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@cwkx
Last active October 15, 2020 15:25
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simple-gan.ipynb
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"cells": [
{
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"metadata": {
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"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/cwkx/74e33bc96f94f381bd15032d57e43786/simple-gan.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
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]
},
{
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"metadata": {
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},
"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",
"from time import sleep\n",
"\n",
"device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
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},
"source": [
"**Import dataset**"
]
},
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"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",
"train_loader = torch.utils.data.DataLoader(\n",
" torchvision.datasets.MNIST('data', train=True, download=True, transform=torchvision.transforms.Compose([\n",
" torchvision.transforms.ToTensor(),\n",
" torchvision.transforms.Normalize(mean=[0.5], std=[0.5])\n",
" ])),\n",
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"\n",
"img_width = 28\n",
"n_channels = 1\n",
"train_iterator = iter(cycle(train_loader))\n",
"print(f'> Size of training dataset {len(train_loader.dataset)}')"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to data/MNIST/raw/train-images-idx3-ubyte.gz\n"
],
"name": "stdout"
},
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},
{
"output_type": "stream",
"text": [
"Extracting data/MNIST/raw/train-images-idx3-ubyte.gz to data/MNIST/raw\n",
"Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to data/MNIST/raw/train-labels-idx1-ubyte.gz\n"
],
"name": "stdout"
},
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},
{
"output_type": "stream",
"text": [
"Extracting data/MNIST/raw/train-labels-idx1-ubyte.gz to data/MNIST/raw\n",
"Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to data/MNIST/raw/t10k-images-idx3-ubyte.gz\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "851f0c2bc6804ad3b800e5040577c2c3",
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"version_major": 2
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]
},
"metadata": {
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}
},
{
"output_type": "stream",
"text": [
"Extracting data/MNIST/raw/t10k-images-idx3-ubyte.gz to data/MNIST/raw\n",
"Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to data/MNIST/raw/t10k-labels-idx1-ubyte.gz\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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"model_id": "e757111b33164580ac710046060dd804",
"version_minor": 0,
"version_major": 2
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"text/plain": [
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]
},
"metadata": {
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}
},
{
"output_type": "stream",
"text": [
"Extracting data/MNIST/raw/t10k-labels-idx1-ubyte.gz to data/MNIST/raw\n",
"Processing...\n",
"Done!\n",
"> Size of training dataset 60000\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/torchvision/datasets/mnist.py:469: UserWarning: The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at /pytorch/torch/csrc/utils/tensor_numpy.cpp:141.)\n",
" return torch.from_numpy(parsed.astype(m[2], copy=False)).view(*s)\n"
],
"name": "stderr"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "q-FdW5HnimG2"
},
"source": [
"**View some of the test dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "BtJs-qxHRLXz",
"outputId": "81e5bf61-2759-4aa9-acf0-24a72ba37da6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 649
