobu52+5DOTD+HzoV+d9W3abmj89ZnX9A394lrR7J+utTzwvm3byZru9/RC7F1Yd6Nhe74m/0zWV+YB3dylF7IHYz0tWUrs07LdPu1fmz2W6XWkNVYN87d2jrV7lKtAAAAAADAxxIbfQAAAAAAWoSNPgAAAAAALcJGHwAAAACAFmGjDwAAAABAi7DRBwAAAACgRdjoAwAAAADQIjLhsunpTL91YTImz9O/I6zNsYuFyZq/o9t3z0w251C3X83TOY5rkY8aERFjndNY9fS9ffIT92X9swffTdYmxUK2fe6OztP+h9/8k7J+ekMHjy73dN8Mr6Vzd2+PTmXbo+WWrJ/NdW5o/qEO1q3H+t5UtGduojnrrfbk4taDzfKFVS6uiZS2XCZ6Z67ryz0zL+yLCzSZvNeun8v62e8eyPqd39adM37jcbp4qjN5j3/8JVk/elU/8+VT+gXI+vrae++mQ9Y7MzPfunfPfGtWO7r94LHJ1d3g53KbyXuFlDvmm3xq8o3rdN1lcVf602D7+fQF/RDnn9Lf1T/38u8na395933Z9t9f6It/+HBX1scT3a/TZ9O1wSvHsu2P3Hgg6994ckPWS/Nuupzy0cNlsrbc1Vnb53f0oHHfqWpLT+iZCkmPiK6ICm/0UsSuJ64St4+QYfMRse6k25u4dfunTPdt6Sz0tWfmmz+7nV6TPvopPQB/5lNf0gc3fuFXf0zWn/56epB1T/R8N7+VzrGPiKiu6Xs7q4ay/itPXpX1WKYndDenRG4GRWP2AYX5jpkxodYLeWmOfcltBH/RBwAAAACgRdjoAwAAAADQImz0AQAAAABoETb6AAAAAAC0CBt9AAAAAABahI0+AAAAAAAtwkYfAAAAAIAW0UGjLrPP1FV2eLEwOfd9k19pckZddme2NNnMIhN4vdKhvNlc/35y667Iu46IL1x/U9Z/dvcrydrblX6k317dlPXXruvc3F9/sC3roeMxY2eUDjJ/NJ/Itt1cZ3FfnKczSyMicpd7e6yfq8q/VFmvEe3Ky3bqdCR6ROicUfOIotaP2PZzvtJ1N6dlVfoCi6k++dFsX9b33tPnXucmy/659PGXuzrv+uHn9Y3/6A+/Ieuvj+/J+r9887OyvuynB013KpvaPOy1y71NR3VHhM9qLkTksMvUvWwu7seRe7fcu5uJ6d3lirt5oxzpji739YN67fn7sv4zB/89WfvqSl/cv3rwk7LefahD113flLvpjv30gV6L9M3Bj+7vyPqd39H9uvNbH8h69NIvX77Ua5Gpyfq2Gezm3XRrzFIsZwozJtq0XlDfzAg/v5eTdHs3vzZ6ORydma4PjvSac7WrT3D6QnrReOPGqWz7hfHXZf1Xz1+T9c5c9/voW09kXZl9v373sp6eN/7jN16V9fVK76EGD9L93rvQ517d0PPC/Lqeb1fjDd9d0dyNx8rsr1L4iz4AAAAAAC3CRh8AAAAAgBZhow8AAAAAQIuw0QcAAAAAoEXY6AMAAAAA0CJs9AEAAAAAaBE2+gAAAAAAtIgMgSxc1rwKBIyIup/OGW1M1mAnHbceERGFyYgsJybX3OSeF7m4dpPdObh9IevXh7p+b7kr63vFVrJ2c61DSX+t1FneX/vwtqxnC5M1v61DrV/bf5isfetEZ32//Y6uR+3Gq2k+0GOiGaYffFbqcxez9vymtja34jKtVTnXsbURJqvbZSM3OiI1cjOG+kfp8a9ywD9qq4+99aHOf724qd+96e10Fv3ZZ/WE+tOv/bas/4MbX5P1v/f4FVmf3RvLek9k2bvxttwzgdemnOspKzozM6DF9bncWzdmrpKs0f3UFPpB5GIOdVnxi2v6o9w71YOoHOkT/JG9d/T5RXjylxfPy7Zf+Z2XZH33u7IcM/3Jjq2b6fXGoND3/dVDffDxW3rC3f76Y1mvPrgn60r93Gdkfbm34Xg0Wffuz2T943T7Skd5t4pby5ttRHTEctl97ztmvdCb6jGw2tbf3O6FnsBnz6Zrf+nZ35Vtv7+nL/7nT+/IultvzF5K7wWKlZ5Pi5XZP91Pr0UiIuqxPv7wke733km6Nt/TbV3djal6YNb6ZrwvD0TfLfSxczOek+0u1wwAAAAAAHwcsdEHAAAAAKBF2OgDAAAAANAibPQBAAAAAGgRNvoAAAAAALQIG30AAAAAAFpExus1XRM3JlvreL61iK/76Ng6ZmC9pdt3pyZ+z0QyjUeLZO1kqvMXFg91dsp7PZ3nNK/08f/i8seTtbPVQLb99gMdUWeSqCL2dL7DtX0d7/f145vuDEk22q+nIztcjFZtIh+LC/G7mOu4zZL/Pl7MvWamruJLXJSae4aNHv5WZo4/OErfXCEi4iIixvf0wVc7ekJdbetBdPHp9Jz13M0j2fZn978o6//89K6s/+Kv/TFZ331TX3smXt25S9U0UT2ZiYktXIyWoSLyivQjiQj/Db1K3HohN8+hEt90F6+novncsSMitrbNgzK+tnw6Wfs3935Yth0+0JPe1qGO8Frt6g/XbJbOFH3nTMftPnlnT9ZHZq5fPTWR9c74dVnPVukHv9zS990/1hdX6kuzcbtuzNXqW+QiP2209dWx2tE32zs1MYhqjnRRvm4tYtZ8Lj5vvq8n8MHN82TtM8N3ZNtxrhczn91/W9a/8/lrsv5okn63x++6eHJZjp1v63o5MR1vnqtIM43pM7rx4FAfu3vhFvNuAazLpZg3ap1KKNdJCn/RBwAAAACgRdjoAwAAAADQImz0AQAAAABoETb6AAAAAAC0CBt9AAAAAABahI0+AAAAAAAtwkYfAAAAAIAW0WmILuvT5A+rzL/a5Np2p/o3iG46njIiIqqhrkeuz98p0he/fUNnxfc6OnuzMf36/vGurL/zrWeSteEj/UyuHeogxpO7ut9vfu6+rN/Y0g/mvbN0dufjJybY1vRbcWqGs4nu3ChP2+VbticW12aoOh3x+lRbum051nWXt+1yy3tmXumfpAfh5D2dxd394Imsd57XubfHn9ST2miSPv8z42PZ9m+9/6dl/Utfuivrz/6KnvOGbx/J+vSVg2Tt7AX94uZ7S1lvKj2nVSa8dvhQluW8kulucV/gK2Vt/mywvKY7o3uaPkAxN5nlff1xqLf0BH1nor/px6WemL56didZe/utp2Tbm/f0tWW1vrfxB7r99OX0IHt4tC3bdq/PZX11OpL1+5/TWeBbj/S7V4hXuyh1vxQrWY7uuR5Tuci7joiozBp2vcE33137VVIsTD+bb7Zay3cvdFuXO16szKLSlc2ct3iQfj+6n9HzYbnW9T8+fkPWi5f1xf/r/EeStSd76XV6RMTOt/WNbz3S1773lh7gs5t6Xjh7Nn3+vJRNozFZ9Y1eTth3czW5/Lzh5qR6YAZkAn/RBwAAAACgRdjoAwAAAADQImz0AQAAAABoETb6AAAAAAC0CBt9AAAAAABahI0+AAAAAAAtwkYfAAAAAIAWkSm+Wb1Z+LfMtnVxgCb/MjdZhpnJSrz+9Imsf/6p7yRrN0zY9pdOnpP1Nx7ekvX6LR0Wfus30xmVg//wZdm2c/O6rE+fflHWy0b/NnR7eCrreZZ+8E9O9H3nJ/rc5bYeVC6vNXO5ucP08V1WrB3vV4h799y91ipa2fz02Jnp+mpX1zMzBoqlvniVy7vOzRho9LFXk66s9/SrFfOv7yRrX3wzXYuI6B/pa3/pv+nA4uyLX5H19UDnaZc/lJ6X6rH+GOxN9KA4MVnfLrt2pbtOZjnLsR5+PLbJ8EGh/4F4DK4fVd76R+31M753qCeOD8/0t2kx7yVr29+Sy6zYeVOvJ1b7+ubPnzaTZqMmLd0v5VJfe9zRH4Od62eyfmzezdEXt5I1l6HemEsffqjn48V1k/++0