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@cwkx
Last active October 17, 2020 19:27
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unet.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "unet.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/cwkx/aece978bc38ba35c2267d91b793a1456/unet.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6N22Uz-kLiZW"
},
"source": [
"**Main imports**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "MK1Jl7nkLnPA"
},
"source": [
"import math\n",
"import numpy as np\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"import torchvision\n",
"import matplotlib.pyplot as plt\n",
"\n",
"device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "run1dh_hM0oO"
},
"source": [
"**Import dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "bK383zeDM4Ac"
},
"source": [
"# helper function to make getting another batch of data easier\n",
"def cycle(iterable):\n",
" while True:\n",
" for x in iterable:\n",
" yield x\n",
"\n",
"class_names = ['airplane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
"\n",
"train_loader = torch.utils.data.DataLoader(\n",
" torchvision.datasets.CIFAR10('data', train=True, download=True, transform=torchvision.transforms.Compose([\n",
" torchvision.transforms.ToTensor()\n",
" ])),\n",
"shuffle=True, batch_size=16, drop_last=True)\n",
"\n",
"test_loader = torch.utils.data.DataLoader(\n",
" torchvision.datasets.CIFAR10('data', train=False, download=True, transform=torchvision.transforms.Compose([\n",
" torchvision.transforms.ToTensor()\n",
" ])),\n",
"shuffle=False, batch_size=16, drop_last=True)\n",
"\n",
"train_iterator = iter(cycle(train_loader))\n",
"test_iterator = iter(cycle(test_loader))\n",
"\n",
"print(f'> Size of training dataset {len(train_loader.dataset)}')\n",
"print(f'> Size of test dataset {len(test_loader.dataset)}')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "Qnjh12UbNFpV"
},
"source": [
"**Define a simple model**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "RGbLY6X-NH4O",
"outputId": "e0352b4b-4203-4ee2-83a1-d8dd43731d53",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"# define unet model\n",
"class UNet(nn.Module):\n",
" \n",
" def __init__(self, in_class=1, out_class=3):\n",
" super().__init__()\n",
" \n",
" self.dconv_down1 = self.conv_block(in_class, 64)\n",
" self.dconv_down2 = self.conv_block(64, 128)\n",
" self.dconv_down3 = self.conv_block(128, 256)\n",
" self.dconv_down4 = self.conv_block(256, 512)\n",
" \n",
" self.dconv_up3 = self.conv_block(256 + 512, 256)\n",
" self.dconv_up2 = self.conv_block(128 + 256, 128)\n",
" self.dconv_up1 = self.conv_block(128 + 64, 64)\n",
" \n",
" self.conv_last = nn.Conv2d(64, out_class, 1)\n",
" \n",
" def conv_block(self, in_channels, out_channels):\n",
" return nn.Sequential(\n",
" nn.Conv2d(in_channels, out_channels, 3, padding=1),\n",
" nn.BatchNorm2d(out_channels),\n",
" nn.ReLU(inplace=True)\n",
" )\n",
" \n",
" def forward(self, x):\n",
" conv1 = self.dconv_down1(x) # skip-connection 1\n",
" x = F.max_pool2d(conv1, 2)\n",
" conv2 = self.dconv_down2(x) # skip-connection 2\n",
" x = F.max_pool2d(conv2, 2)\n",
" conv3 = self.dconv_down3(x) # skip-connection 3\n",
" x = F.max_pool2d(conv3, 2)\n",
" \n",
" x = self.dconv_down4(x)\n",
" x = F.interpolate(x, scale_factor=2, mode='bilinear')\n",
" \n",
" x = torch.cat([x, conv3], dim=1)\n",
" x = self.dconv_up3(x)\n",
" x = F.interpolate(x, scale_factor=2, mode='bilinear')\n",
" x = torch.cat([x, conv2], dim=1)\n",
" x = self.dconv_up2(x)\n",
" x = F.interpolate(x, scale_factor=2, mode='bilinear')\n",
" x = torch.cat([x, conv1], dim=1)\n",
" x = self.dconv_up1(x)\n",
" out = self.conv_last(x)\n",
" \n",
" return out\n",
"\n",
"N = UNet().to(device)\n",
"\n",
"print(f'> Number of network parameters {len(torch.nn.utils.parameters_to_vector(N.parameters()))}')\n",
"\n",
"# initialise the optimiser\n",
"optimiser = torch.optim.Adam(N.parameters(), lr=0.001)\n",
"step = 0"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"> Number of network parameters 3875715\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "wlPEDo_GIOTR"
},
"source": [
"**We're going to go from grayscale to color. To create a training set, we'll write color to greyscale**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "AsnGVtmRIO09"
},
"source": [
"def grayscale(x):\n",
" rgb = (0.299 * x[:,0] + 0.587 * x[:,1] + 0.114 * x[:,2])\n",
" return rgb.unsqueeze(1)"
],
"execution_count": 9,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "N1UBl0PJjY-f"
},
"source": [
"**Main training loop**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kb5909Y8D_zx",
"outputId": "000c498d-b824-4c6b-b7a7-a90ad6f99d86",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"# training loop, feel free to also train on the test dataset if you like\n",
"while (step<7):\n",
" \n",
" # arrays for metrics\n",
" logs = {}\n",
" train_loss_arr = np.zeros(0)\n",
"\n",
" # iterate over some of the train dateset\n",
" for i in range(500):\n",
" x,t = next(train_iterator)\n",
" x,t = x.to(device), t.to(device)\n",
"\n",
" optimiser.zero_grad()\n",
" p = N(grayscale(x)) # color prediction from grayscale input\n",
" loss = ((p-x)**2).mean()\n",
" loss.backward()\n",
" optimiser.step()\n",
"\n",
" train_loss_arr = np.append(train_loss_arr, loss.item())\n",
"\n",
" print('loss: {:.3f}'.format(train_loss_arr.mean()))\n",
" plt.grid(False)\n",
" plt.imshow(torchvision.utils.make_grid(p).cpu().data.clamp(0,1).permute(0,2,1).contiguous().permute(2,1,0), cmap=plt.cm.binary)\n",
" plt.show()\n",
" plt.pause(0.0001)\n",
"\n",
" step += 1"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:3121: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
" \"See the documentation of nn.Upsample for details.\".format(mode))\n"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"loss: 0.012\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"loss: 0.008\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"loss: 0.007\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"loss: 0.007\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"loss: 0.007\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"loss: 0.007\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"loss: 0.007\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MTFqiEHzMOVw"