}
},
"source": [
"plt.figure(figsize=(10,10))\n",
"for i in range(25):\n",
" plt.subplot(5,5,i+1)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
" plt.grid(False)\n",
" if n_channels == 1:\n",
" plt.imshow(train_loader.dataset[i][0].clamp(0,1).repeat(3,1,1).permute(0,2,1).contiguous().permute(2,1,0), cmap=plt.cm.binary)"
],
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": [
"\n",
"\n",
"\n",
"\n"
],
"name": "stdout"
},
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"output_type": "display_data",
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\n",
"text/plain": [
"<Figure size 720x720 with 25 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Qnjh12UbNFpV"
},
"source": [
"**Define two models: (1) Generator, and (2) Discriminator**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "RGbLY6X-NH4O",
"outputId": "36d4716f-8228-49dc-c073-6704c94366d0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 53
}
},
"source": [
"# define the model\n",
"class Generator(nn.Module):\n",
" def __init__(self, latent_size=100):\n",
" super(Generator, self).__init__()\n",
" self.layer = nn.Sequential(\n",
" nn.Linear(latent_size, 128),\n",
" nn.LeakyReLU(0.2),\n",
" nn.Linear(128, 256),\n",
" nn.BatchNorm1d(256),\n",
" nn.LeakyReLU(0.2),\n",
" nn.Linear(256, 512),\n",
" nn.BatchNorm1d(512),\n",
" nn.LeakyReLU(0.2),\n",
" nn.Linear(512, 1024),\n",
" nn.BatchNorm1d(1024),\n",
" nn.LeakyReLU(0.2),\n",
" nn.Linear(1024, n_channels*img_width*img_width),\n",
" nn.Tanh()\n",
" )\n",
" \n",
" def forward(self, x):\n",
" x = self.layer(x)\n",
" x = x.view(x.size(0), n_channels, img_width, img_width)\n",
" return x\n",
"\n",
"class Discriminator(nn.Module):\n",
" def __init__(self):\n",
" super(Discriminator, self).__init__()\n",
" self.layer = nn.Sequential(\n",
" nn.Linear(n_channels*img_width*img_width, 512),\n",
" nn.LeakyReLU(0.2),\n",
" nn.Linear(512, 256),\n",
" nn.LeakyReLU(0.2),\n",
" nn.Linear(256, 1), # 1 output for real/fake\n",
" nn.Sigmoid(),\n",
" )\n",
" \n",
" def forward(self, x):\n",
" x = x.view(x.size(0), -1)\n",
" x = self.layer(x)\n",
" return x\n",
" \n",
"G = Generator().to(device)\n",
"D = Discriminator().to(device)\n",
"\n",
"print(f'> Number of generator parameters {len(torch.nn.utils.parameters_to_vector(G.parameters()))}')\n",
"print(f'> Number of discriminator parameters {len(torch.nn.utils.parameters_to_vector(D.parameters()))}')\n",
"\n",
"# initialise the optimiser\n",
"optimiser_G = torch.optim.Adam(G.parameters(), lr=0.0002, betas=(0.5, 0.999))\n",
"optimiser_D = torch.optim.Adam(D.parameters(), lr=0.0002, betas=(0.5, 0.999))\n",
"bce_loss = nn.BCELoss()\n",
"epoch = 0"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"text": [
"> Number of generator parameters 1510032\n",
"> Number of discriminator parameters 533505\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "N1UBl0PJjY-f"
},
"source": [
"**Main training loop**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kb5909Y8D_zx",
"outputId": "fdd70bec-17ae-4024-8145-f4649b10b7a9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"# training loop\n",
"while (epoch<20):\n",
" \n",
" # arrays for metrics\n",
" logs = {}\n",
" gen_loss_arr = np.zeros(0)\n",
" dis_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",
" # train discriminator \n",
" g = G(torch.randn(x.size(0), 100).to(device))\n",
" l_r = bce_loss(D(x).mean(), torch.ones(1)[0].to(device)) # real -> 1\n",
" l_f = bce_loss(D(g.detach()).mean(), torch.zeros(1)[0].to(device)) # fake -> 0\n",
" loss_d = (l_r + l_f)/2.0\n",
" optimiser_D.zero_grad()\n",
" loss_d.backward()\n",
" optimiser_D.step()\n",
" \n",
" # train generator\n",
" g = G(torch.randn(x.size(0), 100).to(device))\n",
" loss_g = bce_loss(D(g).mean(), torch.ones(1)[0].to(device)) # fake -> 1\n",
" optimiser_G.zero_grad()\n",
" loss_g.backward()\n",
" optimiser_G.step()\n",