vW1mM6bwqxVzLGvkrV5DqttXVdzZKlfy+jqV0t+zyMiiqX+B2I5GxERgw/Tc97fefPPy7Y//eyXZL1c6/n0qNLv1riffnencz3+tt/VH67RW8eyvu7qa8/30/NphM6yX+3oh9LXWz/7TBvzGWv0pUch+taNR7dWSeEv+gAAAAAAtAgbfQAAAAAAWoSNPgAAAAAALcJGHwAAAACAFmGjDwAAAABAi7DRBwAAAACgRdjoAwAAAADQIjLhsum6XHKTIyp+RuhM9W8MWToqPiIiipW+tguTp/3qzpGsf27yVrI2yeey7RePdBb94nAo60//Dx2mOP7aw2StanTHzV+9I+uu3x+brPtfOnpN1q/vpYNNm1qPp3pP94sbU+WOvrnsTAdkqnzNessEYDbtycV1WZ+1yRFV/ehyxUsdDRthrq2nY53tvZWj9HNc7Yrg5IiY/1H97p0/o8efibyW9z55RzcdPdTvRvHV9Hz40Qkmsrx++VlZP/mkeHe3F/rUIg84IuKoNNdmcnG7OhJYjufc5Lur7PirpjPTN1ON9TdbfXsyM39W+pNqled60qpn+gT5Mn19O9/Vk1o11uc+v6ODyBcHshz5uEzWGkA4PkoAABIySURBVLeGW+mX4/YzT2T9J259S9b/S+eurH9wt5+s3fyivvbBE93vJy/pfu/MZDlmt/V47p6mr6/WU1I0+lNypdQD3U8dkw1eiDm00q+GXc/mpt65SL87ERE739ZjbJ1vJWuP3rgh2/6L1edk/froQtbfO9qT9eXD9LVd+4ZsGqO3T2U9O9PXtr62o9uv9ZhRa0y3L+1emPE414vAxb7eZ3TM8dUask5PdxHh16cp/EUfAAAAAIAWYaMPAAAAAECLsNEHAAAAAKBF2OgDAAAAANAibPQBAAAAAGgRNvoAAAAAALQIG30AAAAAAFpEplD2zkwu+cjkEV6IvECTrdk9M7m5Wyb/NdeBgztdnc38ev9BsvZL56/Ltven27K+/aYO/xx/50jW1+fTZK3z4vOy7WKgc3FXO/q5VB/qPOFipsfM4Xvp9pnJsy5M5mk11s/cZTHXQxNSqW5Nd5sdz1eJy/hVubcRIbPD3bFVZnlE2Oew3Nf1xmT6dqfpE5w9q9/rcqzP7d69YqWvrSfGmImSj/rIvBufflnWGzOvPHllIOuLW+m84v299HwXEfHwRN9cfqoHlcumrU1Gu85/123XLfqpvdoy43duvtmddPtG1CL8/Frf0A8in+rxO3isH1TvPF3LdNR2rDvm22DKi1v6BHeupTOv771/oE/d1f12d/exrDuFWad1xRp0cKTvO6/0mNk61Oeu+mZM9XR9uZ8+v8t3b/ruQ3d12PferPvUmqCj49qjWOp+bPQnO4ojfYJ6fyTr/dP0GOue6hs/eW9X1o+7ep8Rte73vTfS79bBl4/1ob/xlqznr31Ctx/rwPjHnzZrqe10v7rxVpnved3Vc717d5cH+vx5eqkT9VCPV7eHSZ7zUq0AAAAAAMDHEht9AAAAAABahI0+AAAAAAAtwkYfAAAAAIAWYaMPAAAAAECLsNEHAAAAAKBF2OgDAAAAANAiMqywnJhc8tLkjIpcXZd12NXRyZGXm+UNvn+hMyrfr9IZlacmWPnJkQ7M3j8x1/7oSNab07NkrXr9edl2uaN/2+k/cRmQOvvTZQZ3RSzppjnj69z0a2XuzeSUq8zr3LwLf5h+Uqt1ZHrkYoy43PGmZ85t8oddbnlmsmdXO6Kty2MfmGxkU85Xur7aFjnkOko+pi/rcNjhuzovODPXvrhucsxH6UFxcqLPnT/QA64308+0M5NlS+XiuvnQjeerxI1/NweqTGubtd3RA1DlsUf4+btY6vP3j9M3n9X62oqZHiRnL+mXd3BtLuvHF+n1SufIBImbz9p3bx/I+rAQL0dEvHtft986S19AbXLui4Xu97zS9dLkYbsx2Z2m21cmL9utj68SNwd2FrpeiendzTnu2MVSP4fq+kQf/8P0WjwiojtOv7vF0gwgsxYJsb+KiMhKPeeNH6S/+dmDD/W5G71eqLb1N/m9P6H3UOuXxEYhInKx4GjMWqUc636dvK8H1dlzul87ejqO5Z4orvW1VeaZp/wh2n4AAAAAANB+bPQBAAAAAGgRNvoAAAAAALQIG30AAAAAAFqEjT4AAAAAAC3CRh8AAAAAgBbR2Somoi7XCQuxVpE1Jjmi0gkJMrokIiIz0SmPL0wEwzrdNX2TF7K/p6Mh5jd0tET9wlOy3hmmoyvyx/rc9Qt9WV8euJiizWKIVLxZNdLn7rjImUzHlZjkChmTFRFRiPi95b5+GeS7cMWoGKyIiP6xiawZpvui0cMzMvOMmomJ1zOJNvNtM6n1RPSKi2+cbxZNubih762ZpA9w+46O7DwY6oy5N7Zu6XOvzL0VJqr1MP3gXexlx8TndXUCUmTmkas4yAgdkefeFfcdvEp8dKWu90/SnVGOTVSaGSOun+2cZiJxh4fpQeLi9c6f01FU7t4GPT0pnp5uJWs9872uzXz8nonHe3CcjimOiBh+S9+7+pZUQz3g6r7OrlzsujhdXbdRryJO1Ub5mu/UVeLmzyo9PCNC90Vt4vVclJpa00VElBMdbVlc6PHb9NNj1K13ndGuznGrPtDv3lp8k+uX7si25z95V9Yffl7f2yuvviPrL08ey/rvPXk6WXv3RD+TuXm51rmJz9NbrCh1t8sY5cLFQS4ut2DgL/oAAAAAALQIG30AAAAAAFqEjT4AAAAAAC3CRh8AAAAAgBZhow8AAAAAQIuw0QcAAAAAoEXY6AMAAAAA0CIyPTYzGZWNjpiUXIKkyzzvXOgjjN/X7U/7+7L+z7Z/LFn7xORD2fbPPPtVWf+3n/1BWX/r5o6sT747TtZmt0yGucnuLJYm3zUzeca1eXAyQ9Lk1pqs42Ku29dDk0PeM323k34hinP9m5k79lXi8rCbzgYZwWbOWZs5x2V5r/dW+h/U+gB5N33z60K3zaY6v7V3rNsvD3TnbIlc3V6hH9qDcxP+KnLuIyK65t0dva/reZl+P8yUE03H/APXvqevrRrq9h0RZ2yz5dszLdh+VrniERG1yCV3ueKFjpS2a5nhI31t7vxZnW6/2tUfrukzepBUY33xq8rkQs/TdffNXOemXw71hLwa62tzr261lb4+90zqgZlzzKfAvffuW9WI61ubtUj39HJ52R9Htf50+D83iq7KK910qZfSds2Zl/riZtf1CYpV+uLduxf7eoBdHG7p9ndKWX7USb+7W3cmsu3ZDy1l/ZXn78v6T1z/hqy/Pb+uz79ID6rOqZ4YuhdmnzCQ5VjtmD3QSh9ffYvcnrp7oesp/EUfAAAAAIAWYaMPAAAAAECLsNEHAAAAAKBF2OgDAAAAANAibPQBAAAAAGgRNvoAAAAAALQIG30AAAAAAFpEBryuC5Oh6jKruypDUjd2GanVSGcVliPdvljo+rsne8nan7rxFdn2x7bekvW/8sO/J+u/8soNWX93dS1Z+69P7sq2g0Jna751lD52RMTxPRNMaqJBu0fiwZq2Lr+9Y/IxV9d0Lmk+02Oye5I+fqOjkqNYticXt3BR9CZ/OBPZty4XNz/Vdffb5WKoH9TkqXPdfpEOOh1O9KQye7gr64WOpo3+E31v9XQ7WXuw1u9tV992HBzqb8HogZ5XIrv8+F9t64/B/MBkgReubi7AfOfUu+8yed0zv0o6Jhfazd/lJD3G+sf62C7z3PVz5vLcTSb74iA9L5RmreL6xY3Pxbyn/0F9+Sx6u8Yz9cEDPd+W27rj1ZhaXDNzinmmmRkz7lvkxkx3KvrdrBca80ivFPeYct2RvdP0ASoTJe9Mn3Hzin5B6nSce0REdBbp47vxU1yY7/