},
"source": [
"**Input grayscale images**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "nqv3w6b0nKbr",
"outputId": "6b0d1e23-7de7-4bca-c30e-d3257534b77d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 155
}
},
"source": [
"plt.grid(False)\n",
"plt.imshow(torchvision.utils.make_grid(grayscale(x)).cpu().data.permute(0,2,1).contiguous().permute(2,1,0), cmap=plt.cm.binary)\n"
],
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f2e941cffd0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"image/png": 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oC8qTuUa1ITNBlvmMGiBSBvV9TDBnzpuePzZtGC4aU6/2QhS4HljtJlOgE4mEoHGtVInaNDcaCoUEZWpFRK6akzmfz4Ui4feJonTqGRsXqRcvZi4mPej6Gb2Ewlyg+nUTyWiXUAsklRxwzoHzb63ww+EwEokERqORS9jJb1PBcEwTiQQSiYRLgBkYjEQikn3DwJpe7ER2a2tryOfzT40RUVQymcTy8rKg+Xa7LcY2HA6LR6W9EXOB6DEPBAIolUpIpVJIp9P46KOP0Gq10Ov1pH96TClf+Xxe5MnLIzo8PES73RbD3u12kUwm4TiOK+YyGo0Qj8fFg6BnGY/HkU6nsVgskEwmkc1msby8jHv37qHVaok3oDMytKzqjCvSQGaj3Pj9fgE99D7oMWhlQBBAhU2ZSqVSmM1m0ncq22AwKLQQcKb8Tk5OAJzTXF4KiqCHHodt26jX68KzA2fxJcpQu91Go9GQexBknZyc4ODgAOFwGMAZDcd+0wBpr4NetUa+5rjRCOl+U89QrvSzmE2jcP6v51BTol5c+LMajfDztheGwLVSo0W2bVtSwTKZjKAPupP5fF7cOSIBojpOApEELTgAF3ogl04BjUajwjNSmbF5uVJ6QfDHdJsAuDwMvqev4YUg+LdeyHrMvF4n0tOZAlys+XweyWQS4/FYFCbpDb/fj2w26/JQcrmcKGgantFoJIrJcRzJMWfgkOmIzP4olUoIBoOuPgJAOp1GOp0WlMrAVrPZRKvVEmNOZcVx5Wv0FjQKAiCINxaLYXV1Ff1+H2+//Ta63a6MKZEtPS3y08zA4DPwupRHeh0+n0/6dXR0JEqIXkMymXTFRcbjMRKJBAqFAjqdDhznjJMvFAr4kz/5E/R6PZF/yqGmTobDISzLwmAwkHuZCkej5Ol0ik6n8xRI4BjqWFIwGES/33e5/KQk+/2+jEUikZDMHT7DfD5HJpNBPB53IUjKeCAQQK1Wk+eLx+Oyl+Pg4AAHBwdotVpotVo4OjrCZDJxxbt4LSrf8XiMvb09iXul02nhnCmTTEHlGteeoYmmHeec+tPNa317NY6BBmGUH+odU1+YBkT/rz0Z/R3T+F7WXogC1yhxsVig0+mIKzKZTLC8vIxEIiGuGzNQKFC1Wk2yH7gpgTwwU9QikQj6/b7w5Jo6YdoggzqpVEo4PiIL4FyYTCUMeE/6YrEQ5BeJRJBMJl2KlxNKZEWEw1QyrfQ0hUGB1vQKG7l9ZozQ4FmWhWQyKdkDyWRSDCNRQjqdFqQ+GAxkYeoglm3bLhqCyo3jScWo09SYdqjjCbVaTTws0g/NZhNPnjzBZDIROmM0GgllQ2EmitauszaQmkpYW1tDoVAQmYhEIhgOhyiXyxiPx6KYe72eK8WSc6k3JTHgR0XRaDSEsuPrtm1LLnwymcS1a9cETVJ5WZaF4XCI4+NjQaE0kHxW4Bwd0htlSp/ptemME8odDbcGA5Qfep8ESSZ44Hhq9ApAuGotvyZC1Z9nn/V79HjS6TTq9TrK5TKOj49dcSiuTy3f7M9gMHAF5blmaDjj8bjw6IPBAK1WyyW/5jhp48f3SMmZylavWf15/Tr7TqqK8wq4A59edI/WKfq3l9d/UXthCJwuNy0/J2E0GiGZTKJYLEqmCpFyNBpFq9XCaDRCu91Gq9WC4ziCtnXgytwtSaVFyoWLMhAICDcJuDlD07U1EbnJnXHjR7lchs/nw7Vr1yQtj9fhRgLbtoUr1hOuF4ReuHox6ufSSk73h4qJRonPOplM0G63EYvFBP1xEWjaisG3eDyODz74wIWGmc1DmgmAIJN2uy2GSy/2er2OZDKJSCQiRm40GuHw8FCULRUNXWP+r4OzHCfuD+B7pIlms5lstmHWTCaTQa/XE6BA2SBfzgU9nU4lcEavTBuJ4XAo2TTkcyORyFPpj6PRSDYUMSZj2zZ2dnZcqJpeBedRzylT+3hN3UwloDeVmcjNVAbRaFQyO05PT2UDXK/XcykrypSpSExAYwZU9TxxTenYFo1eNBoFAJEpbezZ6CUw7TidTiOXywmYSyaTCIVCAIBWq4Vms4n9/X1UKhVMp1PkcjkkEgkxLDoYbo6nBmRm8+LGTYWrYxn6upovN/WRF1VieuPPai9EgRMZcfcdqYvpdCobeKgkYrGYoEuiQS48bsqga0SBobur81eZPsjrEGnTLazVaphMJi4EbnLbF02yHujZbIZ2uy1egkbhdGdbrZbsTDTzhU33S1t8KnGvPmhuj0p9PB7LwtSbbgKBgAQdiXyi0aiLxqDRTCQS4urqRUCERKRDBUZFrLdhA8DS0pLk8Pf7fTQaDdRqNdRqNVF2NMI6u4gKnEqPect0m/mjqZVisYjT01MMBgNMp1NXLEBv26e7zTElktVxBcoPg7c6zkDDwzFiXjtTDTudjsix3+9HrVaTa3C8NEhgH9iI1s25NoNdpgzqsdCcbSAQwGc+8xn87M/+rJQ6aDabqFQqeO+99yRt1vT0zL/52+yX1//aE4rH4xKr0GCD7+udn5SDeDwugfFSqYRsNiuxFHo33H18dHSE/f198fYY+NTAxEsxmkbveRQ61wFpRFK5RPJeqFuPI+fEbBcp9ovaC1Hg5C21MHCxjsdj2WBiuorT6RTdbvep+ht6AwDdYABCTfBvn8+HTCYj/WD6GYWHfBqbnlgvysScJC6SxWKBo6MjtNttpFIpV6YMn4+pZnpLtL6u6bppBe61ULQbqj9HioOKiwuD6IYok1khNKj0UizLwmQyQbfbFWVN1Ki3veu0Ki+kc/PmTRQKBYzHY5ycnKDVamF3dxe9Xk/GjME/nUVkbuigMuU8mVvHA4EAkskkAODo6Ajdbhc+nw/ZbBbj8Vh4Sr2T0uSX6/X6Uwpcp+MxT5t0EQDxYIDz/HJen7s+uZGJ16CCNbMiOC9E66bCYZ9MpWPSS3pnLsf2C1/4At58803Jn+/3+yiXy4jFYvjGN76Bo6MjDIdDT+8TgEvBauNpom+OJeeE9N3a2hosy0Kn03HNATN5qJTpQaZSKZRKJSwvL6NUKsnc0qBSJ7RaLXQ6HTF6lBNeU++aNVGyHvvLkLIeCxpilpEgrcP50fSJuVY1bWUawudB3bq9EAVOa0y3l2iOnN9wOES325WB5+YRx3EkM4DKwrIscev1oBBt68JHwWAQhUJBaqEMh0MJ7pBnN9PfqJg5IeaCN5U8XfTZbIZqtYpmsynpd8B5vjn7qwOdXuhb38NE4eyPXgT8XyNxKlwqZMuyUK1WZUzC4bDQWES6zPvu9XqCZs3gpuYm2Udu8CFfznbjxg0UCgWhFw4PD4ViIIe+urqKVColecHT6dQ19zRC4/EYx8fH6Pf7yOVyKBaLkrtOb2tlZQV7e3s4Pj7GfD5HLpdDPB4Xnl0H8vS4kwZjQJxInf8T+TMTh1upLcvC8vIyisWii9Lhd1OplCsfX3tX3FKvA/HM0qAS1Eqez6iVhOahSTsmk0lBtaFQCMvLy/jiF78osQ5m8GxsbGBtbQ3JZBJvv/029vb2XMCCHsNsNhMDe3p6KvPMzBXGdjiW3CTG4maRSATFYhFbW1vY29tDpVKRWATlMBaLicEGzururKysSNonUzQpfwyqLxYLrK6uIpfLSYomdw3TmLJfXsgXON91ys/pNafpTXo/tm2j3W5jOBwil8s9VTfGVMYXKXW9nrUx9EL/ZnshCpzBQxbO4YNTKH0+H0ajEarVquThMlWLNIe57V1vtIjH45KdQfRBFByJRESJLhYLUQ7kyvTmE8DthmqPwIsb5OAT2VNB5PN5xONxDIdDPHr0SIpvaW7XpEu8XDqT++RzU7HqIBiVs74uERkDn9xU4ziOKGimYcZiMSnYpO9L1GR6DBwD0g86OAicVXRkKuHq6iq+9KUv4fr162Jg0uk0rl27hqWlJXkmygSfg4toNBqhUChgMpkgkUiIO63RUy6Xw9ramsw156RcLmN/fx/7+/sYj8eo1+vY39+X5+v3+zg+PnYtXgZe9/b2MJvNZCMQM25IRe3t7aFcLuPmzZu4f/8+tra2EI1GZV7S6bQYLnock8kE4XBYXPHFYiGpm3qnn86OosFi02ic8YFMJiM8MRU+PaC/+qu/kmun02msrq5ia2sLP/dzP4d4PI6PPvpInpleG3lqxlJ0QS6/349erwcAuHfvHsrlMhznbL8Cg8Z6xyI3Qvn9fqn0qIuVxWIxJBIJZDIZrKysYGVlRbKneB1y3oPBQAxFPp9HoVAQrp1ImYCN603HFbQcE6iZAElvGiSQ4EZDXXKC9zTpQ61H9HrhuryMDntWeyEKnGhbu/LcUMCgH5EYhWA0GkkNDq2UQqEQYrGYqzgS6QAqJ25GsKyzQBQA+WypVJJ6GcFgEMfHx9JPzV2zedEXWpFNJhPJD+bC2d7eRj6fx/HxMXZ2dkSIdNDV5OF0MwNR5rZqXk/TJ2xUQABcRYyoyJk6NpvNpFaIz+eTTU/tdlsMXCgUEiRDukCjWHpFdHO1N9NoNJBOp+U1/k3jyswhGhq9408LP9O1VlZW5NmIzE0qiztLNZLc3t7GnTt3cHJygsPDQxwdHeHevXuSE0/FoGkhKjHHcSSYHo1GUSgUcOvWLdRqNYzHYxwdHeHx48cSpxmPx7JjNB6PY2VlBd///vflufSc63LKfE4dWNfjQeXs9/tF9rWc+nw+CRrSCyUS5y5Q1iHq9XrY2dmRoPXGxoaLotTypfPRSSHwnqlUCj6fT4wh+0EFShnk9zgeiURCPDHGXGiUWS2RQXat6HTgHjijQ1utlvDj8XhclDE9hvF4jFar9VTAVFO5GlDxf62nNC1JWWNcS5dHMAGeV0YK16GO4TwP6tbthW2l15UIKRzxeByJRAKNRkPQVbfblcUVDoddik9vwyZiAM4mdzgcIpPJiCAnEgnYto179+6JxeegdjodyTHVyhHw5rwvaqQQdC0WZkIwJ5bPbvKGJprV19S8nRn8oGICzst/6mtx8RM5UfA6nQ663S663a7L/QYgQSb2lTEL3odFrUyjw1xzBjLb7ba8t7e3h0AggHw+LwhMB5SJapheSRTjNeam0TDf14tDjxe5bI4Di11xDqbTqWyy0RSU4zhCBTCTp9FoIJFIYG1tDcViUdL0iNgYoKdiYqzBXKD0KtlHUig6HVTnvwNnypJlWqmgtXxQ7vSWedJ6LKdLqmtpaQnRaFQMLLOSiAz1ejO9UR1roVxRhoi2mU1EelHLUy6Xk+A4vWGu50gkIqUJ9PNppaoNOAGFqYRJKaXTaQyHQ3Q6HVeVTD6XjjlphU7qiOuK1+d+FK5zy7LkcxfJrVbeXsrdvPfzIPEXloWSSqVkIdElYxDx+PgY+/v7eOmll4R/JUrm7jotEHQ3dTCP2QfczEJ+l2lj2hUjIrFt+6kcUf42uVLzMwDE/WUWRzgcFrePCJObaDTXRiusr6mVo1biXvwZEQINBT9Hbpm0CBUsADx69EhqfBM5BINBWdx0EVm1Lh6PS1/i8TiWlpYE4VCQde3n2Wzm8mYePHgg/eVuT+3hkLvn8+lgmVdMwOQKNcVi1oThTltue+ci04uP9+p2uxL8puJmv3XM5fT0FJVKBfv7+7h586YruDUcDmXBU8k6joNOp/MUt8nia5QBjoGuwWOCCtILfGaNBnVKIZ+T88a1RONNIJHJZKR0M4OuOltHe736ujr4rnlhNjPDhoFUbgZi0Jz7BjR/b27512tPc9EEJ/QOSRPqOAPXRjKZRDKZlBRGc22ba5z9NpMHmBrabrdlvmzbFuPgZXTNvy96T3vj/94q8FgshqWlJXEvS6WSoGZmAHz88cciOOPxGI1GAysrK5LmRAXJjRB0zcjXMfLNvNH5fI56vY5+vw/gHC0fHBy4OGu+z+ZlMfm6+b92YYPBILLZrNw/EokglUphaWlJTsq5KJhi3k8Lkv7N9xgESiaTkltOaoleSz6fl0p5p6enktJGZaeDk91uV6gmGiWtbLnzj0qWaJp8K8dC87T37t3DfD5HLBaTQzEACK+oc465ADkv9GiIxKjUhsOhUD1UlD6fT+bUss6La5XLZVSrVWSzWRSLReTzeVdONPvS6/VcqZM06Lr2CpFpp9PB4z+iL7QAACAASURBVMePZUEzU6fVakn2EY1gIpFAuVx2xSh4HW3EaAypwMkN6yAmOWJ+jwteK2w9jvr6g8EA1WoV+/v7sgYoM6ROqBgpyxrxkj7QlAIAKVuslTb5fV6DxoEGiEFPc8c1PQZdoIv3orzTMJMuojzpTDC9o1HTSrpchAYSOj1TGwmdwMAYA9NEWbIjEAjgyZMnkrrI67LvvK6XN8/f2lBqWuWy9sLSCDXPValUZPdaPB7HjRs30G638fbbb4vym06n2N3dlYVBJHV6eipBQQrZfD7H5uamHHfFwNq9e/cQjUZdpUWJTHh/BmMuQtxeHBUnxu/3I5fLoVAo4OjoCOvr63jttdewtbUlW5MHgwHu3r0rRaOIZLSAasSi8471vdgomMlkEvl8Hmtra3KKETN92u02CoUCcrkcgsEgOp2OCBYXql7ovV5PKvvVajU5DYbBOKIeKsh0Oo2VlRXh/IHz+tdsTPNi/j49EyorKsxwOCz58ZPJBNVqFYeHh8hkMkin067MonfeeQcffvghhsMhgsEglpaW8Nprr0m9EV4rmUzigw8+QK/Xw/YnJ0GFw2ExMmZMgQFHypJ2m6PRqGSxAGfB2YODA8lRvnPnDu7evYuXX35Z8pez2az0XSNWbjCJx+NiUE0PhApNNxo3yg35co0G+ZuKkAFTvUHp9PQU9Xod9+/fx8svv4xgMCgZHtwApg2LNgQ0olr2TS6X88L5Yuql5pS51rgO2FddOsFrLVL+aDx1oFvHLPgd/k9wxcZ50AZQe7tUvPwMzyvQJzvR62+1WhLXoS6ybVt0HTNxgsGgGG5NOVGvAfBMH/Vqz1TglmWtA/jfARQBOAC+6jjOv7AsKwvgDwFsAdgF8A8cx2k9846A8FuO4wjfTU4sFothPB5jfX0dDx8+xJMnT3B0dIRms4m3334bt27dwsrKiiBJKmK9a40o8MGDB+LWc1v9aDRCvV6XbBWiFHJ1FwURtBuvBUoLrW2fVWC7du0aer0ebt++jRs3bgiqTSaT+Imf+AlMp1NJmdOK28vN8kLp+nPZbBavvvoqCoUCNjY2pFi+LkzEHa1m9koikcDKygoCgQAePHggi7bdbuPk5ASpVEoqxHU6HaGmeF/bPq93wTQ5jpUZ7WcKH8u+ZrNZUSQ+39nJJt/+9rext7eHt956Czdu3BDDlM1mxchql5mbjxaLs/ohlUoFjx8/RrFYlECk4ziu4+BozPv9vqB7nS3D/OvBYCBj6Pf7JYZCo+X3+zEcDhEIBFy51Jof1jV2Op2OpFVq+aES17wtFR0VD59ZN6bxARBEqQ/ysG1bxocKcbFYSJZHLpeD45wdgEGlvbm5KQcuPHjwQA5VIUgAIBkdmvKhAtOZYRwn0iAcF+7A1WmZXDvmOtCARq8/pvxyTNgXXoPeCn9zLlhyWXszXmtK64DT01McHx/LnJOie/jwoTwLvd1cLofFYoFWq+Xi9pkKS9qY/aEc69gM94foAl+XtedB4DMAv+Y4zl3LshIAvmNZ1p8C+M8B/LnjOP/csqxfB/DrAP7pc1wPjnNewCoYDGJ1dVUGkXwVAGxsbKDRaODhw4f41re+hXv37uF73/searUaCoUC8vm8qywqLVuz2ZQiOKRc5vM58vk8Hj58KKiMgs2gG7lxs3nxr3wO87VoNIq1tTX4/X45GYYLjRN0584dyerQ6OOidpklzufzeP3116VYFAO6VIzMj9ZV6igs6XQa29vbSCQSaLfbePLkiYxVv99Hq9WSYBcVMpGB3+8XpByLxWQuNJWkjQ8NdqvVwsHBAXK5nMQDaFgPDg7wzjvvIBKJyG5Voj1WDeSz8AQezj0X1pMnT7C9vS1ne/LwYSK/k5MTWZRE1WbBqHA4LLQRcK4AgDMPTQcXuT2fHo/P50OhUMBgMECtVpMsilarJVu8qYwINMzCS9r4aW9MN9JJvA7pqcViIfJGhUaFS/ef2/+54YhpcKxbvrm5iXw+jw8//FDy6NmIEDWloikXLbOa2tDfNeMA/LxWvvRSdFaVSQvxWvq3GdvQhoOyrIEF5Z10i258LgaA+QwsAcIUSabdMvuKMsvkjMlkAp/Ph3K5LOm6OhGAFFm325Vib91uF+VyGc9qz1TgjuMcAzj+5O+eZVkfA1gF8PcB/MwnH/tXAP4Sz6nAdUGkYrGIdDrt4p0ACCpnEJKng5+cnMgGgJOTE8TjceTzeWQyGVmwlUoF/X4fN2/eFL45mUyKK8c6KxR+5mgz8KmbFyrWrpkOOgCQ8xepSHmAL+kH27bltHHNLfJ6ZjONhRnITCQSWF9flzxUkz+nstZ95qJlzZlMJoNCoYAnT54IHz0ej2UrOhU3fxiXoOtKdKE3f5jeA72CwWCAx48fI5vNYmVlRU6FISrudru4d+8eHMfBysqKKH5SW5qT5KJkEIyGhwsIOC/2xfIM3HZNdM19AWxETABcnPJwOBTFwYVNBUlvjih9dXUV9Xpd6n5zPHu9nqswF+dDBwP5PxWGTmXUc0qPSnuEXtQAn4mBai1LVJg0wgyC61OX6KmYMQr200smKbcMRurgn5lNwh+OLX9rmonGkvcg2NKlHXSmDGkbTadQkeoTqNj0OiZVwvtwrPU6ZV9IqcXjcRdfr7OrGKvRBpp6gHtB6D3xNCKCinq9jme1H4gDtyxrC8DrAL4FoPiJcgeACs4oFq/vfBnAl/VrvV4P/X4f+XwexWLxKeXNBXJ6eipu/q1bt3BwcCDJ/zx5PRQKSRQ/EAig2Wzi8PBQFPtoNEI+n8fy8jK63a6UPOVBB0zxIud7cHCg+y6/zQVnNiIRThr7xUL15OqJzJn2aF7LpFL0YjP7BUB2ufF1r+sB57QSx5dogbUpisWiK9jEHYvmIuP1udmEHCuNx0U73hhQHY/HePDggXgf6XRa5no+n0vBsrt372JnZwepVErS2jTqImqiS0/jMplMUK/XJZBEpcBFz+fXudV696AO0mnFREPBnYgMQjPuQe/Hsiysrq4K2iNdwPtoblPLvEnf8T3GenTTio3zoRE5PRudUaXvw8wPvTmF3CyvwVhUpVKRDTu6byaw4W8TPDAbh8pR0xwEC/yhodFrTI8V5YmbcqiMtWdIYESgQpkmGiatpZuOO2jeH4B4RwDkfpyPZDIp+fg6PsT1r/czUNnrjV+k1Zgh1e120Ww2xaAykeCy9twK3LKsOIB/DeC/chynaygZx7IsT/LYcZyvAvjqJ9dwgPOzKdfW1mQAdfTc5/MhlUpJvQTm1cbjcbz88svY2tpybfAZj8d4+PChuI/D4RAnJyeo1+sIh8NYXl4WXopFlbLZrARtbNuW9LnDw0Oz/y4lqhGmiTq0YHLRMrOGWRGkfPispvHyuqaaA6/xFWGl0uR4ah5dewkAsLq6Kp4Lj6qjgqWwczu4Rki8p86lZ3oaU7m00mQjQu/1ejg4OBBUsvVJgJfpnVQknHdy0TQeenFzserUUaaSmW43eV5tZPl59pNjNRgMJAWUHC5pEebyUxGGQiGpU09kx8McGo2GUD3k8LWBJr/Ncg58T6NrXT2RTdNZNDg0iFTKpEf0LmQdjKMRYOqg5og5r5lMBjdv3pTgJ7f2M+uH48BnoXLWzVzblB2WD+B86o05fHaNxrU3xJgXD4TgD3WENhZ8Xl6fP+b64WdpZIncuQ+FtAnHtV6vY3l5WTw5KuHhcCiywzVJ48rgd6VSQbvdhmVZstmQFA49uWw2KzXtL2vPpcAtywrgTHn/nuM4/9cnL1cty1p2HOfYsqxlACfPcy0AcnoJaxgzx1gvOu1ukU9jqhLrC5MvPzo6khxMbqne2dnB/fv3UalU8OjRI/h8PiSTSayvr6NcLuPatWtyRNbKygo2NzfhOA52dnb0c7t++JpXYJGCwtxWuknFYlECFfl8Hpubm8KpabfZGG/XeABP8+38DLeD0yjoHGciY52qxgW3sbHhKsqkuXIKuVnVUe/C5AYgnc1QKBTkMxrxsvV6PTmBp9Fo4Jvf/CaePHmCpaUlWJYlNAn7xHo1uoa2buTc2d/5/Gw37+c+9zkxGHSpP/74Y3z44Yeu7A2vHGvbtl2VMhkMDIVC2N7eduUmc1MPvQgAkge+ubmJSqWCg4MDWJblqnZJPp9zQ2OnUTfniXKi6REaWJ2OqFM9WYfGTNWkgSC9x7l0HAeVSkXqkDC4tlgssL29LfGS+/fvi1tvUiBeNKBW9tqboRySaqCy1ApbAyUqON5nNBpJnXCuNR1gp9HSRobvay+ScsqxHI1GUkWUsbFWqyW0HNcfFTxp29FoJPQYdRnnmOM9m81wcHAgRe5s20YqlZLzYTk2zFMPh8M/HAVunV35XwL42HGcr6i3/m8A/xjAP//k97955t0+aeRNAYhrRqVoCrNGE4FAQNz6VCqFRCKBXq8n7jmr3PF0lpOTE4ngRyIR1Go1fPDBB9jd3cX7778vaC+RSOCtt97CG2+8IRXF1PN7unRm0wEXLYjkyFgaVxfw90LfJuf9rMZFotMi2R/uAuUz6EVMtMx4xOPHj12bqbiILcvCyy+/DL/fj0ajgdPTU2xtbeHDDz+UsSdnpz0AwL3lnxw3CyCRkmD9bW5o0alUelGbgS/y8FqR8P5M3bMsS5SdVjAa6RaLRVGuDPKRFuK1iZx4qC/3HxBNUsGxT4vFArFYDK+//rpcc3V1Fbu7u1J4idzqaDRyxSj0NWg06VXoOddrRgcTzcb1w4wIHXDkWLBuUKVSEWWSz+cxmUwQj8flCLx4PI7vfOc7aDabrnpC7LdJA2nvwQQeNFD0DgjOuH5omMy5IE3G3HF9HX6XR8Jpvp5zrmMDHAPGKPhclFW+T72jKRbKPOME7XYbgUDAdaoV53FpaQmnp6dCWxYKBcnsoTHluGia5SJdo9vzIPD/AMA/AvChZVnvf/Laf4czxf1/WJb1TwDsAfgHz3EtAJBFQC6JiwB4mo+i+6bdcZ1byi32TJmjiw5AKBPmP5Pn5qKk0nn48CHW19dx48aNSxWnFgb9moks2EcKis52MXfHaZRx2T3ZTNRO95d5qWaWAzdS6LFloIXjUK/XUalUUCqVYFlnKUzRaBTFYlG2v9OojkYjlEolSbWjy6lrZVAgtUKhwuSmKo7VdDqVaL7jOHIQrsmVatREWkfPh3a7a7WauPsMXjUaDVewkIp1fX0dDx48cG3gYnoaFR4Xvd5STWRFl5fKnPdg5T3yo8