"\n",
" gen_loss_arr = np.append(gen_loss_arr, loss_g.item())\n",
" dis_loss_arr = np.append(dis_loss_arr, loss_d.item())\n",
"\n",
" # plot some examples\n",
" G.eval()\n",
" g = G(torch.randn(x.size(0), 100).to(device))\n",
" print('loss d: {:.3f}, loss g: {:.3f}'.format(gen_loss_arr.mean(), dis_loss_arr.mean()))\n",
" plt.grid(False)\n",
" plt.imshow(torchvision.utils.make_grid(g).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",
" G.train()\n",
"\n",
" epoch = epoch+1"
],
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"text": [
"loss d: 0.806, loss g: 0.648\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"loss d: 0.895, loss g: 0.608\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 d: 0.914, loss g: 0.571\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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O6Cxn3rx5cHR0BMuySElJwaFDhzTye/bsCaVSicGDB2PevHlYskSvRqUQi8WYMmUKgoODAQCzZ8+udaZWFzx58gSmpqYYPnw4YmJikJmZidTUVL3wVigUaNeuHSQSCdc3CgoK8Mcff6CoqAjXrl1Dbm4u+vfvjwULFiAvLw8//fRT/QW+7PWA+q4JyOVy2rhxI23dupU7XPLiqnpdqW/fvuTk5EQWFha1LpLxeDz64osvKCsrq7bFmBq/Kfft20fDhg2jzMxMWr58OVlYWNCUKVM0ttKA5zsIa9asIR6PRyKRqN5tZFmWhEJhlYeeVq5cSWlpafTjjz/q/L385ptv0tmzZyktLY2GDRtWKd/BwYESExNp+fLlNHXqVJ3lvUgMw9B3333H2SFcv35d73YQAoGALC0tSSKRaKwHBQYG6rRIbWpqSk5OTnTq1Cny9/entLQ0atKkSaVyCoWC+Hw+sSxLubm59N5779XGu+EvDFpaWtKPP/5Is2fPpu7du9NHH31ELi4utGPHDjp48GCdjWZepLFjx9K7776rleWZjY0NPX36lHJzc2nbtm1ay+jVq5eGDcDTp08pJyeHLl26xG3piEQijReUYRjq3bs37dixQ6f2rV69moDnW3dBQUEaeW+//TY9evSISktL6dKlS3XmHRoaSn5+ftzv1NRUUiqVdP36dY308nt34cIFKikpobi4uEqnB/VFS5YsoaKiIjp//jzl5OTofWGwOpo6dSq5u7vX+brw8HDq168f9zshIYHOnTtHX331VY3XKRQKOnLkiDaDQ8NWAlZWVlRSUkInT56kFi1a0GuvvUYrV66kmTNn0okTJ7iOZG9vT4cOHarXwxOLxbRnzx4aMWJEjeUEAgF17tyZsrOzKSoqit599906yxIIBPTnn3+SpaUlZWVl0d69e8nGxoaaN29OLi4ulVbsvby86Ouvv9apc0okEpoxY0aVeRs3bqS///6b0tLSdDqWLBAI6MiRI6RQKOjGjRtVjogMw9DJkycpKyvLYC/muHHjKDs7m0pLS8nPz09vR635fH6l3Znw8HDatGkTLV68mBQKhc5b1QKBgHbv3k12dnbEMEyN/BiGIQsLC21lNmwlEBcXR+np6bRgwQLq1KkTvf766xr5ffv21Xm6d/DgQfL09CQTE5Mqt81EIhGZmJjQJ598Qs+ePaPCwkLau3cv9e3bV6vOU9FG4LPPPqMPPviArl+/Tp988gkJhUKSy+WVthArdowXf9e1vTWNKBs3bqS0tDQ6c+aMTvfws88+o3v37tGjR4+q3Qpzd3en8+fPU3R0tMFMeaVSKb333nuUmppK4eHhelMCgwcP1uBlbGxMDg4OOrWDYRgSCoUa97Bz585abd16enpW+alQDf17/gQMgcDAQCQnJ+P06dMQCoU4fPgwAMDHxwdt2rTBjz/+CAsLi3rzd3Nzw+PHj/Hhhx9i4cKF2LBhA5o2bQoejweBQACpVIo333wTI0aMQMeOHaFUKnHr1i1s3boV+/fvr5W/jY0N/P39YWlpiaCgIJSUlGDw4MFIS0tDu3bt0LZtW7Ru3ZpbOX7RBZmTk5MGvyZNmmh4J9IGM2fOrPJsuYeHB0pLS8Hn8zFq1Kg68SyHra0tWrduDT6fD5lMhrS0NHz66acIDAzUKOfq6gpLS0tcvny5Xoup2qJ///4YNmwY+Hw+9uzZAzMzM73w3bFjh8YCY35+PjIyMuDk5AQTExNIpdI670SIxWK4ublBKBTC09MTV65cwcqVK7k+3bx5c43ycrkcLi4uEIlEMDIywpo1a3RqU4PZHVCpVLhz5w6mTp2Kvn37cun9+vVD06ZNcejQoUrbUHVBeHg4jh8/jsjISCxYsAD+/v5Yt24dPv30U8jlcigUCkyaNAlCoRB//fUXSktLsWfPHuzbt08r/nl5eVCpVPDw8MCQIUOwbNky9OvXD8XFxfDz88ORI0fw559/Ii8vD+np6bCyssKTJ0+QkJAAlUqF+/fva/B78OAB939ERAT++OMPrVa/TUxMYGJiorFv37VrV0ilUhw8eBCJiVW6oasVzZs3xxtvvIH4+HgAQNOmTREQEIB+/fphxIgROHHiBJycnLBo0SL06NEDu3btwuTJk8tnglWCz+fXe+enpKQECQkJuHz5MvLz89GlSxfs3r27Rnn1RUlJCby9vZGYmIiHDx/W+XqGYSAUCiGTyfDaa6/hr7/+Qk5ODpo3b46pU6di9OjRmDZtGkpLS1FWVobQ0FD4+/tj2rRpMDIyQt++fcEwDKysrCptP7Zs2RIxMTE1+ixoUP4ETE1N0bdvX2zZskXvdSjfapTJZJDJZJg7dy6srKxQWFiIjh07Ijc3FyKRCImJiRgyZAg6d+4MADh48KBW/C0tLSGXy2Fubg5/f38wDIPp06cjKSkJPj4+sLOzw7Nnz3D+/Hns2bMHv/32G4yMjBAfH1/jiyAUCjF27FisXbtWK8ciPB4PgYGBuHLlika6RCLBs2fPdHpJevToAYFAgJUrV0Imk8HMzAwMw+DOnTv48ssvUVpaCrlcDhMTE6xdu1bD+UVVEIlE9bK9AJ73FbVajW7dusHDwwMzZsyAra2t3raT9QlTU1OEhIQgMjISHTt2hK+vL6ZNmwaWZeHs7MzNLIqLi1FYWAipVIorV65g5MiRaNWqFXbu3Am1Wg0nJycN5d66dWv4+flh586d5YZgVfoTaDBKgGVZdOrUCS1btsSXX37JpY8cORL79+9Hdna2TnWoOOqYm5tDpVLBxsYGcrkcHh4enGeblJQU3L17t957zv7+/vDw8ADDMJBIJFixYgVMTU1RUFCAuLg4eHl5ITIyEvPmzas0+leFqpxb1Af64NO+fXvw+XzY29tjxYoVePbsGdRqNecea/HixTh37hzUanW9X+664M0334StrS3y8/PBMAw2btxokJmALmjRooWGQm7ZsiXc3NwgFouxdOlSWFpaorCwEEZGRuDz+SgpKcHevXvx9ddf48aNGzUawPn7++