22+eae61D2cjc98Uyf08feGc9l/WypP3y/cfSyrP/+g1uyXr2X3uD1xXiJ8O9Wbr4VuVnLuG/N8iD94Lvm2utLzgv8RR8AAAAAgBZhow8AAAAAQIuw0QcAAAAAoEXY6AMAAAAA0CJs9AEAAAAAaBE2+gAAAAAAtAgbfQAAAAAAWkSnebpccx1LHmuTE6lUI924HOv23XOTR9jXxz99P507/e+2PyPbjm7rIMW/MD6U9R8dPpD18/79ZO3BSudl/+f3PiXrFxc6/zJbbfbbUCOiPQdPNstKXh7oAbku9DOvRzrQuOml791lorpM36tkbeYFlyO6mqRrucmUdjITLds91rm454WeWLJueoxNS33srSPdce7eR+/q8T04Sh+gWOq2/Qfnsr7umsBtky1bjXUA7PSZ9LxT900ubtfklJvvlJOZPG31nczNeGwT980uRCZ6hM6Td3nV7hm79vPr+tr6x/reljvp9sVKn9utZToX+tpWfZ2X3RNznus3lWMfEZGXul5ONnv5Vrsih9zMl67ulGMznkVGekTIb77L6nbv0lXi1trFyowh8X50p+bcJne8MHN7lY5r/6i+ZfYpk/S9NV3d1q1XO/f0pFYPzfEn6RekKfU6//RYd8xp6Pr7q2uyHrUeE8Pj9PV15vrQjfsmm9fa9Wuld9Wx9SB9gkpvv6I29RT+og8AAAAAQIuw0QcAAAAAoEXY6AMAAAAA0CJs9AEAAAAAaBE2+gAAAAAAtAgbfQAAAAAAWoSNPgAAAAAALSIT/9YmOrnp6YzUrBKBhC731mVA5qZuspW75/o3jnKdPv433roj2/7c9Cdl/RfHOvzzmdGxrP/2o2eStfOpDpsvpzpYtHOsQyAHpybzdEc/F5UrXelLt5mlLtN3PdPPPDPRtXI8G+tOi3JxTZZnNtP1ziJdW5subkwursuF7pss+85MZ1KrTODMZL92TL8UczOnmax6lSefm7G7uD2R9c5MBw4vbuhM36qv372lyMuu+yZ/3TzzxnzH3Jhzx1ffyUKM9YiIxmTuXiUu792uJ0Rf5Cbv2uWSr/VrbZ9DOb78u73a1scePtL1MO99/4m++GKVrq3Nn3pKkyMeJgvcZc3bMSGOnzfmxTXP1L33ucl3d9eujl+btUybuG/uas+s68RzcOOzMPNCbdacbl7JzBhU83927j48uu7mxKaj2y/30pOiWwvXA/0P6pHZG5p3q2PW6upP1LVZI9o1pOnXrnlu/luSrqn9UYQfz8njXq4ZAAAAAAD4OGKjDwAAAABAi7DRBwAAAACgRdjoAwAAAADQImz0AQAAAABoETb6AAAAAAC0CBt9AAAAAABaRCb+uaz6zpkOElU5o43JYcxN/mo9MkGPJt/S3ttc1XRQ4vTDA11vdP3NwXOy3jtJ31uvlk0jN/mtnZnJ3tw1+ZkiZzzCZNGbZ2KzPc253c9adU9nfxYq29OE8ro84avEZYPXOlJdclnzLjvWZRuHmzZMBmoh5hWVVx3h89wzk/W9PNBjaH7j8qHsLr81a8xDNVnzeaU7fi0ygzMzp22Szx7h55Uwr67Ktq0Huq3L8m6TaoNvj8pT/6iuz+3GkJuf3RiqttTJddtyW9cz824NDnXfLPYvP2f5+Vjf3OKaW2dd/gWozBqwO9XHdv1qvxU9s4Yt0+fPl2Z9O3ST0hViHrFaz0bod3tt1nSrHfPdMd+OjlvXiX1CxPfwbRHcveUmU70y3x61lnLvVudC90v3TE+Ybj5275b6HqwLM+DMe7823xLHraUqsZRyU5LrtxT+og8AAAAAQIuw0QcAAAAAoEXY6AMAAAAA0CJs9AEAAAAAaBE2+gAAAAAAtAgbfQAAAAAAWkRmIGS1iScx0RGq7OIZXFRavjKRHEMdVFDX+jeOjWIxTGSHi1QaPDF9I2IzGhfJISJfInx8ngvD6T/RF1DupJ+LixNxdffMXKTNOnd1de7N4h6vknzDuDOlGplzm+iSTcdQd2rai3srFnoMuCirasvMaaZfCxGX0/R0W8f2u4mkqYcufjJds9duXj0Vfxfh4yDdeJfRajZ2UNevktrFjdn4SRGZZN5bH4+nr81F/xUuDk19G8wYsOso8+k4/YSudy7SNRsFpcZ2RFRj12+6fWbGv4rZ6p67dZLpWNOvbo1pI8hEvJ9dq5jncpXYiFHzbquoazf3rzv6GbqIOhutaqKG12KH5eaF2nzv3VrJrcPU+O6a9aqN9jPzabbhHklFZ7ooVNcvds4yY64am/ZizrPx0ZfcRvAXfQAAAAAAWoSNPgAAAAAALcJGHwAAAACAFmGjDwAAAABAi7DRBwAAAACgRdjoAwAAAADQImz0AQAAAABoEZM4qLn8SxU4uC5MBuqWDpnsHW0Q1h1h8zFVZrXNvRV5wB/9A12uB/riVtvpvnF5vy6H0cU0ViP9XBqTW6rufd01mbxTPeA6Jkt5uWeCSw2Vv+nygMv9zc79cVK6rHvTF52L9HOuRvoZuuzZTXPJG5MHr+a8asvkLptMavfydWa6rrKXXXZsZrLibX6ry7JXWcix2bvlMqezxswrLt/dzGnq3uqhPrb9hl4heWmy7M38rtrX5pvadDbMTK82u3Y1b7jx25m5tZDpN5P3rpQTXXfzreOure67QPkN2ppy78ytF/QBuqfm5VXX3jM54+barxKbNe/y4sUc2p3qti7vvelv1t69P2o9ctlM9P/FjRH3XVMql3Nvdo5uH+K4LHs1JtbmW+DmpKanz+3mnWJu9mCq7zZcv6a0aJkBAAAAAADY6AMAAAAA0CJs9AEAAAAAaBE2+gAAAAAAtAgbfQAAAAAAWoSNPgAAAAAALcJGHwAAAACAFsnW6xYFdgIAAAAA8Iccf9EHAAAAAKBF2OgDAAAAANAibPQBAAAAAGgRNvoAAAAAALQIG30AAAAAAFqEjT4AAAAAAC3yPwEa8aL8TwNhLQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualiser quelques noyaux de l'encodeur\n",
    "\n",
    "display_images(None, model.encoder[0].weight, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Comparons les capacités de l'auto-encodeur par rapport à OpenCV\n",
    "# NE L'EXÉCUTER QU'APRÈS AVOIR ENTRAINÉ UN AE DE DÉBRUITAGE !!!\n",
    "\n",
    "from cv2 import inpaint, INPAINT_NS, INPAINT_TELEA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Avec les méthodes Telea et Navier-Stokes\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": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare les resultas: [bruit], [img + bruit], [img], [AE, Telea, Navier-Stokes] \n",
    "\n",
    "with torch.no_grad():\n",
    "    display_images(noise[3:7], img_bad[3:7])\n",
    "    display_images(img[3:7], output[3:7])\n",
    "    display_images(TELEA, NS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}