ww4PizrzpDiNfVgU6Oox5LyhPlQVMRfD6dp60D6Jpio4Gkwmo2my7uljVMYrEYstksFosF9vb2ZL44RgA8s1AIAvRrfA5NXdFb5JjoVEgGQam8OZ+aQjKvTTqIa07TKWZMgc/BukAEQ7yuztcmmtfIX8uobdvSJ8236w1SDMozBqOD4Rdlw1zWnicL5f8FcNEVf/6576SaTvMBzgMFJnrjgJEPpeWjO8kILhUVT17hqRzhcBjZbBalUgnAGQ9LRMqJ5bl79+/fx8nJyVNnYuqFZFpzNr5OtESXl8KnKSH9jFqZeAVG+Rnew4tamc/nsiORhal0tJxGQz8Dxws4qwNTrVYxGo2wtbUF27ZxcHAg5UepoLjA6fpub2/j3r17gkCYZcFFx+CRnnPyk0zTYwEnurdUfKbC0opJGzTTe+E47u/vy/1J5bA8rXbNGR+hPFFRsP/aJSdd4vP5JIMnnU5LfXl6QLxOJBLB8vIyYrEYJpMJ9vb2hDrU9Eg8HhdUruebv+mRaCOulZBGlHo3sl5f/JyWBa0UqVAImui98ai+QCAgO1rX1tZQqVRcoIregrkueB1TjhcLd1VLTWVxzvhdBmPpaRIh67nUa4zXp4I35YPX1LJFT5R7AljDx+fziVeo91Lw0A/2k/qEsRsdZGegXc+nnjfqBcopKz6a1N5F7YXsxNScFJGNFjiNMjUP6jiOZCQMBgNZKLR44XAYpVJJAofkknjPUqkkA0nE0O12kUqlBKWRh9X94N/6N/A05UHh4qTowJKJpDRVZCp1AE8pdK38dR9YCY3F7M3iQzqjgj/M+iDaHo1GyGazWF9fh+M4ki3D9ELOAzNNer0eVlZW0Gg00Gw2UavVxE0kug8Ggy4Oj1xyNBqVTT8MODNbg1lHzFvW82CiEp0JoZGq4zio1Wqu56a86Cp0VGj6SDte1+/3S9140jSO4wjyZPZUMpmUVEEqRM4pq2MCcJUZZUVNKh8aBi1LOpOCKE3POY0eDTSDv4wdaCXC+WAMSQcdNS+seXLmOJO6odILhUK4ffs29vf3BVFS7r0ACJWobppm4S5rrn3taXH96F2NVODae+b8ayPkOOcZKBr0ECzp+7FCYaVSQb1ex2w2Q6VSgeM4ErjMZDKC/rmGmPnFMdY7MM3sMjIMHC8aG91HPnutVpOj4i5jA9heiAJvt9uoVCpYWlqS/GxNK3CyiLzpjnBAiYw07cJFFA6H8corr+Do6Ai1Wg39fl9qiedyOdRqNUHLHDgWZJ/Pz+tQayOilbdeaGx8Xecjsz/kRvWiNRc7m742v0Oh00pK358ZN0QPOtij0Y1WaAyeWZYl+dGsEMi0RO01EBFwR2Oj0UChUMDy8rLMDyv7AedVEVut8425+ll0vQsGs6nEWVKWz6vzgPWzmePBhcl0LS5+M8CnPRHbtj2VT6/Xw7Vr15DL5aQ8sG3byOVycqQX5ZPpg4eHh+KhZDIZtFotNBoNqT9zfHwsSp1zEQ6H5dp6fPicpFN0KhvHkryxDlxSWScSCQEGRMYEOVQ4zPCh8qaB48anw8NDCWQCZ0YjGo2i3W6LPFFRUWkB59y2lmeTMmR/KTs6Z5/PRqOhPQUdzzCRdyAQEP6Yho/ldIngOWZ6r0e73Ua1WpWTm8LhMDY2NsRgkUIC3HsQ+Dx6DbOvnGfqDcqlXrsmPcZnYi1zM4vrovZCFDjdZ06kqSz54AwuaHSWzWble5qf0m4TDybodDqSK86meSrmfzOlkLwum7bedBM1jaKFiIiG9AQXCRWlSb1QQIhudf/0vU1kbgaqdLCH/dCutKZ+NGplH4j2dF31fD4P2z4rC7C6uiq5rUQhjNJzOzwXIdE6F57OnNBoiUqF48GxICJj6p32lqg0TM9FN44llZHmmtkvza36/X4X38nxZb95og3nlp4Og5ZMvZzNZrKzlwHMl156CdPpFOVyGbu7u644BD0UHbjVIEEf50aZ1mPJ8gVUnBr00PBTwfJ7VH4EPYPBAM1m05X2ybmhck2lUqhUKrBtG4eHhxgOh5KVQaDCcfX7/eIVm3Oig/pabjWFoONS5M5ZmoD9oZHXqYD0MnXwmWuQG6uob/RpWGyBQEBy+7XHxmtrz44/+nn02qIB5piYz2pSxCYgY9YYT8IyvRev9sIolMViIcpD85IUQJ4GUy6XhdqYz+dSH5gRYEbKiTZGo5EIJgNaXMTpdFoWC90xLjhSEQxmXRZIMJU3cM7dkQuj4PA1Ew1RIXllDmhlB5wLknlP3pfBNR04ZX9I42iUqjMp4vG47Kpk0JKKPpfLYWVlRWp0l0olycjI5XKi7LhwiVQ0IjTHzOu5OBa8t1e6l/l9jer0IuKP3njChUVDQLRGj04Hwvx+v2TFBINntbFJYZDuoLLTCJu15yeTCZaWlrC8vIzHjx/j5OQEx8fHKBQKAiQIXhhg1ocncH3o5zS9Lv2slmW5zpfl3NPIErFqTphAhQePUGkmEgmRWVbZo/fL3Ybciq7XKpWsqbzNNcTvcBs5qQIq78Fg4KL5aLD1Ll3WNNLzxTGjHEejUVdOd7PZRKvVkmfVhkaPsU7n08rV9KDNuTC9Xj2X2vPz8qQ1YNPgQidEXNZeiALnA2o0bCIQDjpTz1i3mnzS6empJNmz0hcDBo1GQwJDvV7PhWJpPTXvSuSky6iaiMHsu/mednupKLz4Li4+r2YqLOBpBG4iT064/tEKjUWINOKhsg+FQkin02LI0um0IBHHcaT4DvlQy7LEWGqUrTfRcCy8Nkzovmvh5fukoagkOJ4m9cTvm5SIST9puaKBIFrjKS8ml0p3l2NFSgY4Q036MIRut+tCTVRGa2trQjfUajU0m00JYHIONTWiM4dMOSDVpL007V6zn2Z9Dxp1TXMw06LZbEp5AZ55ylPqaUxIiTHmtFgsJNvGjDnoub1IaWuEqotz0UulMeEYEnWzzzrvWytErmem7VEe6Skyy4kBfk33AJAAJulPLZumAjcVM59fAwcTaGi9ZhpZrdzNsdJr/7L2QhQ4O8ZFT1ePSJlbSik0nKhmsykRXXKxzWZTdnUSeTSbTTkdhYqZnCWtNvk3AHLgA900No2WTavL5+DreoOI5s/oKmv6BThHyJo/MxWUuaBNRQWcn45DRK1dN8C9scf8oXtN2om5qUR0jnMWECyXyyLozN+ml6O3h7daLRca0XSUHk+NvPlcfG8wGEgw1hwbrTz0d/VrmlPUeeQ6jVMr8ItkU+9i5NzR69BlBqgQeGBAKpXC9vY2FouFVHKkrJZKJTF+lmW5KA8qN22wF4vzrCs9lhxfzisNKOVPZ6noTVzD4VDqorfbbVfmUigUcpWQ5WG9wFn2FpWq5nY15XJR6qgZSORcayOtlS2RMz1uKmB9oLZJL2qDSM9ae61mRopWpNzCzpRJypyZNKDBAEGazrDR72u51IpeGwQvmeWz8Nm9vHOzvRAFzknrdDoygIlEQlyf4XAo59rxMIdGo+HiromCyGPu7OxI3QnmLtPd5UAwaMMF7vP5kM1mce3aNSnjaAZhTCSsF49+HubZkj6gktAbd/TEmQrbpEdMV00rbn1vpkryuTWvqNGu6QXQTdOu+MnJiZzUwkXG0rLcKkxDpRUo08yIjujpeLmAfGaOAZUQ3wPOg1lacesFZaJk/bzaeOoURZ/P50LSNHYaGfl8PjHmPESXY8Yj5ZjLTkWudy/m83ncvHkT29vb+OCDDyQ3n1u/2+22HLBBnpTBbr34TWXDOTLXED+nAYJWmqwRxLV2eHiIvb09QavsBynJTqcjVNjm5ib8fj82Njakxgs3MnHcdJzFS+aY/aLnl89lesYAXNX8iLq5nvx+v8vLMZGuTtk139c1SXSiAt/TQWmN1GkUGIfTpRcodyYCp2x7UTEmAHGc8yQDbSgmkwnW19fRbDafWj9me2EUSrfbRavVEsSay+XkIAK6V+12W5RwOBx+Ku+WJ7VMJhOcnJyg3+/LtZhWx4VMdMHqc8xK2djYcKUaarTLidXN5P44OXo3ItEZXzcnUyNDk8vV9+Ck6o0N/KzuD5GDpg600tbohAqT6IZuKgVb59jyhyjbVOBUXFQgvAYDg3pzjF5Q/FvnulL5JhIJLC8vI5lMurJ6TCXBsdGGSf9Eo1Ex1ESIoVBINldQMWgjHQqFpAIi54550JQDBnqp/ABgZWVF6mgXi0WJpxA50sssl8ti5DlW2iibXhmpQtJ8bDp/WgcTAUgdDgZxm80myuUyyuWyZMlo2WPAjzXd8/m8bH7juGvvlbXH2VfSZFqBsnkF/bU8mKiVY6DLC3CsvGg0vabMtEFzHQHnQEsXOmOlUu5M5kEeetMQvU4+r954xeAo68jo5AydpqnHijJMwKOfn2BoaWkJz9NeiAIfjUZi7YPBs6PHSAHo3Uk6Quw4jlT+sixLrCW3AfPEEwBCkRAdEvHP53MsLy9LAIv1m7Wgan4smUy68oDZKGhaWIhoAbeSN3OagXOEqblPKiV9DfbNDH5wDAB3PIHX5v9U0lRUpvKjkPE3iwPpHW5EmjQCRCCau9VCTUEmAmTTQRm9qKiIND/KCoQaBZn8qhe9RAUPnKdu6aAueXB9Xb3oCSZ0LXHHOcsHtm1b+H8GNjmmhUIBhUIBmUwGwWBQyq9yvDXq01vaqYy4sLWyMqkyLX9UKjReWhHqolTlchnHx8eo1+vodDqu/Qg6SJvJZKSedSKRkIJdy8vLUr+GfSRI4phq4KDlkrKjEbn+bSpwc43p5za5dhN9a0TL13lvk4bwkiMNghg45XuayuIz63RMvTOUa1qDH50RZuaHczOTNtwEjl50qFd7YRQKXUjgXHB1viaDbwx0EonQalF4OXh6az2VOwWW97QsS4rHAOd55HxPKy4AyGQysplDI26iWK1UdX0XZjqYW+d5Lz4zhUajChOVaGqFypsIUX8GgKAB3T8Asvg0R0mh0qiC6XdEeLyfjlVog0BDyr9pCHSuMZtXzrt+Pt1npmFyPHRGi6awNGrVY6Tlg0pFGwHtmej5oftKw8nNTpxLxjN4ohTd71QqJSgOgPC5WtkQRTNt0Kv8LuXdlBEqJz2WzG3n/PC7THdsNpuoVCpSstScU6bZ5XI5MUiMC3BMmLXFTB2/3y9VI010zWqUmja7iBbUXoepwPWaMqm1Zyl7k8LQYMXLCzCvqRG75q11CiDnRssTDaL2gHlNyoBO72XTyp5gizpLp5Ze1l6IAudhDKQdms0mTk5O5Ow41phwHAf9fl+4RPLeVCbMJGENXQo2KRUiQJ0hQeHh57S1ZclMtqOjI5TLZRFaLn7tyusfreDN/7UgAXApbj3pJp+mkSsVTyaTkdd6vR52d3eFuqEC0sZJ/+bz63xqKkkqHl6bgqlROpErFZDup+YgfT6fi8Nj8XrdBypOr7E0a0Tov6nAucC14fVCgFpRam+GC5TfnU6nsoOXaXg8qSYajcoRagz0kuPt9/uy+9NxHBwdHeHRo0dyiDbL8gaDQfT7fZcXwIMi+Eya22agnVlYbKxmZ9u2HMDsOI54mzzijWtF1w4h3UXQoXdvEgiRbkomk5hOp3L0nN9/dtye3lnIcez3+wiHw66j6548eYJms+mpwPVr/H0RcDE9WPN7vJ9eR3qO9VrTXD8ANBoN7O7uPoWEKWsaNHIdcS2QnjX3JVzkSXjFMqhT9DPP53Pxmp7VrOfR8j+sZl1QM/yqHHYAsQAAIABJREFUXbWrdtWu2qXtO47jfM588dl5Klftql21q3bV/r1sL4RC+bVf+zW89dZb4mqbAQ3TreBrz2qXeRNe3/fikf/oj/4IX/nKV2BZFn7pl37pqdPuw+Ew8vm8azfX3t4eFouFHCrLQBi5Qbq3pIb0Fm4G2+LxuARV2R/+rVOoyC3/5m/+Jvr9PtbW1nDnzh3PZ9c8/WVBMf6v3USTwtG/Ne/sxfdpXnRvbw8AcPv2bUlfs6yzY8cYLPQKSl0U7DKDl3RpWZAoEAhga2vrKbmyLEuqyJnPdnh4iPF4jDt37uB3f/d3JXuAGSsApBqdV/80R2rKl35d/29ew6TYTHe8UqngrbfeAgDkcjmhyEiFcH+EznDQNBnvoYtj6dfJ4XPno6YTmf0Vi8XQbrfhOI5knbAYFLNemJ6YTqfxla/o4wMub3x+Uz7NcbCs8+Jwp6dnxxTW63U8evQIk8kEr732mqR58rl0BULGI37lV34Fi8UCGxsbUu+cHL+mTHSqJGMhPFKPa5c/+ozY5eVlrK2tSUaV3uWp59x8Nt1+7/d+D7/zO79z6bi9EAVeLBZx+/ZtCTiYixRwK5+LmrmYzYHwUgpeXCmb45wdeMx248YN1yGozBNOp9MuPrdQKACA5A0Hg0EpCMWgIrf4cvs0sxJoFHR+sY5mk4/Uub66pgXv5aUETWXhxT3qZzc5QK3kdMDT/JzJY2q+kY052FwMTFtjIFcHtnUQSStczWuanCRPu6Ex1Aqc12JdE1OB01BGo1HcunVLAkpU4JZluTJPzIVo5kDrgKo59vo1L/kzZZPPypNeAIgiYaxCB8YoLywSpueL42saFb7OxAFyu5ZlSX770tKScPfD4VBKA9u2LZy87rff78f29rb8f5Hcmc/r1XQCgWVZslmn3W5LMJe7ikulEiKRiPDXPO5Ob6jTmWa6ZjiVsDk2lGPKl6msOd48JYxprCxxvbq66qnEvRrvORqNJGX6svaDnInpA/AugCPHcf6eZVnbAP4AQA7AdwD8I8dxTi+7hm5ei14LsA4KmN/hZ/RnPfrr+vxisZATyZm2qKPgXt+/du2aKBGim0QiIQiGArW5uSmBN6YA8dBk4OmsFCoHWnVdoxyAK6hEQWFjpoFOzzKf9aIxM8dOf0Yraq8Aq6moL7ue7pfut5lWxh9ddU5H/TXC19fTAUiv9/h9fT0aQ/YFOFf+up+cE53lQkWm89Y5Dhr1ann1Mpym4jTnyHzPa20A56UKdGaPzsShrOmxoFLW40xkqj0s/Ry2bcvBvalUCrPZWf1yBkNpvPR8ecmB1/+XyasGW2Ygc7FYyOk5jUYDJycncgxaPp8XhK5P7eFO02g0KkaKbbFYiKE2M0i0IebfBFdadjm+NKT0CLmmmbHEMb/IE6ZH0+/3Ua1WcXLy7FMqfxAE/l8C+BhA8pP/fwvA/+Q4zh9YlvW/AvgnAP6X570YFyEfhojJFF6toPSkermsvC5/64kfjUb46KOP8OGHH+Lnf/7nsby8LGlfprvG77/22mvienExEJ3pynacIKalcbcac2a1MvL7/Wg2m5KZoLMCtCLVfdLPpEvoms+sn/uyiLh+neOsFYJW2hRKU4nwXrp/ZkqfbhRyehEatRLFAGfZKrqQkR4Lr2tSJnQOOMdcKwCiTPaT17tI6dBw8v568wfHw0vWLnrtMg/oIlRGA6MzkYCzTWymXNq2O++f2UMcdyoO5iIzz1hvwur3+zKmpFNWV1eRy+Vkq/3S0pLsJiVtkkgkAOApY3hZu+xzfI/9J6JmCYNyuYxarSb7SZjqm0qlBAzQW47FYuh2u5jPz3Yqs+CabpT/4XDo2mVLg0c513JJFK89PcuyhIqxbRvdbhdHR0fivfBZdH13xzk/yQk4o2O///3vY2dnB9/73veeOY7Pe6jxGoD/EMD/COC/ts5G+OcA/MNPPvKvAPz3eE4FrlGFVpqm0vFSGrZto9/vS5pNqVRCqVRyLU6dN27bNmq1Gt5//3187WtfQyKRwBe/+EU+l/TBayGTTmF6HbeLt9ttKU7E3XBEPeTYWFeFrrvOm2WKFhcWANkpyv6wrKrmKzkm+uxLPV76f1NJ6c9oBKqRBHeS6XkweW1tVL2U0kUegUbWwLk7alkWlpaWpADU22+//VTVO41yva5NRaRrjBOJaS+IyNPk77XSZX4478X50TJymXL2MqbmGOnrXGRgzZiD9jLpCZD+0Smr/J6Zz69RItE4G6ssUmFSliORiMyLWbt7sVgIyuVcUp708z+reYECPjdz03noSLvdxuHhIR49eiQloC3Lkjo9gUBAct9jsRheffVVqXpIMGV668ViEZubm5LKzINhiJa5JnSZCsrEbDaTtFCexsM9AnwWXpebEblRirLabrdxdHSE6XSKbDaLP/uzP8O7774rp9c/qz0vAv+fAfy3ABKf/J8D0HYch1JwCGD1Oa/lQokXKSJT0LWwk099+PAhfv/3fx/5fB75fB6LxcJ1xBdzUofDIZrNJprNJn76p39aAhume2YKE/N+2fQ2ce1a0y3TpS1ns7MC+AyA8tr6/EHuOuRBqFSWZvCRyIYur97erykeU1kTnZnPRsRaKBTkZGyeDL+zs4OHDx/Ktmt+14wzaCNguvnaBWfTCsVxHCmDEAgEUCwWEYlEkE6n8ZnPfAaVSkVOBeLWdFJXetv8YDBAtVpFq9VyucCMO2g50pSQl7xxvKjATd6V7z+LJjGV1mXydRElpV8z+wBAAuFULgwMmx6A3p1IlAnARZnMZjM55o1okACI9dmJuIfDoRg3js98flZkTm9Kueg5Lhpzr/fn8zlarRYODg7QbDbRbrel+ijXTjqdFgoyFouh1+vhyZMnSCaTKBQKSKfTmM/nyOfzAM7Lb2hKMhaLoVgsIpPJIJPJoNFoCHjQm9w0pUsUTsNG7zUajT5V7ta2bTnMg/fmmlxaWsL9+/dRrVbh8/lQKpXw/vvvo9PpuPauXNae51T6vwfgxHGc71iW9TPPvOLT3/8ygC8br12KPkxFbvLhtm0jk8lgY2MDd+/exd/+7d8K+jUDbnrxOo4jLqDJr1/WeHo0d6Tx5HoqEtaV5mtEhHrrLLeZV6tVHB8fu6rA8UDlWCzm2pQSDAZlO7dGWaYCN9HxRWOpXyuVSshkMnICC09yf+WVVxAMBvHgwQMcHBw8pWRMo6f7wLnx+gyfg59niVoKNk8Sp+fBMzl/7Md+DL1eTxCergI3Ho+RTCbRaDQki6dWq8mRWFRilDUqKf2ja1Ro+dLPZXL3F/2+SIFfNB9eCPWiNaFbIpGQ59LBYq9Y0GX30QifSoVjxc0qlnWeoTIajYS6IKXBz190b31N7XGzT/r+i8XZOQCsktjpdKRsAGWEMqMPquaYdDodKYEbj8cFyPEYO3Mu2Q/K3crKipymRKOhC7Rx3DjmBFasP8N6QQQCvNfJyYnQpxx37TEsFgtEo1EcHx+jVqu5SlY8qz3vqfT/kWVZvwQgjDMO/F8ASFuW5f8Eha8BOPL6suM4XwXw1U8G67k28pjK3USVwJnlXF1dxebmprjdRBwUMNaz1tuiS6WSpOOZyskUdF07Qqf76S3f/J8V/PR2WCJ23r/X6+H4+BjValXqY5B7XCwWWF9fd3FoPp/PdfYgg0xeKOeyYJ9+NqadkdfUSs22z+p60H1kASYvpaIVtTl2Xgrc7DORDYuX2bYt1FCv10MqlcLq6ipWV1fR6/WEOmI2AXecsvpgLBZDJpPBwcEByuWylOTUfffyKMwt/nw2LYt6XL1oEq/xuYw+eB4lbgaP9XfW19fh8/lQqVRE8TFT6iKEe1HT9+GcasROhcmd0bPZDEdHR1JeQt/P9BS8vELdtGKmXLdaLQwGAwlAco0AZ4W6FouzGves28ODKHiMXDqdxtLSEiKRCBqNhouj5jzraoTa62WqL+MflmU9tYvbpBdJNZFCoeJlpozmzPV7BHCsYc4yHAQyz9ue51T6fwbgn33yAD8D4L9xHOc/syzr/wTwH+MsE+UfA/g3z3vT50EZ2kLzt0buPp8P6XRakGsqlUIkEsF0OsXx8TEGgwGWl5eRSqXE1Z7P56LAL/MA2HQAialDxWIR7XZb6j/HYjHXNmKiB8c548I5UTyDkHW0GVAZjUaoVCpoNBq4desWtre35dxF4OnC8bouCMfSVOCXBXjJrzMXneiDgmbbNra3t8U9/dM//VM5zNdUXnrBm16VRnX8rO4zudZCoYClpSU5zJiKvVgsYnV1VQ4dJv/K4BsXFYNO8XhcqgHev38fR0dHUgdE18Q2lYkXctTZKhqp6+3jfI5nKchnyZm+hgYUek7NPr/66qsyFicnJ7AsS2iki5Tls/rnZciYMug4Z4d7sBIhz5o1A94cH93oMfI5yaU7joNqtYpqtYpOpyNyznr8+mQrAEJ7kqsnlRkOh1EoFBAMBjEcDhEMBrG+vo5QKIRqtYrV1VVXbIDPxKYDxI5zdkpSKpWSMgmO4+Dg4ECeRQePdVBSZzSR9mRqKzl6feg4y4LQyyba1+P2PCzBp8kD/6cA/sCyrP8BwHsA/uWnuNZTzUSRpqCTvmCtCK30iISpeFgGVW+G4ecucon5vp58v98vvLbO6U4kEnL0Gw+dmE6nsomHgTO6gAwmMYMlFouh1WrhG9/4BiqVCq5fv46NjQ0REAoHBcxsGl14caF8Fj4HDxpgxgdzZzOZjCw2Zh/U63V8/etfF4HVPxfRCJwvr2pq/Izf75ezHfmdbDYrJwC98sor2N7eFtdUb6JZLM6P4CKaIWJj2tbm5iYajYYcXNBsNlGr1Vz8pFffuBi1bHDhU6HrMeD3LqMQOP5expbPrsfN60df/86dOygUCsjlcnjvvfckDZVKwMsgXGRozHWl53I6nWJvbw8rKyvisb300kuo1+vw+XxSs5t1QczCbfQgGTwcDAZ48uQJPvroI0wmE6mPQ2CUy+Vc1AGBmWVZEvdinzKZjHDfoVAIq6urmM1myOfzcghMNptFqVQSypHjVK1WpY/0XhjcJVgLBoMoFosIBoOuU4t4RsFisUAmk4FlWRiNRi6qk16D9UmMIBwOy2eYXMHDrBlw1wBjPB4/N837Aylwx3H+EsBffvL3YwBv/CDfZ3sWajE/y4ejMuXvbreLnZ0d4c1IbXDw9vb2ZFA1/eGFUE06BYAEQYj+B4OBoG0dhR+NRjg6OsLu7i5arZbLReNE6B1u2pugMsvlcmg0GnjvvffEW7h9+7aLi+SGAV1pkGPkRQmZ3J0WElYfpHIkJaXTGiORCN588000Gg3cv39flIPm483f+v46WEQOUKPyTCYjWQ7lchnf/va38eqrr0pgldwrz0rUqXxa2ZLjpKHr9XryQ6NZq9XwN3/zN9jf35eDQPQ8AJAFZQaQdIqrRvEajV1kEEw5NikR81AJ3bQHoBdzMpnE1tYWbNtGq9XC4eGheHRMZzWLO/H6nCuT/jD7yM/s7+9jbW0NmUwGxWIRPp8Pr732Gra2trC3t4cHDx6g3W4/JW+8Hvnq/f19PHjwALu7u9jf35c1Eo1G5bzQfr+PaDSKVColm2KGwyEODw9Rr9dFbmlIKFPJZFISGTS4o/JnyiNBg661rQu/AZB16jhn2WLZbBa3b99Gq9VyrT3OmzaakUhE1hOpLWbCce8HD/ggCNT0TTAYdJVj/rtG4J+6PS8yIB/MQRuNRnjy5Am+9a1v4etf/7rrgfWPVl6cUJ6Z9zxGhBMPnOcWP378WHZ88YzAg4MD4bZrtRomkwlisZgscGaO6GAd04rIiTEKXqvVcHx8jJ2dHdy+fVv6qXN5tcCZzUuZaKWhr0eBo2t6fHwsipPPn8lk8LnPfQ6dTkcQrJfi9goOaQRuWedZEVQqa2trWF9fl52tlmXhgw8+QDqdxmc/+1nZPKM9K230+Bpw7grTjY/FYsjlcrIxYrFY4POf/zyi0Sj29vbQ7XZdY6P7SVdZ0wM0PmbqIb/rRZV4GdSL5sW8jjmH+v/5fI5IJIKNjQ385E/+JEajEd555x0X569Bj/m/1z01F8zMKno65XIZy8vL4hUSSFDWdRBVB94Wi/PKiJ1OR7KoSJnQG55Op2g2m1hbW5Occp7ARVqFIIMeKIFUKpVCqVSStNzRaCSHcIxGI0QiEXQ6HZec8h7AWYICdzJTnvlZKuuNjQ2JDWlqlxUaef4uN+oRBPAkJAbh9fxTts3kDB4wYW74uai90EONn9U4kLRk1WoVzWYTR0dH+P73v4/33nsPBwcH4sLp7wHudLZIJIIbN24IWtObHC7rJ38T3T1+/BjRaFTyOBeLBY6OjnBycoJqtSqCp+kOnvbBtC9aaCIK5pjH43Ekk0l0u10cHh6i3W5LeqSebJNP9kJTJmK8qPEA6cePH8uC4zFa3IqdzWaRSqXQ6/WeSlkzjSabl0JnvxzHcUX90+m08NhcFPoYLB1s1YtMP6fjOC73Wwe8mHLIY9Fs2xbPTZ+s4+VV6DE2qSLg6fNKvWTosvE333+edbG7u4utrS3k83msr6/jx3/8x1Gv10WWOOfss74HjyTTdV58Pp+kDLKkMzfAsJxyrVaTjA6ONT1LXdPcNIaVSgW7u7uIxWJYWVnB6ekpvve974mCopGkrJAOY2BzeXlZ8qrpheXzeTx69EiCjYlEAuFwWM7B1XnYlmVhOBwKgODzsjGHna8TCWv51Wm6RPeO40jNl2q1KuPPjDV6i0xiIADQtBz7qMdOH0r+PLLwQhH4ZY2TS+RarVbx4Ycf4uDgAE+ePJFsA2acaD4SOOevAUi+9Z07d8TacuFdFPAD3FkLDJw8fPgQwWAQpVJJ0v6IvHUNX53sTyXBBUYFwUwU5ocmEgmk02mMRiM0Gg0cHBygUCi4tnZ7uVYXIbjLkB8AiRO0Wi1Je+QW4EwmI7vTyEEy0n4R+jYVtlc/qVSWlpYk/5tHehWLRRweHsrhAESLemu8Nhxez2z2hcFZ1pVwHEe8DQY5zXQtrajZ9LxpA6aRrSlLJtI1FbVGxGYz0bnmwL/73e+iVCrhtddeQzKZxO3btyXzhh4Hx0vfm6iXnD4A2SyztLSETCaDbDYrAezDw0OR+3a7jU6ng0KhIN9lZpaJ/HWr1WpoNBqIxWJYWlpCr9eTQyOYFsrA9HR6djo9A5Q8F5c8M69N71Ybetu20Wg0JEZl1jrXWWq6ETFTfrjdXtN1GkBpBU76hl79ycmJjLNOawYgAVFSvFTsem7pXZPC+ZFQ4FrR6AELBAJoNBp4/PgxPvroI3z729/G3bt3XafjAN7RWtN1DAaDyOfzwpvR4pq0gtmYisbdlgcHB/j444+Ry+VQqVQQDAaFS+ZGA3J7rVZLODrttmoFRAM1HA5xfHwsOzqj0Siq1Sreffdd3Lp1Sw7O1QWtTMut0ZaXEtHjqwWJm4q63S4cx0EymUS9Xkc+nxckUywWhcaYTCYSDLqMtjKVGT0YBolefvll19Znco/dbleUt06P44LSMQyTk9bcJFEW84h5yPV4PEY2m0Uul8NwOESr1Xpqoeh+652HfE//8Lk0T65lz0uB6zm7yEMyUwi1kXn33XdFhr/0pS8hn8/j85//vGR3MF5hlqdgI3qm0bx+/brsZrZtW2p59Ho9pNNpQaQsWgVA+OHl5WU8fPhQDLtuRJ76qDl6zIFAQIxFIpFArVYTT5XxKmYhacosGo1Kv3gQOp+p2Wy6zqYNh8NoNBouusIMNsfjcQmeTqdTKSyn87g1fcu5YjCSlQdpIHT1UuD8DFXSOzSe9GRJ1zEdFoBkhz0rMA68QAWuEQwbO+zz+fDxxx/jD//wD/Hee+/h6OhIdoHpraxcqEzV4aLQxZGA8ywCvd2dfbisdTodqcPQaDRw7949dLtdrK6u4t1338X7778vk8z6JvQGeJIJhYH3Y7CGCpfUCrMoksmkLN7vfve7uH79Ol5++WUUi0VJ4zLpIhP9mcrTixPn94hgJpMJnjx5gs3NTeljIBCQ0qVra2uSEsncenP+TANlGhIa1kQigRs3bqDVauGv//qvkUgksLW1hWw2i3fffRevv/66KHvu9GOQjuNJJERPxlSWlCPu8CSN0u/3pXJdsVjE0dGRcJheTRskGlD9nt61ydc0f+mFpHVKG5Wz+Rn9/ACEswfOgMU777wjG1nefPNNbGxs4Kd+6qcQj8exWCyws7Mjcsh+ECwwIFksFlEoFBCPxzGZTOQEoeFwiF6vh+l0imQyKbJH6oXPl81mcevWLfR6Pbz//vtPnVzT6/Uk9uDz+fDw4UN885vfRDQaxfXr15HP5+Hz+dDpdNDpdHD9+nUkEglR/NevX///2vu62DbTK73nJSVRoihSpCiJFPVry+M449H8eMYzmR+jEyNpdxIkbVAs9qppu0Bu2sX2ohdp9yJ7uS3QAlugKDBtt0iL3W6DtsEGAVq0TeoUnpnMZMbjieWxZdn6lyhRpEiKoihRJL9eUM/x4euPtpCZWLaHByBEkR+/7/0573nPec7Pi5WVFUSjUUmkS6fTorFTmeHcELPnfDCPgWeZagVR8wijTrhRaAXJhsr4WUdHB7a3t5HL5eDz+TA5OYmzZ88in8+LY1Nv+tlsVtL5aVGwrWwTw475vEdagNukzfqlpSW8/fbbmJ6evkfYkdm1ZkutwMYp+Vm5XMb29jbS6TROnz4twv5BRNNsd3cX6+vr+PTTT9HX14fz58/jo48+wu3btyXlmMezEVPjDsqsQjIb4z8p6NknRltwwXo89dhnYu7sDyNj9Cak4aOjOD54DaELrT1tb29LtA4XIWNiWWdEO61svM6GGPQzjaln9Z08eRIjIyOYmZnBBx98gEgkIunyABCLxQRyIi67vr4u2j81dApz2yLRES960XIeuru7MTw87OrMdvtf85IuTcD76o2LfEq+tNvF6CXOs114i9e6/SU5Tv0Is1u3buEv/uIv0NfXh6mpKQwNDTVYn4uLiw0Wa09PDwYGBjA6OopQKCT5EDpOmSewMzmKmxRrpO/s7CAYDAoU5TgOzp07h1qthuvXrzec2F4sFpHNZrG5uYl8Po+bN2/C7/fj3LlzUuOER9edPXtW5pUHLPP/dDotznY6LZPJJDo7OyUyxOv1YnBwUI4/ZDQSLRG9RmznOnlEbwjN4DLyAZ8RiUQk89Nx6iGA3ESZ00AIl/BVLpfD9PQ0pqenG/hLV0W0ra5mdCwC3E3IkMGz2SwuX76M6elpOX+PIVEU2BqDs7FebXrqe9sDchRB19PTI9UDWbZycnISw8PDuHHjhjAJUNeKuDPrmGGdPalDCVnRkG1jgaHd3d0G/JbF8mmyEdLR/dAbmRYYbn/5G1oDWrPS9Z6pmdAH0dnZKQlHtVpNrAE9vm7YsZ6D9vZ29Pf34/Tp0xLJcOLECYTDYQQCASSTSYyMjIgDjen0LBBEOERDKlyQ7LuOpqDWqQUmTfShoSGJ0bUhOJun3IQ1ycawNZylNSgNMbFN5Be9CbHt3IT4TB2SydC0arWK27dv4yc/+Qn8fj+GhoYwODgoERLlchmZTEaw3XA4LI5jHeam66kwV4L8ure31xA6t7OzI6fWM7chFAphbGwMCwsLsh5I+/v7uHbtGjKZDLLZrGwe9Bl5vV709/cjFApJTRBGQbFNmUwGbW1t6O3tldyB4eFhABA83XEcif/u7OxEuVzG5uZmgzLFMdYQh1aA9Oas515DYhyXUqkkGaAHBwdYX19HLpfD1taW1GBivDehqrNnz6K3t1ei0W7duiVzr31luqjdg+iR0MDZWGYl/upXv5KMRb0jaSxZC3EuKttM5fUsrE544qjELEA6FcvlMkZGRoThKKyr1apoEnoiGAlB4UJhCNxN0yckYmdz0eFEk4o1QOgf0GQLTlvztYUrP6MDC4BsHB6PRxYOKyEyjKtYLMp19pg/CJZynHrkyeDgoBT6DwaDeOaZZwSmunXrFl599VUR4FzcXLzpdFrCLilAOL46qoFtITxVKpVEq2RyVSwWQ61Wk0QKm9wUA1uA8xo9l3oc9G80Bss+sI3kB7fNgc/Xn+vcgL29Pbz77rsYGxvDV77yFSQSCQwNDWFqagrLy8siwIj7RyIR2UQ4foQmGZfMsq0U7hwnZgyS93Xb6Fi0HdnMkdje3obHU68vTiWhvb0dwWAQkUhEIEfyYHt7O/L5POLxuFg+tASr1XqBKm7mHDtqusYYyYru6+uTdrJNWoBr/tQWJedEz4P2WVUqFfT398PjqZeNXVhYQDqdRiaTkbDFSqV+gDKVpBMnTiAYDMLj8cDv9zfcl9E8lUpF5M4jK8Dd4Auv14tCoYDbt29jdna2wUzRESNcuFq7te+rtXCPx4P+/n5MTU1hYmLiSNCJbhMZizvpU089hf7+fgwMDIhpz7bSJKXmw9hULlKaVKytzAVODcfn84l3mt55htX19PSImfYgs7/Zd27moD5FiIKBphzbvrGxgY6ODvj9fslA1feycW83KMdx6g7SWCyGwcFBwVcDgQBKpRKSySRqtRrOnj0LY+pJWDSBK5UKQqGQhJdxYdl8wTZwobHWhE6eyGQyqFarGBwcFHjLjYf0/6xlYYecUlAcHBwIzur2W61QkBf4nqGl3PRtfwb5WKdZsz28NplM4qc//SmMMXjttdcwOjqKoaEhnDp1SjTqvr4+yWrd3t6WZCUKLfoJ9vb2JEOSOK0uR1CtVtHb2yt1hlgZkfe0FSQmUxG6oqITCoUQjUbR29sLYwyuXbsmB5hwPmu1epEnbuJMVMpkMhLjz3EgD3d2dmJnZwfZbBYAJJ5dW2i6jRxL9o8HsXDetKJSqVRQLBaRyWQQCoUAABsbG1haWsLKygoKhQJSqRRSqZTwI8cul8thZmYGa2trODg4wObmpvgTCPcRrqUsOIqsOjYN3DZPPB4PisWixJ1q7FJr0xrPsJfoAAAgAElEQVTn1gNtMw4XyODgIF588UW89dZbiEQiol0ehbg4ksmkaN/Dw8Po6urCxMQE5ufnsbCwILjb+fPnxdn37rvvIpfLSfvoUAuHw1IHmMIoEAjg/PnzSCQSuHz5MlZWVgRPpxakTUPWi7DHErg3oUQLU1vgcizpeacprTdNAJK4xM2TMI7GCrXw1p9rYiQNrQtufDx9JJFIYHJyUsIbq9UqCoUC9vf3EQgEpArkzs6OJGnY8IXNF9R2y+WyLDJGMNAaasabFFjcYPr6+qQPfBYLO42Ojorw0THWbA+LFmkLQWvYOrrILYmDEQp6XilUPB4Pbt68CaAe/XTx4kUUi0Xk83lJ/ya8wCgpvUGwzg83E8I7DNPjBkgoKhwOi7ZNJePOnTsNpVQ9nnoqO8eZ0FVbWxsSiYRcx2iXdDoNY+pJM4R4yOvxeBzlclmSecirrFjINTQ2NoadnR2RH9FoVMJIdVSHPpWHyTZ0PEaj0Xv4nxst/QNerxfxeFyKbhEKo7JgOzCBum/pnXfeadgMHccRSKlWqwk8SdjqsRDgwF1zk/GmHAD9fTNNkjged0qd7efxeDA1NYVz585haGjINdTpfkTcmUWXBgcH0dbWhkwmI9ENLKITiUTwxhtv4LnnnoPX68XLL7+M6elprK2tYXd3VzzWBwcHGB8fRyAQwOLiIsrlMqampvCtb31LBMCHH34o8eZ7e3tYX19HOp1Gb29vAxarx9JN63UjW2PWwooWAAUymfD06dPo6uqSxUGtwU3rbtaGvr4+DAwMIJ/P4+c//znefPNN9Pf3Y2NjA2tra0in03j99dcl+amrq0uKf62urqJQKODMmTOChbOWBE1qG6LQfSXEdfv2bYTDYTHLt7e3JRJA86QbzKYLRWnMnxsFD2ymo4qlVwFI4TMbMuOYa4GtLSSa+tTISLqP/J6RUNevX28o9kXtlZu+rm9NAU3Bwz4yUota7cDAALq7uyUmG7gL+ZTLZczMzGB+fv4ebLmrqwvxeFwOQh4YGMCZM2ewu7uLK1euiFbu8/kwNjYmbdrY2ECpVMLY2JjU9iaUQ17iQdRM5iEfVCr1+ub7+/tS+pbrhpuSrYFTOOdyORH+HGcNcbFgWiwWkwMlQqEQxsfHxR+WzWYFSkmn08IDlCGUTxzLzs5OxGIxSWJLp9OYn58XRWB2drb5YsYjgIFrE4XYG3FgN+3KxiY1rAKgQes6deoUXnnlFZw+fVp24KPgSiRqm8z0mpiYQCAQEO2YjrRqtYpnnnkG4+Pj6O7uRrVaxcjICGKxmCTHXLt2De+++y4ODg7w6quvYn19XU73GR8fRzweR6VSwcmTJ7G5uYnl5WURDisrK1hcXBSzkyFPpGYQgH2NrSFzvPgbOkn1GPIwX5qpxOrvh9G5CfPBwUE8++yz6OzsxOLiIi5duoQ333wTi4uL2NzchMfjwdjYmMAeOzs7uHnzJhYXF7G1tYVEIiGxwaz9zBPQCffYfEUNend3VzbS8fFxhEIheY4bZGK/JwZPIcqIDN6/WCyiWCw2lE8oFAriRGP0i66xQquR0RX