PRo0cVPQtVqQQazOcAESEuLg55eXka6ZcuXdKLFV3FEaJ8hCq3wLp06ZJOvOVyOZo3b44TJ07g5s2biI2N5ZTIo0ePwOPxUFJSgry8PLz11lsoLS2t1aqsHKNGjcL27dt1NvnVhyKp6Nnp4cOHnMeb27dv47fffsP9+/cruRozFMLCwmBkZISffvpJ5wHCkEhNTYWrqyv3eWdkZITr16/jzp07uHv3LiQSCUpLSyEQCNCsWTO0bdsWH374oVafbenp6bW6LgOAl74zUBc7AUNS06ZNqzzhpw/i8Xjk6elJzZo1oylTptCnn36qsfIrlUpp9OjRBDw/KantARPg+dbpq+BpuFu3bnTo0KEqHab8m+Tn50erVq0iY2PjWg+VvSrUtGlT+vbbb6lPnz509OhRatOmTZXlJBJJnU568vn8F3ctGvYWoaHJEF51KhLDMMTj8UgsFpNEIqm0pVSboYdIJKp0xPhVIoFAQMbGxnW+jwKBgObMmaPX56jLicSXQSzLkpGREQmFQpLJZIbsi1UqgQazJtCI56vIr8Lz0jf+q+16BVHlmkCDsRNoBP6zL8p/tV0NBY1K4F8Cj8d75QNoNOJ/E41KwEDw9fXV+C0Wiw0WKalr1661OkxpiHBwcPhPtutVQ4O+w+V7p68iyp1NAM+/eeuy7acN7OzsOKXi5eVVb6cZISEhmDhxIhQKhd7qpi+Ym5vXu112dnZwcHB4ZcOzvUpo0AuD5XuoH374Iezs7HDs2DGtzXj/TTAMAz6fr5e9+HJYW1tDqVTW2T6AYRhYWFjgyZMnAJ6fyfD19YW5uTk8PDywa9cunDt3Tm/1fFmwt7fnlK+XlxcuXLig1/vfQNGwLQZrQps2bSCTyZCYmIh79+7pq1rVYvXq1ZBIJDA1NUVqaiqmTJlicJn6hEQiqWS04+XlBTs7O9y9excpKSnVXPnqw9nZGa+//joePXqEoKAgbNu2DUqlEqmpqXr1LFQd3nrrLRw4cEAnn4kVwTAM5s+fj5UrV6JDhw5am6lXg/9GGLJ/m0JDQ2nSpEncufd27dpReno6PXv2jIqKiiglJaXWsOK6UosWLQh4bhj09ttv65V3kyZNDOJtuC4kEom4NtaX+Hw+zZ07l6ZPn06HDx+m48ePU1RUFK1fv54+++wznUKc1YUiIyPp+PHjlY5+15dYlqUnT57QnDlzyNzcXFd+/y1jIQcHB2rfvj0dPXrUYLH5AgICKD4+ngua0bJlSzI3N6e1a9eSSqXigkKkpqbSvHnzDNax5HI5rVmzhmbMmEEdO3bUyJs0aVKdA5CUk0AgIIVCQT4+Pv/aS1JOgwYN4s7Qm5qa6uxcZM2aNeTs7EyHDh2iAQMGUGpqKiUnJ9OpU6coNjaWzp49qzcjHE9PT7KwsOACfZT3jSNHjlBKSgplZmbS9evXdXbTdv36dcrKyuLCi1XMW7duHaWnp9cYE6MK+m8pAeB5rLXbt29rFfChrp3MysqKNm7cSImJiZVGeoZhaOfOnaRUKqmkpIR27dql4RSiPsQwDEml0kra3sHBgS5evEgHDx6kc+fO0ccff8xZG1YTaqpOMufPn08TJkzQym+hUCisk/OMiqPhi9c1adKEfvjhB5o1a1adw49VRSzLkoWFBWd+PWbMGDp48CDt27ePOnTowD2f+o7QAoGAa4NYLCa5XE7jx4+vdH+2bNlCSqWSIiMj6/qCcrR69WpKTk4mNzc3ys/Pp0GDBtHly5e5/IULF3JxKkpLSzkfm1pQw1cCPB6Ps502MjKiuXPn0qNHj+jixYu1moouWLBA69FOJBJRSkoKJSYmUp8+fap8eaZNm0alpaWUmJhIa9as0WkmwOPxKCAggKZNm0aLFi3SyJPJZBQfH08HDx4kCwsLMjU15YJcBAQEUNOmTasd4WQyWZUvd7lC9PLyorVr11J8fDy99tprtSqUPXv2aO3FxtjYmFatWkVmZmYkl8upadOmlcocPnyYZs+eXe8zGxUVu1Ao5CL0lIdX++KLL+jy5cs0depUcnV1JbFYTN9++229ZH3zzTfk6elJACg+Pp5SUlIq9ZkZM2ZQcnIylZaWUnFxMa1du7ZestauXUuPHj2i5ORkSk5OpoSEBI38xYsXk0ql4kKPvViXGqjhK4GKNH78eEpLS6PMzEy6fPmy3u3FbW1tKTExkQYPHlwpTywW040bN0ipVFJycjKNGzeu3nLKR5XTp0+Tu7t7pXYsXryY9u/fT9euXaOdO3fq3C6WZcnV1ZUkEgmNGzeOkpOTKS4ujo4fP66zo9YX22VmZkarV6+uMjKPRCKh1q1bk7GxcaVPnPoQn8+nGTNmEI/Ho6ZNm9Lw4cNp2bJldOXKFbpy5QqFhISQvb29XtrG4/Fo69atGmkhISG0bds2yszMpLKyMsrJydH5fu7Zs4fEYjEXgbpinyhXAGq1ui6fHf8dJSAUCmnYsGF07do1+uabb7SKqBscHKz1J0FISAhZW1vT3r17q8zv3r07paSk0LNnz+jo0aM6Pehy78ORkZFc6K6K+WfPnqXExEQ6e/Ysffzxx3rpxMDzWcBXX31F+/fvp3HjxpG/v3+tU+W2bdtqHd3Z0dGR3N3dqVevXlXmOzs7E8uydZnK1kp8Pp8CAgIoLCyM3nnnHYqIiKCNGzfS4sWL6ZtvvjH4aUtra2uKjo4mtVqtMX3XN82YMYPy8/OppKSEVCpVXQbA/0YYMisrK4SFhYHH4yE7O5vbg68Nnp6euH79eq2eZdq0aQMfHx/w+fyKzhg49OnTB5s3b4ZEIsHTp0/x66+/1rstwHPPQB07dkRmZiZH5XjjjTfg6uqKkpISWFhY4MaNGzrJKoepqSnatWuH6OhomJqaIigoCHl5ebh//36Ne+leXl64deuWVj4B8vPz4eDggJMnT1bK8/DwgFwuh6WlJTIyMvR23l8mk2HSpEm4f/8+fHx8YGZmhri4OKxevRrBwcHlA47BEBwcDLlcDgBaOYSpD1xdXWFra4uCggKoVCps37691shataHBKQGVSoWsrCyYmppi9+7dKCkpQUFBQa3Xbdu2TSv+JSUl2Lp1K3799VdIpdJK+UqlkjsH8AnI8BEAACAASURBVOTJE/z44491bYIG9u/fj3379lX58o0ZMwZyuRwPHjzAhg0bqnyh6gO1Wo20tDQwDIPExETk5eXh9OnTtb7cmzZt0lpGWVkZxo4di2vXrlW6zsfHB927d0dubi6io6ORlJRUr3a8CB6Ph8uXL6NTp064du0a7O3tERUVhby8vEoRkHSFmZlZpUHi7bffhr29PYDnrtb0DXt7e7Rv3x5///032rZti6CgIFy/fl1n+wedzIYZhnnIMMxNhmGiGYa5/E+anGGYPxiGuffP37q5xK0F2dnZyM/Ph52dHXJychAZGVnvGGxV4erVq3j//ffRvn17+Pn5YezYsRr5MpmMCz4aHx+P4cOH6yRv3rx5UCgUuHDhAtzd3dG9e3f4+vpyTki3bt2KUaNGYcuWLXpzyZWfn4+UlBR06NABfD4fsbGxnPs0XSEUCiEUCjFt2jR4e3tX6ZXp2bNnuH37Nk6ePAlHR0e9yAWee4K6cOECGIZBfn4+Ll68iPPnz+vdUpBlWUybNg0hISFcmlQqRWFhISfrRR+OusLKygpDhgxBWloagoKCYGtri/v37yMmJkZ3Iygdv+UfArB8Ie1LAHP++X8OgC/0vSZgbGxMcrmcTE1Nua2fNm3a6Owzv5ycnJxo9+7dtHHjxkpxADZs2EA5OTmUkZFB27dv12o9oiZatWoVubi4kJ+fHx06dIimTp1Kw4cPp6tXr9Lw4cNp5MiRBvmWNTIyIh8fH1qzZg29//77evOqVB