8n2PPF8e8WTvJfz09PeLEZGTT4OCghIhSc+Qc69OkKLyJ5dPBzOewDyy5oDHi7e1tzM7OSvKN3Ub6Uvh3a2tLqk1SoLLMBe9XqVTE4iLsorXvQqGAfD4v59v29/fLeBHmYAkM8q1OmtFjSUuFJQGYAcrfcs7pgOcJP7QOdTQcFQm2OxaLCTy2srIiuDd9YayvwqJdtJZYp18X3WpGj0wcuI3PageZZoxmGLC+vlqt14o4d+6cVG7jdTa53Y9EDWFwcBAej0fO0dThZLVaDYFAAC+99JI4NQ4ODqTKYFtbmxwDBQDRaBRPP/00vF6vpCX39/fD7/ejVCphYGAAQ0ND6O3tlQgCerfp+NERCXZf7P9tp5INbegoCpqOmsn39vZQKBTE7PT5fII7NoNm3CgajTbEEy8uLuLGjRuYm5tDsVjEwMAAgsGgJPOsrq5ienoan3zyCfb397G8vCyWQF9fn8QF69IEGsphlAY1q7W1Nfj9ftmQCEu54dacVw3zcS4ZI82oI0JcXKj83fr6OjY3NxEMBgW/5/hyzOk3IVRAPmdYqfbz6DXAGjzUqtvb2zEyMoKRkRHJOGWInVZ2CNkxd4K8yj5q/tBRMzrmntoqtXVqnm5Wi7YwGNGSSqXE96EhUo4drSqm9HOD6evrgzFGEmX4ovOV0JDeDKmVE5LQFieJsGGtVmvgI24ukUgElUpFfF2EHWlx0R/E+t/0VTC2vKurS5L8dJlpQkADAwOCIDDyiz4yXbOlGR1bGKEWupw4Osps/JuLgiaWW7gcmZwTNDg4iAsXLmBsbEyKNmnSjM022UQHCk9AoQdZCzzHcTAyMoJXXnkFwWBQMEldT4Hp6tSwR0ZGsLy8LPGixPyMMQiFQojH44jH41hfX5fsNDK4zsbUfXHDy/RmaAtb+xpaQGRQamFMD2aFQAoFvTm4CW77Mx7sGggE8NRTT6GjowNXr17FwsIC+vr60N/fj0qlglwuh+XlZTmA+s6dO/B6vchkMrh8+TLC4TDOnTuHUCiEtbU1cYoR1tEOMJ5ezhDQF154QSItgLsFhey2az7ii5p1JpPBysoKMpmMFE3SfArUBfDS0hJyuRyMMVIagJEj1Kjp0CZ/kG84fuQlGzIZHh7G/v4+1tbWUKvVJKFmYGBA0seZRct5YtElAKJd62gWXa7BXl96/THZpL+/X/wBWimwrT6mmjNBiBEx2olPIer1emVzZqlYfbxYqVQSZYJ90r4DjithQJZpLhQKsnG78Sn9S6xxRJiD7WeSW6lUQjQaxalTp6Q8LPla1yivVCoNJQKSySQWFhbuOQTD4/GIb4l8w/Yw3+FBdKzFrGwcMRgMYmxsDIFAQGqKaAaiRgK41zBh54PBIL7zne/gpZdekspgbqRDvNyIWgCFGr3tOzs7KBQKEiFy7tw5jI6Oyr30rlypVLC4uIiNjQ0Eg0G88MILUv+DOBi1Ea/Xi0AggKGhIYyOjmJmZkbSzYm305zUG5Cb6arHg33VTjN7/KhdcecnZJDNZnHr1i10dnbi9OnTAhMVi8Ujad6kcDjcEG45OjqKVCqFtbU1hEIhdHd34/r163AcB++99x4++OADJJNJiU3f29vDL37xC9Esz507J5XtmE2q45V5YnkymcTy8jI6OzvF0UjNkIJAj1ulUpGTVIC755vys/n5+YaqjLQAqL1R66eJzxKh7e3tUieeQpqHfNAKYVq33+/HtWvXsLu7i+HhYfHfkN544w3k83lxlD/33HMYGxuTzdjv9yMSiaCrqwupVEq0ewpchqFyTVGw6XWmhZ0+aGNzcxMbGxsSicXDQDjuOloGgIQc+v1+9Pb2IhwOS1Id8W+PxyM+nng8LqUb2JZQKCSWGfmTmmq1WhXcmhEthMioiGiBzkNfNF+Ojo6K5k1FoFQqIZVK4Ze//CU6OjqwubmJbDaLpaUl3Lx5U7DzqakpfPnLX5YM5nK5jKWlJczPzyOZTEo+A+UZrQvKuEAgINFrFOCch0c2kccmMl44HMaXvvQlDA0NIZPJAGgUUFwg1Ex0ajMnm9EeY2NjghVrxtRp7VprdxNA2rTibujz+bC6uirZZQAQiUSEYbQzjQkbhUIBPp8Pp0+fxtTUlOCe1AqYPsy+8j7EK2OxmNQmqdVq2NzcbHC8aaedbVHwfjZkpTUzABJJwzNDqY0MDQ1hcXER2WwWs7OzKJfLOHnypIy7mxB3swgYSkWBt7y8jLa2NkxMTKCtrQ2zs7OYnp7G3NycCDrdVmPqCR2XLl0SKCkej2NhYQEAGpi9Wq0fiJtMJrG4uIilpSVcvHhR4C+GpPHkFQpx1gC5ffu2bN6sxcEyAnNzc9jd3UVPTw+6urrEkmKCCdO3t7e30dbWJpvE8vIyZmZmxLFGBzmtHobmse71ysqKOMo13wLA1NSUFKD69NNPkUgkGvjY660fWM3SAdVqVcI/mQlMiImaIzVYnRnKCCBaZ4VCQapksnCUxuttvxVwt9of637TGWlMPRU/Go2iXC4jlUrhq1/9qtRBYeZiLpfDxsaG4M2EKemo3N/fRyqVQltbm/TR4/FI+COraG5tbWFvb68hhh2AKFJaBhBaSqfT+Pjjj9HT04OzZ8+Kpk3Iq1QqYXBwEP39/RgeHhYLnSGq9N/EYjGMjo5KOVxG47hV3tTr2g2WsulIAtwY0wvg3wE4C8AB8PcBzAD4LwDGASwA+F3HcbJHuZ9NNNtYyImwAXD3zEJqjFp75HfAXQ2TzMYUfA153M/p5ibEKWh1mVKafAypIixAbYwJEtwg1tfXZRdmqjPDsvRk6VM8eB9uGplMpiFF2BZudsiSm1/B7jsz2FgNsVQqiTlojxXHZnd3VzBMJkjo59hjqml6ehrDw8MIhULwer2YmZlBLBZDtVrF4uKiODOZaKNfXPCMtLh69Sq6u7vxzW9+U6JStra2BIIol8tIp9NYWFjA6upqQ8EiLhhuQLqflUr94Ifp6WlEo1EZi0qlIvglK2Bms1lsb29jfX1d2kVrj+WAqY21t7cjnU4jmUzKvJOPe3p6BDYgRt7V1YUzZ85IJt+NGzcajgHjUYJdXV0IBoMinAqFAiqVimD9xLwJTe3s7EjJAmLF5GMKNW4sdARyfPb29pDJZMTynJ+fl9IP+gATm/QcUoPf2tqCz+cTfw+deTyqkA6+iYkJgZfYV6b4B4NBmYdisYhYLCZ+BgDiK2IbNcZ8v7byLxXBnp4elEolxGIx9Pf3ixJJhSQSiUhbGD567do1gVx01Brj1Nm2aDQqtWh0vogNe96PjqqB/ymA/+k4zt82xnQA8AP4pwB+5jjOnxhjvg/g+6gfs/ZAsjU2vfNxB3bDV4k5a9xWd1h78bVwdHu2hnCaDRTxQa3dUAhwMrq7u0VLokZFhuHhq9VqFd3d3YhEImLO6k2J5iFDoFhSk5oXq+bl83kxGzVRwOn+2jCK7i+FNwU3nb468oD39Xg8kuTBRWRHweix1c/U18zPzwvez/IEDLdjaWA7KsTW5Llpb21t4ZNPPsHAwABef/11GGMkbI+HQywvL0sRtBMnTkhbaCIDuGccGQVx9erVBmtPx77ncrkGC5BFpnhPQg10tnHsmRzDsSEPcdEzSYnYKTV/atFagLM8ajgcFrOdjjXyrM4GZAZtsViUEEama5NXeeqRthy5ThgGSx6tVCpiZbDP99vECTfQedzV1SUaKxUuptfHYjEpXcw1yFr5zGy2o864QXE9akc2hWhbW5tE3tj+MLc2a35PpVK4c+eOaPSEPWiVsRwzlZxPP/0UqVRKavkQYqLg1idJsXSvVsK4gRwlYu6BAtwYEwJwAcDfBQDHccoAysaYbwP4a4eX/RD1o9aOJMDdSJt/dC5RgGjnEK/Vv9MONQo94st6c3AcR6rs2Wm/bkTcUWu5ZGzWEaEZrmuVcBPhAu3s7JQKeDpMklg2wwm5eHRYF3HZ3d1d7OzsoK+vr0Hw2P4E/RlwlyHI1GRMQju1Wk20GuDew6NZN4SOJZqAJL1o7fHW40uTmxsgBVY+n0c6nZaNznagse3auXZwcCBHsPG0lFqtngjBmtN37txBOp1GW1ubhNZR6NrVLDXcxOO/iB1zDjTcxLHR1pBtDZJnbAe8dvrpOhg8kJewi87YZLtJKysrcgYk+YkOPeBuDXRutDpzk+UfdFv5fD3utVpN+DqbzUq1Tc4Js5O5LputJR0NRAczSyp4vV45wIEFzWiVMIsZqFscPJiD2i+dnl1dXbJh0mmsayTt7u6KcuJWNkHzuu0TosDd29vDjRs3sLm5ib6+PvT19SEQCGBubk7GmYI6nU5jdXVVIozoT9IbDh3BtLxsKJdRQs18c5qOooFPANgE8B+MMc8C+AjAHwIYdBwneXjNOoBBtx8bY74H4HtHeI4wDp0M9q6k3+vB1mZaR0cHwuGwYKv8DXfe69evS2YhD3fgNfovAGFYnVZLs5Yec5qbrP/N9jDWc29vT9LuGaXCaBI6W7gguOA8Ho/UdKCjg04yjYXa/W82pqTOzk709PTA5/Nhfn4extQdqKypzHHi7/j95ORkgwC1oyI0TNMMtqFwZPgdABHehE20r0NvBnY1OUJO09PT8Pv9+NrXvia44/z8PLa2tnDjxg0AwOjoqPgYqH0yyoCnp+h702E8Nzcn889n6s2NCoFeeLrNbp9TmJEoxHkAA7Xy3d1dUWIGBgYkaoP0zjvvAKhXbWQ5AIat0sJivoLf75cIKvIvz12kNs1NgHHKeuNJpVJYWlqSuum6nK+Oa9eWqp5zKkoUvMFgsCFhj78jPBEOhxEKhSRUkj4ibnyEs3h+JiO5dnd35dQg4uCMBqHzsll2o71+tEzg5kgLZH5+Hm1tbWL5HBwcIBqNYnR0FH6/Hzs7O2Kd+/1+RKNRJBIJLC8vC8zFGvznz59v8GFRUaBj93PRwA+veQHAHziO874x5k9Rh0t0hx1jjKsEcRznbQBvHw5IwzW2EGbje3p6GtJJyRiMSHAT5hSawWAQk5OTGBwclIwuasYdHR24fPky0uk03nzzTbz22msIBAKinenJAyAntthhYpVKBeFwGLFYTBg+m81KlTaNuTODjSFO1LxZYItMTHObmtjk5KR4wXt7extO4NZCnBqUNeYN40OLhGbf3NwcfD6f1EHRmq+9QWpGsgUWSWvIWhhqBqQTjDAREzeIW+okIZs3+JkWmoylvXTpEsrlMl588UWMjo7i/fffl4pwQ0NDcpYh67joMFSevsJ2EtKZmpqSuha0DDjvHAe+mETEDZZ91clo3PAYS09NmBUCaY1QEKVSKXR3d0uddK/X21A+4cqVK9jf38fTTz8tWYHAXXiI2jr9KmxrsVgUQaQd3+QFDaHkcjnMzs4ilUo1OB6Jmft8PnkOlRC9CXOcfD6f9JGx2wwhpXYaCoVEk6ZDkkKbqe1MZ8/lckgmkzhz5oxsIo7jYHx8HMFgELdu3YLj1OvudHZ2IhKJNDha3UhvvJQj3OATiQSuXLki64gyiI5g8lE8Hsfw8DDS6TRSqZRAWXSabmxsYHt7WxLI8vm81Kyh34PFujo6OpBOp++p7OhGRxHgKwBWHMd5//D//4q6AN8wxsQdx0kaY+IAUke4VwPZux5jRL/+9a/jypUrWF5eblg0Op3ZxlmpPZXLZVy7dg0/+MEPJFVapw6XSiUxtUKhEF599dWmWv3Ozk6D1su0ejo2GQnQ1taGxcVFETA06bLZLHZ3dwVCoeZCRqIAYcIBAHHG+f1+nD17Vs4TDAQCAn3oMCgKcC20NUN2dnZiYGBAYqJ3dnaESWyt0oZibMbmZ3qD0tqlLcA10RTnYbSsf6H7ojdjW1PSG4f+7uDgANPT02LxLC0toVAoyIbH8aVA0JsKrSAK3lKphNnZWeTzefFtkKcIQ9hQlQ11AHdrfGviHBFG4DN5DBq/ZxgqtW46SPWBDtwAenp6EI/Hkc1msba2Bo/HI6V3Q6GQ+GN0WKO2Kvii8Pb7/QIFbmxsNJS10H4Wu9aL5ht73n0+H8bHxwHUYbRIJIJYLCbwk9dbr+PNeiCMvOFaZTEsrqX29nacOnWqAdoCIGt1fHy8wVHNudOWQDOiNkzlYHt7G8YYOYGLY6fDDY0xWFhYwObmppR/4IatHalLS0uyedGBe3BQP8yZPM1a+6urq3KE3YPogQLccZx1Y8yyMea04zgzAC4C+PTw9V0Af3L4968e+DSLOFg0ryhQEokELl68iJ/97GeSrEGHkm2mkihEiI+S+RimxRAkfTI9w6RshxuJzMFFZwsVtp8CnrVOiNGR8ekwMsZIf1ntjc/VqczsGw8/YN0Px3Hkd2wLNSaaooQfqBUyEkJj4TrbTM3zPSGHthbN69xwb/3SmjqJGw3HjBER+hrbDHd7lg15AZBDd1dXVyVjlWnX1C71yfZ6A+KZo0Ddv7GysoKtrS1pG2EXHWpoW2R87ybUSPwdfTt63qjF6/GmEsD+6MJbwWBQKvmx3RRgfCZTvRktQziPgofXtbW1IRqNinOc/BkKhWSzJYSoBXmzubbXkcdTrwbK9UArc3h4GLlcrgFuoKXI8ETyut48Wf3Q5gWuHcIntoywlZNmpJVD1jo5ceKE5BzoaBMqH/TlaD8TsXw6kWl1MuSUYZVUzNrb2yVKh0WtPs848D8A8OemHoEyB+DvAfAA+JEx5vcBLAL43SPeSwaKpjCFHhmlo6MDzz77LLa2tqQOdD6fF6+vjkahtkJzivfjhHPn7e7uxunTp3Hy5Ens7+9jYmJCnAt2LDnJFl7E1XgNJ45ee7aP/bDrpZAhgbvhWly4jF6gJsdxGBkZwfz8vGCVFHIkYsu63gOvoReeC1EfHUVy07D5102j0uT2nV7QdhwrP9Nj2OxZWojfDwvk2FHL5NF0ZH5qtDp5RS/qkZEREe6VSqXBWcdFbId4sX9a67SFmIZZdGQUeYHanoaHdMq6Xh8AGhJkaFkAjUet0bSn1syEMx2dQuHHdcTQ3UgkgkwmI/BDIpFALpdrmB8tVLQFrNebnchTq9UEKtre3pY5GhsbkzFnW3w+n2wkhUJBzmkl5sxYbzeoz80qd4vOsknPE+/BTZvVQycmJtDZ2SmWEKPE6EcgPEOBTqu9VCpha2tLcPJgMChJPCyxEAqFpE+sn8P13KzNmo4kwB3HuQrgRZevLh7l9/e5b4M2pMMAh4aGcPHiRayvr2N9fR2rq6vY2NiQgun7+/tifj3//PPweDzY2dkR2ISaDsOyIpEILly4gJdffhkAZJI0M7i1D7iLaRIfY3t1hh7LSGozWIfl0XnE6ykgaOpRsNnp3azg5zhOw/FmJGonOjSRwoH4LRefxmVtgekmrO8nwO3xsgWjfU0zAc32PojcFiLvyc2RjA/c3SC5EXJh68VarVYxOTkp80QM2nEc2ei01UDe1Bu0Fra6nVprZbuNMQ08Z/fDjsAhb1C4kzwej9QVMcZIiQNd+5xHpGnohps8sXANSdDJx3C7yclJKbhGwaohBt7P6/VK8TH6cfQcVyoVwfsZuWGMkcJwhEkYXke+3djYQDabRSKREKiLc8k5t8fOTcOmVaKv16T5gWPL8ebG0dXVhWg0Kv6DXC4nYb27u7tSA0WHEBtT9xesrq4iHA5LhjlhUwY10Nog5Lq3t+daLqMZHUsmps7cYrgfB5mmZqVSwdDQkDABK6rl8/mGmFqejK0Fl4YjaEbTSaCdTSR7EnU79TVsmz4EgMV8GEGgNwR+7sZUZCwuaGK0XBTsSyAQwPPPPy/35QLT8A61SzrqqHlVKpWGU8W1INDaolv0iBZ42irgb7UQsjUYrXlqaqax6/faetDWgH2tfc+9vT1Z8LrcAaEQWir6vvv7+1KfHbhbt1trzNQQtWarMWzb8iHfcG75bAo3Rvzwc/aVmzp5jD4KXQeExOqKTOCJRCIyRxx7muoM96PAZg1tncDz3nvviSOOEU8cg0uXLgk0yBBE8j2xe8IJtqOQY8U8iLGxMRSLRVy/fh23bt3CxMQEJicn5dAJXSOeSs/c3BxGRkYQDAYbFB8KcWrZTEzi8zX/8n83sq0/zaM6MigYDCIej4u1zSqGTGyickaHL9vl8/mk5jeVOsa1M82fvqFKpSLx/w+yfknHIsApkAE0LAZNuqgPX9yVdJiTHSXRTBhTeHGS9cRq81DjmHatZt5Xt43hhHatcTdhxAVK7Z/3YxQMi2bZGrPG1ThmJKaFt7e3i6PHGNNwLBPvQyFMptTUTJDzL8dKm6X2uOh5ARo3wGZjozcSLfw1X9D8tyOF+JcQRzablagF1hJPJpOIRCJIJBIyXrwvK8q54aQUTOQx4rTaPKfQ0vNLa8BxnIaNXmvoWsPj/TR8QmckNVI+i0Sog4ktlUoF8XhcKj4mEgkRNh9//DHef/99zM7OShKS7ZC8fv06MpkMvvGNb+DChQty8HcwGEShUJAzLWu1miT8UCEyxkgCljFGIjBIOrKou7sbU1NT6O7uxtLSEu7cuYP19XXE43F5JpWzjo4OnDp1SgQms5mJyds+A70Z6vHWyoabQNT3sBUF8ig/57yxtC15jXLDzpLWcAyRAH2oCR3LBwcH8r29hh5Ej0QtFKDRxHQbfL2g9SLidZr0QtfCRmuI2out4Rs9+Mzc4j31e04sP9fP0cLJ3my4w7J9tjarHZm2QOUmo51/ZBBqj8RtdcKIvalVKhXxcHs8d0M3WVTnKAxvb5YaWtDPaUZuMIK+//3IbgPHjfH4HKt8Po+1tTWpz2yn0RcKBRFqdhvswwvor9B+FvaZyWeEbyjQOC86s1H3gW3RySDUfjXf29EzxF79fj+Gh4cRiUQkA5UZic8991xD5mGxWMTVq1cbYDRStVpFMpnEpUuXZPM8deoUEokELly4AK/XK4eT6AQzapQMk63VanKUGftoW2EdHR3iFFxcXEQqlUKxWEQ4HMbAwIBAkeRfat1U+LhpuMF0No/YkMr9LLgHWYf6ei2LCC3ZSoC+ngoT17OOZXecxjo39ng9iI5FgF++fLmh4LrNUMC9XmMbH7yf55ufuWFi/Jy/tzW/Dz/8EEB9IH/84x/fo5G6PYdart0W25mntVq3idbjoNuvv6MQZ2LHzs6OHP7Ag2OpZWohaWN8uk3M/tP4bDOzUrdbv7c3QMdx5EBmAFK9ULdF/97+jvHxxpiGTc1trPg7YwyWl5flmlwuJ4djfPzxxw1aLgCpbb21tQWg7pQmRquv45hz8RHWoCCz48DJC7T47LhwfqcLR3GRU2BRiHPj1wubY8nNhGeW0ucRCASwtrYmpWoXFxclDE5riHrcqtUq7ty5A8dxsLGxgZGRERHIc3NzgknrKCpdn559JV+WSiX86Ec/gk2cx3w+L3Dn7ssAAAR3SURBVEWqvF4vlpeX0dvbi0KhIJsij8zTETuEoD4LaQt8enq6oYSDmxxqRm4au/0bW8mjxU3rz76/dpAvLS09sC/mqKr650GmSbJPi1rUoha16L70keM49wSSHP18sRa1qEUtatEjRQ8bQtlBvQztF42iANLH3YiHTK0+fzGo1eeHQ2NuHz5sAT7jZgY86WSM+fCL1u9Wn78Y1Orz8VILQmlRi1rUoseUWgK8RS1qUYseU3rYAvzth/y8R4W+iP1u9fmLQa0+HyM91DDCFrWoRS1q0edHLQilRS1qUYseU3poAtwY8zeMMTPGmNumfgjyE0nGmAVjzDVjzFVjzIeHn0WMMf/bGDN7+Dd83O38LGSM+TNjTMoYM60+c+2jqdO/Opz3XxtjXji+lv/m1KTPf2yMWT2c66vGmLfUd//ksM8zxpi/fjyt/mxkjBkxxvxfY8ynxpjrxpg/PPz8iZ3r+/T50Zxru6bFb+MFwAvgDoATADoAfALgyw/j2Q/7BWABQNT67J8D+P7h++8D+GfH3c7P2McLqB+zN/2gPgJ4C8D/AGAAvALg/eNu/+fY5z8G8I9drv3yIY/7AEwc8r73uPvwG/Q5DuCFw/c9AG4d9u2Jnev79PmRnOuHpYGfB3DbcZw5p36q/V8C+PZDevajQN8G8MPD9z8E8DePsS2fmRzH+X8AtqyPm/Xx2wD+o1OnXwLoNfUj+B4ratLnZvRtAH/pOM6+4zjzAG6jvgYeK3IcJ+k4zpXD9wUANwAk8ATP9X363IyOda4flgBPAFhW/6/g/oPyOJMD4H8ZYz4yxnzv8LNBx3GSh+/XAQweT9N+q9Ssj0/63P/DQ7jgzxQ09sT12RgzDuB5AO/jCzLXVp+BR3CuW07Mz59edxznBQC/A+AfGGMu6C+dut31RIf+fBH6eEj/BsBJAM8BSAL4F8fbnN8OGWMCAP4bgH/kOM62/u5JnWuXPj+Sc/2wBPgqgBH1//DhZ08cOY6zevg3BeDHqJtTGzQlD/+mjq+FvzVq1scndu4dx9lwHKfqOE4NwL/FXdP5iemzMaYddUH2547j/PfDj5/ouXbr86M61w9LgP8KwCljzISpH4z8ewB+8pCe/dDIGNNtjOnhewBfBzCNel+/e3jZdwH81fG08LdKzfr4EwB/5zBC4RUAeWV+P9Zk4bt/C/W5Bup9/j1jjM8YMwHgFIAPHnb7PiuZeoHrfw/ghuM4/1J99cTOdbM+P7Jz/RC9u2+h7tG9A+CPHtZzH+YL9SibTw5f19lPAH0AfgZgFsD/ARA57rZ+xn7+Z9TNyAPUMb/fb9ZH1CMS/vXhvF8D8OJxt/9z7PN/OuzTr1FfyHF1/R8d9nkGwO8cd/t/wz6/jjo88msAVw9fbz3Jc32fPj+Sc93KxGxRi1rUoseUWk7MFrWoRS16TKklwFvUoha16DGllgBvUYta1KLHlFoCvEUtalGLHlNqCfAWtahFLXpMqSXAW9SiFrXoMaWWAG9Ri1rUoseUWgK8RS1qUYseU/r/SAZ6qRICWy8AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aM9VJtB8KMed"
},
"source": [
"**Model prediction**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "oek8E0uRC7aQ",
"outputId": "98ff2931-b6f7-463d-8b8c-87a6c943f720",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 173
}
},
"source": [
"plt.grid(False)\n",
"plt.imshow(torchvision.utils.make_grid(p).cpu().data.permute(0,2,1).contiguous().permute(2,1,0), cmap=plt.cm.binary)\n"
],
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f2e941cfe10>"
]
},
"metadata": {
"tags": []
},
"execution_count": 12
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6Yejt964KQXq"
},
"source": [
"** Ground truth**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "oSaqT_7sKVux",
"outputId": "80a9ae00-6fbf-401f-dc8d-0a336b67b063",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 155
}
},
"source": [
"plt.grid(False)\n",
"plt.imshow(torchvision.utils.make_grid(x).cpu().data.permute(0,2,1).contiguous().permute(2,1,0), cmap=plt.cm.binary)\n"
],
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f2e9415df28>"
]
},
"metadata": {
"tags": []
},
"execution_count": 13
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
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