4so1OnTuTs7FytbC8vLxKLxTRr1iy9tkssFpODgwOFhYXR+PHjucW5Xr166S3GwS+//EKBgYE0ffp0Lo1lWdq0aROVlJSQWq2m69ev67VdAoGAbGxsSCKR0PLly2nnzp10+/ZtunXrltbrNDDEwiCqVgJ3Adj+878tgLv6VAJSqbTS/mufPn0oLi6O8vLyaPLkyTrf8IcPH9KgQYPIysqK3NzcNPL+/PNPyszMpGfPnlUbzacuVB45iWVZMjU1JbFYTJMmTaKrV6/SqFGj6m0IVBOZmJhQeHg4MQxDb7/9dqW4h7qSs7NzrYuMLMtSeHh4XTpwrfwqLkK2aNGCgoKCSKFQkEAgoJCQEL0oAV9fX/Lw8CBzc/NKMSj37NnDrdgrFAq9Pzfg+QL39OnT6eTJk5Sbm0tKpbIuhl4GUQIJAK4CuAJg7D9puRXymYq/dVECpqamdOTIkUrpMpmMfv75Z3rttdfo66+/1suoWYVvNo569+5NycnJlJSUZLDoOYsWLaJff/2VwsLC9BqmSyQS0dmzZ+m7774jmUxG9vb2NHfuXNq/fz9NmjSJW2UWiUQ0bdo0nWR5eXlVmW5iYsK9+Pq6fwKBgNLS0jh7EQ8PDxo/fjytWbOGHBwciMfjEcMwJBAINKz8dKUX+9ru3btJpVJRSUmJTkFjqyOGYWjkyJFUUFBApaWl1Llz57r2D4MoAft//loDuA6gA1546QHkVHPtWACX/6FaG3DhwoUa8//44w/y9fU1yMOtSJcvX6b4+Hi6evWq1vyEQqHWI4NYLKahQ4dSQECA3jvR4cOHydbWlgCQq6srTZw4UWPKXtNLWR7JWNc68Pl8WrBggV5HymPHjtGtW7fo9OnT1LFjR/ryyy9pyJAh3AuycOFCsrOzM5gjWZZliWVZ2rNnD6lUKjp//rzezg5UpJYtW9KiRYuoRYsWdOrUKXrw4AH3PLUkw9oJAFgI4AMY6HOAYRiys7OrlO7u7k4BAQGUnp6ucycVCoUUEBBAnTp1qjLf2dmZIiMjafv27TqbCVfXRplMptX0zsTEpF6duqp6W1lZkUgkIltb22oVQXBwcL0PGvH5fLK0tCRbW1sKCQmhpUuX6ryWUpFEIhE9evSIzp07RydOnKCAgABasGABde3alaytremXX36hJUuWUEREhE5y7OzsyNvbu9I9cnFxoQ4dOtBvv/1G6enpem1bRfL29qbTp09TXl4e5eTkUGlpaV0HPv3GImQYxohhGOPy/wF0AxAD4CCAEf8UGwHgQH1lVASPx0NYWBgkEolG+ltvvYVZs2bh+PHj5Qql3pDL5di5cydWrFiBPn36oHfv3lwcOH9/f2zevBmhoaF48uQJQkND68SbZdla7Rmsra3RsWNHeHh4QCgU1ljWzc0NVlZWAJ7HOdQWVcXkCw4OhoWFBWQyWbXX/f3338jKytJazosy27dvj6FDh8LDwwNLlixBRkYGnJ2d68XvRRQXF+PQoUNo1qwZ8vPzuViHnp6eCA8PR2RkJBYtWoTff/9dJzlhYWGYMGEC7O3t0a1bNy7d3d0dEydOhIWFBVatWgUnJyeDODNRq9V48uQJrl27hj/++AO7d++Gv7+/RszKekGHkd8Vzz8BrgOIBTDvn3QLACcA3ANwHIBcXwuDLMsaLJZ927ZtSSaTUVRUFB0/fpwKCwtJqVTSuXPn6P3336f58+dTdHQ0ZWdnk1wur/PqL4/HI5FIRN7e3pXMSVmWJaFQSB06dKBp06ZR27ZtydTUlBtxqltlLydfX1+DrU/og4yMjCgoKIi6devGmRCLxeIqTbLrS3w+n+bPn08DBgygVq1acZ8ClpaWeg9/7uPjQx9//DHZ2NiQWCymLl26UKtWrWjevHnUvXt3OnDggEE+B4Dn5uxOTk7Utm1bmjRpEq1ataous1L9WgwS0QMAAVWkZwHoUl++NUGtVlcy0JBKpVAqlTrPAsrj+H3++eeQy+XYsWMH+Hw+mjVrhl69euH777/H3bt3YWxsjMLCQo1QaNryV6lUUKvVVdaVZVkoFAr06NED/v7+WL58OW7dugUAtbYtNjZW63oIhUIMHDgQP//8c53qrwtKSkqQlZWFlJQUpKenc+n69GDEMAyysrKwZ88ejfRyD0r6xK1bt3Dnzh3Y2NjAzMwMV65cQW5uLszNzfH06VPs379fq7iQ9UFaWhq6d+8OJycnlJaW4s6dOzrbCTR4z0LlgUQN1Q6FQgELCwtkZGSgsLDQIGG0JBIJ3n//fbi4uMDS0hJ5eXlYv349nj17htjYWJ3NQiuCx+PB19dXbybIrwpYlkWrVq3w119//asyhUKhdqG+9AgPDw8UFBTUx8Cr0bPQiyQUCvW2T10bCQSCag96SCQSevfdd8nR0ZHs7OxIoVCQRCIhmUz2Sk/zG+nfI2dnZ1q3bp2ufBojEL1s1BRpRygUaj3iCwQCAPoJItqIhgEejweZTFYpIG8d0bCjEv8XUJPCrcuUv/Hl/9+DSqXSVQFUiwYdd6ARLx98Pr/K05blqGpLshGvFhqVQA3Qef/1fwA+Pj6YNm1alXlSqbTecSCaNGkCPz+/xmfwL+A/pwT4fL5ejqcyDAMjIyM91Ei/0NaJyr+FoqIiJCcnV5mnUqnw999/14tvnz59sHz58krGYY0wAF72zkDF3QFra2tq27ZtjSucNjY21KVLFwJAnTt3pqFDh5JMJuPyxWIxtWnT5qWs4FpZWenF12Hr1q2rdaNebnT0MtpXXX1qyheJROTv719nvhEREdS6dWu9uQlvJBD0bTb8MsAwjMbI0KRJEzg6OoLH42H69OmwtrbGs2fPqnRkoS/Y2NjAxMQE3bt3N5iMckyZMgULFizQkKVSqfTmXORFiMVig/CtL27fvq0Xo5ugoKBXavb0quGVujMZGRk1Bu0kIiQnJyMhIQHA8xcyODgYmzdvxt9//60R+kmhUMDIyAgPHjzQS91CQkLw6NEj5ObmYvz48fjtt98qlanoH7A+cHd3h7u7O6ytrTF+/HguzFliYiK8vLxw584dnfjXhtr8L1YFc3NzuLi4ICoqqsr84uJi3Lx5E8Bz23ulUolLly5Vu1PSv39/5OXl6WznXxHp6en/SggyQ6FNmzbo3Lkz/v77byQnJ0MqleLatWv6E/CyPwXqaixkb29Pq1evpqNHj1JcXBytXLmSTE1NCQDNnz+fK6dvQ6DQ0FBq0qQJDR48mEaPHk1vvfUWhYSEcB56dOUvEAho8ODBdPfuXUpJSaH4+Hi6desWxcXF0eHDh//1CEG1kVAopNGjR5NAIKjW8Qmfz6fx48fTsWPH6MMPP6QxY8ZQv379uHxnZ2fi8/n07rvvcmlWVlZ69UBsCFq2bFm1br6nTJlCxsbGepP18ccf071792jnzp0kl8tJKpXqwr/hfw4AgKWlJUQiERISEhAfH4+ioiJuBbnc1h54vu9e0cR3y5YtNZ6Sqwlubm4YNWoUevXqhVu3bsHR0RE9e/ZEWVkZioqKoFQq0aJFC53a5eLigoiICGzcuBFWVlZwcHDApEmTcOzYMYSEhKCoqEgn/oYAy7IoLS3F06dPIZVKIRKJNPKXLVuGhQsXomPHjoiIiEBMTAyOHDkCAOjVqxcWLVqEJUuWaHjmzczMRHZ2Nnbu3Ak3N7c61UcqlaJfv37cbxMTE4hEIhgbG+vtVN/YsWMxYsQIBAUF4cSJExp5GzZswAcffIBmzZph+/btOss6c+YMZs+eDRcXF4SHh2PmzJkwMzODhYUF1q5di9TUVM6xqU542bOA6mYC1ZnLtm7dmhITE2ndunU0Z84cLipMxWuq8itQX4cSrq6uFBoaSqNGjaKgoCCytrYmR0dH4vP5JBKJKDg4uMb6aku2trY0a9YsioiIoC+//JLOnDlDrq6uxOPxuBNp9T0NV7FuAoGgxsW2oKAgrflW579h7ty51LJlS/rzzz+puLiY8vPzKSkpSSNuAsuyxOfzKTY2lmJjYwkAhYWF0bvvvkssy9b5FF6556DyBdXg4GBq3ry5ziNxOfF4PFq7di3Z2NhQdnY2PX36lM6fP69RZvLkyfTo0SMqLi6me/fu1VvW0qVL6eHDh1wYshMnTtDVq1e559a7d2+6ffs2d9K1DkFOGlbwkT59+pCjo6NGmo2NDa1Zs4YA0IQJE6h///6VrjM1NaUxY8ZUSj958iT32aBtpzIzM6OuXbvSpk2baMWKFTRz5kxavXo1N121tLSkb775RucOZmFhQWfOnOEcdA4dOpSWLl1Kb7zxBifL3Nycjh07Vi/+YWFhJJFIiGVZevDgQaU6GxkZkZmZGTEMQ8ePH6/2uLa7u3u1x1bt7e3JxcWFBAIB9evXj7KysqiwsJAyMzNp2bJltHr16ioVpZ+fH0VERJC3tzcX8m3ixInUrFmzOrWxZ8+eeolkVB1t2bKFYmNj6cmTJ5Senk7p6emVPjf9/f0pNjaW1Go1FRcX11vWmjVrKCMjg4qLiyk9PZ0yMzM18kUiEc2ZM4diY2OpsLCQbt++rS3vhqUEqnopmzdvTj///DM5OjqSXC7XCBL5IhkbG+sUctvCwoJ+++03OnbsGD1+/Jh27NhBCxYsoKlTp9KQIUPI1taWvLy8SCAQ6Lz2YGpqSt999x05ODjQF198QVu2bKE5c+bQ4cOHafny5ZyPPH10ZoZhuHiO5TRlyhRav359pfS60ieffEIhISF06NAhun//Pp04cYKUSiWtX7++2mt69epFKSkptGLFCq3jHFZFfD6f5syZU+ll0fcWY2RkJInFYjpw4EClvFmzZlFmZiap1WrKz8/XSU6zZs3oyJEjJJFIaN++fRp5b7/9Nq1bt44uXrxI2dnZtGLFCm35Nmwl0LNnT/r0009p4MCBNHv2bAoPD9dwOf4itWzZUiOYqLu7e53cj5mamtLu3bspKyuLYmNjqXv37hyf0NBQWrFiBQ0cOLBWuwZtiGEYcnR0pLlz59KlS5do7NixZGVlRaGhoSQSiTiPufrszFWRPhYfO3XqROHh4RQfH08qlYri4+NrVGAKhYJ++eUX8vPzo8WLFxu8jYakN998k1JTU0mtVlepJPRFo0ePpoSEBEpKSqKHDx/q7HK8wSwMdunSBUKhEG+88QYuXryIa9euISgoCIMHD65ywe/y5cs4cOD/PZu5u7trbYLKsix69+6NgIAAMAyDqKgoJCcnw8vLC8HBwRCJRGjZsiUWLVoEV1dXndvGsix8fX0xceJEEBGGDh2KBQsWoGfPnhCJRAgODoa7u7vOcmqDPnwldOvWDZ988gns7OxQWlpapROV1157DcbGxgCe+1L48ssvkZOTg2vXrunVTFgkEv2rZsdFRUWcXcOHH35oMDl79uzB+fPncezYMWzfvr1eW7sV8UrZCdSEDz74AG3atIGxsTF4PB4YhkH//v0xZMgQnD17tspQZAKBAESEsrIyREZGai2Lx+PhzTffRFlZGTIzM5GVlQW1Wg2WZXH58mWMGTOG83B0/fp1ndsmFAoREhKCgoIClJWV4ejRo1AoFPj+++/x9OlT3Lhxo947G9rCy8sLqampaNmyZb3CnQUEBKCgoADOzs548OABHBwc8OWXX2rYbnTp0gU9evTAo0ePcOHCBQBASkoKRowYgbS0NERERODx48e4cOECPD09kZSUpJPDDoZhDOLrrzq8++673Gr9u+++i5kzZxpEjlwuh62tLUxNTdGjRw+dT5U2GCVAREhLS8OFCxfQunVrtGvXDnw+H8uWLatkYGRiYgJ7e3vExcVVGoW0QUhICJ49e4bz58/DzMwMeXl5SE1NRU5ODoyMjLB582aIRCK0atVKL+6r1Go1MjIywDAMZ3B05MgRpKamAgASExN1llEdBAIB1Go1srOzMXbsWG4Lr67IzMxEcXExLCws4OzsjKKiIpibm2PNmjVcmeDgYPB4PGzbto0LHccwDPz8/NC6dWssW7aMO4eQk5NTpxGuU6dOuHTpEsRiMTw8PBAVFfWvevwZPnw4WrVqBeB5X92/f7/BZOXm5iI/Px9HjhxBfn6+zvxemc8Ba2trfPTRR9XmExEeP34MALhz5w4yMzPh4uKCS5cuaYw2JiYmGDhwIIqKimBvb18vS7GMjAwcPXoU27Ztw759+/D9998jJycHAFBYWIhbt27B1dUVCoVCLzH8BAIBFAoFBg4ciClTpiAvLw9KpZLT8AcPHtRZRnUoKyuDhYUF8vLyMHDgQAwePLhefFJTU5GVlYWTJ09izJgxGDBgAH755ReNMjk5OfDx8YFCoeDSeDweQkJCYGtrC3d3d7Rp0wbAc5PpiuVqw40bN7jgtHFxcRp5UqkUr7/+ul5nBSKRSMPjsK+vL+f1mYhw+fJlvcl6Ed27d8eePXuwZ88etG3b9uV5G9b3wmB5GC5Us6hhb29faQFq69atlbaS7O3tKT4+nmbPnl3vleE9e/ZQdHQ0DRgwoMrDOmZmZrRhwwb69NNPdQ4S8sknn9CaNWvo/v37NGXKFAKeuxsTCAT00Ucf0eXLlykpKYlat25tME/LLMvSjz/+SFu2bKGkpCSdeEml0ioXAq2srOi7776jvLw8Cg0N1ShfWFhIKSkp9N5773GLk9OnT9c6QElt3nYdHBxow4YNNGzYML3dM4lEQsOHD+d+Gxsb02+//UYqlYrUarXBDnkxDEPt27cnLy8vYlm2rvYvDXt3QCQS0ZIlS2jw4MHEMAw1adKEduzYodGhgOemqCkpKTRq1Kh63+ju3btTVFQULVu2jGxtbcnX15f69+9Pw4YNoy5dupBIJKKuXbtSq1atdN66k8lkVFJSQn/99ReZmZlpBFiZMmUKWVtb09KlS0kul9Px48cN0rFatmxJZ8+epYiICINF6RGJRLR48WIaM2aMxj2TyWT08OFD2rdvH0VFRdGECRMIqP10Yl1fnJCQEL1vF76427Rnzx5KSkqiadOm6SVa07JlyyopuBEjRlBmZiZnI8MwTF3a1bCVgIWFBQUEBHDBNEeOHKmRz+PxSCKR0Pr162n8+PEaecbGxlo9FIZhyMvLi6Kjo+m9994jsVhMRkZG5OnpSf379yeFQkEdOnSgYcOG6W3fPjMzk3Jzc2n16tVVHkOOjo42WHDLFztweUyAurwERkZGXCTi6sr5+vrSunXraNGiRZWiO128eJFKSkooJiaGU+j6CnlW/kw9PDxo9uzZBonuXC7D09OTzpw5Q6mpqfT+++/rXRbLslzk7a1bt1J8fDxFRETQwIEDKSoqiliW1eZMQcPbInRycuKcaubn56N37954+vQpjh8/jk2bNgEA7O3tIRAIEBYWBicnJ8TExHDflSzLwtraGsuXL4eDg0Ot8szNzdGiRQskJSWBYRjMmjULq1evRkBAAIqKiiAUCnHx4kVs3bq1XguOL4JlWcyfPx9CoRCBgYH47LPPuLwmTZrA09MTfD4f27Zt01lWdRCJRJDJZBAIBBgzZgx3v7WBhYUFpk6dChMTE1haWlZb7sGDBzh16hSSkpJw6dIlMAwDqVQKZ2dnBAYGori4GD///DNu3LgBHx8fvP7667Czs9O5bXK5HJ6enhgyZAi+/fZbg50k9PDwQP/+/WFtbQ2RSIRTp07pVRbLsnB1dUXTpk0REhLCrdts3rwZGRkZUCqVaNOmDZYsWVI//nqrqQEwZswYyOVyAAARIScnB23btoWHhwfMzMwglUoxaNAgBAYGYtCgQYiLi8PPP/+Md955B8Dz8/GvvfYavvrqKyQlJcHW1rZGednZ2SAi/PDDDzAzM8Po0aPh4eGBoUOHQiwWo3fv3lx9aoM2Z/NFIhG2bt2KCxcuIDAwUGM1fPjw4fjxxx9x7do1g/ousLa2RtOmTXH9+nXI5fI6LZ5lZmbi22+/hUKhqPYYtVAoxKBBg7B69Wr06tULQ4cORUBAADw8PLBu3TqUlJTg0KFD2LVrFwICAvD555+joKAAycnJOnt2at++Pbp37w6ZTGbQrcIOHTpg4MCBuHPnDr799lssXLiwTsq0NpQrlFWrVoFhGMTHx2Pq1Kn47rvvsGnTJixbtgy9evXClClT6ifgZX8KaPs5ADy34pszZw4NHTqUgoODyd7enhiG4UI0syxLfn5+1V7fsmXLKtMVCkUlazkHBwfatm0bLV68mDp27Eje3t51Mqs1NzfXuqxcLqe9e/fSwIEDNdJ79uz5r8VFAEDh4eHUrVu3Ol3j6OhIffv2JSMjoyrXE+zs7Oju3bukVqspOTmZkpOT6YMPPiA7OzuaPHkyrVy5ksaNG0fDhw+nwMBAjbZ7eXm98nEXRCIRRUREULt27ahbt240btw4Sk5O1nvAWldXV4qPj6fff/+dunXrRu7u7vTmm29SdHS0zhaDDcZOYMqUKcjPz0dCQgLi4uIwcOBAHDhwAGlpafjzzz+5cjExMdXyqG7bptz4qBzl09WlS5ciKyuL25qsC8q3FGsDy7IYNWoUkpOTsXv3bo28qhyXGAI+Pj5ITk6GSCQCy2o3OeTz+ejWrRuOHDmCpKSkakdbHo8HExMTPHnyBCqVCnv37sWOHTugVCqxevVq8Hg8vPPOOzh8+LDG0WGxWIz09HS9fHYZCiKRCC4uLoiJiYG7uzs8PDwgEonwzTff6D0MWWZmJmbNmoU7d+4gNjYWMpkMRISVK1fq7oL+Zc8CKs4ETE1Nydvbu0otFhYWRm3btqWWLVuSpaUlhYWFcQdOevXqpXfb+n8r+g/DMBQeHs75TXwZZGtrW+ddAZZlKSwsjObOnVttGYFAQNOnT6fXXnuNBgwYQG+88QZZWFjQrFmzuPDd+jiF+bKIz+eTXC4nDw8P6tatW51mf3UhPR6JfvV3B/h8vobT0BdJLBZXOaVXKBSv/LSxIo0fP76S3UNDJKFQSB4eHjU+ry1bthDw3B6g3A7Ezc2Nmy77+vpWum7atGl69QVgKHJxcaFPP/2UJBKJQT/bTExMyNHRkVauXKkrr4YfhoxhGAgEAr0G6HwZMDY21jhs8l+GmZkZd86ipjBsFWFiYoJnz5698s+Zz+dDJpNVipRtCPB4PJiamiI7O1sXNlWGIWtQSqARjWiETqhSCbzSW4SNaEQjDI9GJdCIRvyPo1EJNKIR/+NoVAJaonXr1vpx7/yKwc3NDYMGDYKVldXLrkqDhaenJ7y8vF52NeqN/4QSaN26NcaNG4f+/fsbTIZYLAafz8eYMWPw2WefoW/fvgaTVRFDhgzR2oBHG/B4PI0YCUKhEMbGxrC3t8eUKVP0au76qqBv376VYiLoE0KhEEKhEEOHDsXSpUsxc+ZMnc74v/7665xvgn8DtfYuhmE2MQyTwTBMTIU0OcMwfzAMc++fv+b/pDMMw6xiGOY+wzA3GIYJMmTlAwMDYWFhgczMTCQnJyMpKclgsk6fPo3ExETExcXh6tWrBpX1xhtvIDAwEMBzH3wMw4DH48HDw0Nn3kSErKws7vft27exceNGJCQk4Pbt23o9+MLj8dCxY0e98asN1SmwpKQkg27HxsTE4MaNG3jw4AGuXr2K2NhYtGvXDsDzbdG6xnhUKBSc0mIYBnPnzoWtrS0++ugjdOjQgTvUpjdoYcjTAUAQgJgKaV8CmPPP/3MAfPHP/z0AHAXAAGgD4C99nh14kSp6G654ptrMzExnZx8vUt++falp06bc765du3L/69tQyd7enkxNTWnChAn0wQcfkL+/PzEMU6Mh1atI5c5ZlixZQm+//bZG3oYNG/QeWq2657Bo0SK9RIuujkJDQ7kj0iNHjqTt27eTjY0NCYVC6tmzZ52PFZuZmXEWsCzLUk5ODl27do2ys7Ppzp07VFBQQJcvX6YzZ87U9Zh5/S0GAThDUwncBWD7z/+2AO7+8/8PAIZUVc4QSmDChAnUvHlzateuHQ0aNIhLZ1lWrwc4WrduTe3bt6fp06eTra0tAdC7hZidnR1NnDiRAFCrVq1owYIFdPnyZUpJSaEOHTroTU7FF08ikZC3tze1atVK7y/JzZs3qbi4mBITE+n8+fOcs5TJkydTbGwsKZVKMjExIWdnZ51lzZo1i6KiokihUNChQ4c00m/evEm3b982mFcmHx8fGjZsGE2fPp1CQ0PJ2NiYFAoFsSxL48aNIy8vr3q7Ur906RIlJSVRXl4ePXv2jBISEkip5FORAgAAIABJREFUVFJRURHnwSgxMfGluRxXEFG5c73HAMqdwdkDeFShXPI/aQaBWCxGly5dkJGRgX379nHparVaL9Zm5QdioqKi0KdPH9y6dYs7TFSTe+66fsMzDIO0tDSsW7cOAHDlyhVcuXIFaWlpeP/999GsWTMIBAK9TK0rxjRUKpXo2bMn5syZo5U/P23axbIsPvjgA3Tq1AkMw3CWf+VOUy0tLWFnZweWZZGWloYZM2bUuy3l9fn6668RFxcHlUqFu3fvAgCaNWuGpk2bIjk5GevWrcP169chFArrLasq2TweDykpKZBIJCgpKcGFCxeQn5/PRUHevHkz7t69i0WLFnHXaXOkmWEYsCyLTp06wcTEBN7e3oiPj4e3tzcmT57MHXgrKytDkyZNwOfzdVs3qudMIPeF/Jx//h4GEFoh/QSAltXwHAvg8j+klSZjGIZEIhGJxWIyNjamOXPm0Nq1a+nkyZO1jmRWVlZ1mrbL5XLucEtwcDCFhISQk5OTxpScz+dXeeDp1KlTWkc/4vF4tHnzZvL09CSWZbk6CoVCmj59Orm5uZGlpSWZmJiQjY1NnUYSW1vbGkdAgUBAQ4YMoVu3btH58+drjWl36NChSqHhqirz+PFjevDgAeXk5FBcXJxGvr29PZ06dYobyZ4+fVrvUfjXX3/lzi5kZGRQTEyMRv7YsWPpypUrlJeXR0VFRXTy5Ml6y3rxme3fv58AkJeXFw0aNIiMjIxIJBJpxMPcsGFDpWtXrVpF/v7+NfLfuHEjpaenk52dHSUnJ9OTJ0808hcvXkxqtZojpVJJBw8e1KbuDf9zwMTEhN5//31atmwZRUdHU1RUFJ0+fdogobsrKoE+ffrQwYMHaefOnTRq1Ci9nxU3Njamzz//nJo0aUJ2dnYkEAho6NChtGDBArKwsOCCnuqbevbsSbdu3aInT57QvXv3uE8dfdDZs2dJLBbTokWLNNK/+OILKiws5DpwYmKiQdoGPPfRV1BQwIV7r29A1xeJx+PR7t27icfjUZcuXWjXrl30ww8/0OjRo6sN015fYhiGfvnlF420hQsXUllZGXcPr1+/ri0/vSqBr6C5MPjlP//3hObC4N/6XBgUCoU0YMAAunDhAsXExNDnn39OXbt21TgGq0//dMDzF9Ta2prc3Ny0Pirq7u5eZ6eWIpGILCwsyNramlxdXalTp05kZmZGrq6uBjsh6e3tTfv376eTJ0/SokWLau3AAQEBOjsi7datG127do3rxN9//71B2gaABg0aRNu2bePaqG9Ho7a2tjR69GiD1b8qsrGxoc8//5yysrK42VQd1nPq51SEYZhfAHQCYMkwTDKABQA+B7CTYZhRABIBDPqn+BE83yG4D6AIwLu18dcWLMsiNDQUERERyM/Px969e3H37l1cv34dxcXFAABbW1tuC0wfW11yuRzh4eGIiYmBra0twsLCsGvXrlpPjTVv3hzJyclab0v5+vriyZMnsLa2xs2bN8EwDK5cuYL8/HyUlZXBxMQEeXl5OrenHAKBAK6urrC1tUVxcTGSkpJQWlpa6/dqhw4d8OjRI52Cehw7dgwjRoyAj48PVCoVJk6cWG9etSEyMhLR0dHw8fGBsbGxXrc/RSIRevTogdzcXHh6eqJFixY4c+YMUlJS9CajIkxMTNCqVSs4ODhg6NCh3JpAZmamzu2qVQkQ0ZBqsrpUUZYATNKpRtWAz+ejX79+KC0txe+//45z587hwYMHGhFYevbsCalUilWrVulNZmFhIUQiEQIDA7nFoNqwa9curWWwLIsBAwbg5s2b3OJmeno6l8/j8TBt2jQUFhbiq6++qnsjqgDDMJBIJDA3N0d0dDRsbGzw888/16povv32W73It7W1hUAgQGlpKTw8PLjFPH2Dz+ejZcuWCAsLQ0pKitZHmbUBy7IoKyvDhQsX0KPH/7F33WFRXdt33Tt9GHrvVYqIiBoUjWgAuw8rlhS7iYkaNfa8xJrkxZLk2TX2qC+xxhiR2GuEYEMQowiIAoKCIsrQZ/bvDzL3MTLANGL4vazv259y75lzbj33nH32XqsPJBKJUR2PL4PH46Ft27aQSCTYsWMHBg8ezBHrGtoJNJuIwd69e8PGxgY//fQT9uzZg9zcXFRUVKCiooK7sQqFQk0VxhBIpVJ07doVjx49Qq9evSCTyZCUlMTJZxkLVlZWEAgEuHfvnsb9LVu2xIgRIzB37lyjfTUrKytRUVGBoKAgMAyDuLi4Jg1+qo2hQ4fC09MTQM1LagwZrdoQCoVcCPTz58+RkZEBT09PTJw40WiRlyzL4l//+hdKSkrw/vvvg8/nIz09vd57aAyIxWI4OzsjMzMTAoEAv//+O3744Qd8/fXXBtOLNZtOICkpCfn5+Th+/Djy8vKQn5+v9gA5OTlh+PDhRovvr6ioQHx8PDIyMrB7927Y2trCxMTEYAXYlyGXy+Hm5oakpCSN+729vWFrawulUonz58/D19fXKO3m5uZi+/btKCsrg4ODg1FDkxuCn58fx4/HMAzCwsKMWn91dTXXUSsUCvz222+wtbWFhYUF2rY1XgBrTk4OfvvtN+zcuRMMw6jdlzZt2hid3bioqAgbN27ETz/9BJFIhBMnTsDa2hpLliwxfASijeOuqQ1aODXWrFnTIL1SREQEPXz4kG7cuGHwSsGsWbOIZVnq1KkTzZ8/n4Aa9mCxWEyWlpY0fvx4CgsLM6iN9u3bU69evWjVqlUNshjv3LmTKioqqKCggFxdXY3OpThp0iTq27dvkzkf+Xy+2qqDmZkZXbhwgfNsG9ObbmZmRlOmTFHbtm3bNqqoqCClUmmUiMuTJ0+SWCymPXv20MGDBwmo4aM0NTWl8ePH08WLF+nKlStGv0+1zdzcnDZv3kxlZWVGcQy+8g5Am05AtUzy8nITUBNdt2LFCrK1taXDhw8bJZJPKpVyFNgvLwf6+PiQWCwmlmVJIBCo0WTrYjwej/h8Pt2+fbveMn5+fhQVFUXPnz+nn376yeAXlWVZWrduHcXExHDXdeHChZSRkUExMTHcgysSiWjy5MlGe2hfPu7Tp09TUVERlZWVGV2p5+WX7+eff6aioiIqLy83yhKhVCql77//nnx9feuslEyePJmioqK0UQLS2lJTU2nXrl3c34MGDaL4+HjKzc2lyMhImjdvni4dTvPsBAQCAbVo0YI2btzIPVACgYB4PB6JRCKSSCQUGxtL+/btM1p47U8//dTgfmPo9YWFhdG8efM0fglFIhGZmprSlStXSC6XU0lJCV2+fNngNj/99FPuGrZp04YOHz5M3377Lfn4+HDtGuvh1WRCoZD8/f3pypUrpFQqqbCwsEmlwfh8PsXGxlJ1dTUVFhYapROIj49vME7EmDEkbdu2JW9vb0pISOCEXsViMYlEIlq/fj2Vl5dTYGAgd9+0uJbNsxMAaoZ5I0eO5DTfhg0bRj179qTFixfTd999R5MnT65XWERf0zSlsLKyIk9PT9q0aZPBD2+3bt1o0aJFdPLkSWJZlmxsbEggEJCjoyMtWbKEsrOzKScnh/Ly8uibb76hOXPmGO3crK2t6a233iIvLy965513qGPHjiQSieijjz6q96tiYmJi8Es0Y8YMKigo4Ibno0ePNuo9q21eXl40cuRISkpKIoVCwVGcG8M0RW6qYjo++eQTo05xTp48SYsXL6Zjx46RlZUVffXVV7RixQpq0aIFXb16lUpKSmjGjBnEsiz5+vo2Vl/z0yJU4fnz50hNTYVUKoWXlxdSUlLQunVrZGdno7KyEgcOHDCqHjzDMAgKCoK5ubna9ujoaCxfvhz29vYGO35MTU1x5swZlJSUoGPHjvjXv/4FBwcHhIWFwc7ODoWFhUhISMCZM2cQFxeHpUuXGtRebTx58gS7d+9GQUEBTp06hYiICHh4eCApKane5Sa5XK6XU7T2dRIIBHj06BGKiooQHx+Pr7/+uskckgEBAYiJiYGJiQni4+Ph5+dntLrHjx+PgIAAtW0RERFYsWIFQkNDDeISeBk9evTAnDlzcO/ePVRWViI7Oxvh4eE4e/YsFAoFjhw5gjVr1kCpVCItLU2/Rl71KECbkYDKRCKRmsyYj48Px2VvbOPz+dwwuSmNZVmaOXMmzZkzh8RiMXl5edH48eOpY8eONHToUJJKpVx2YXO02iOm7t27U2hoKB08eJBmzJhBxcXFTTYdUNny5ctp+PDhtG3bNqO1xbIsTZgw4U+5fgzD0Jo1a7i/3dzcuOnxkCFDdB2dNd+RgAoVFRVqMmPp6elGjaRTYdSoUXBxcUHXrl3h7e3NEUS0a9cOMpnMqG0plUqsWLECS5cuRWVlJQoKCrB7924kJCTgxIkTKC8vx7p164zaZlMGtbyM2iOLEydOwMzMDImJiRCLxVi2bJnqI9AkiIiIwOPHj8Hj8ZCcnGyUOidNmoTQ0FBYWFjAxsYGAwcOBFCjaC2RSIzSxsuoHX+Qm5sLa2tr3LhxA4WFhUYZSTUbLcI/E9nZ2SgtLcWDBw8gl8s5wYdnz57B3t4epaWlTSJzrVQq1WIftNUz1KedV4WCggJs2rRJjd2oqVBYWIgdO3bg8ePHRqvz3r17KCoqQnp6OiorK5GXV5NRX1lZ2STsRUSEjIwM7m+FQoHCwkIcPHhQL43Meht51Ya/wLBVW/szVYL/v1hgYCDNmzfvlR+Hvvbaa6+Ri4vLKz0GZ2dn+vzzzw2tp/nLkP2N5gmRSARTU1MUFha+6kPRC2KxGNXV1UaPFtUFfD4flpaWKCgoMKSav2XI/sbf+B/H3zJkf+P/D/h8vkHLtDwer0no1Y2dM/Bn4O9O4H8MDMPAwsLiVR+GwYiIiICbm5vaNm14ElUICgpS06mwtbXVydNe3wqLrvX8JfCqnYLNzTHY3E0oFNI777zTYBmWZcnf37/Odmtra/L19W2yZKOXTZc1cD6fT1988UWj5RwcHIhhmDrhvevWrdMp5kTFbSiRSMjKykqn82rq2IgGrPnHCbwMJycn/OMf/zD62n1zhqmpKcLDw+vdX1lZiUOHDnHMxc7OzrCyslIrIxAIEBERAaCGHTgqKgqurq7w9PREeHg4+Hz9VpYtLS3h4OCg9e9VwisqNPSFra6uxuLFi9GtW7d6y7Asi4CAAPB4PJiYmKjti42N5RiTBAJBo2nHd+/eBQCYm5sjJCQELVu2bPA5tLW15UYqxowoNAaaVSdgYmKCyMj/EhpJJBI4OzvDw8MDs2fP/lMktDw9PdG7d2+4u7s3eVv6QCAQwN7eHhKJBFKpVGMZPp/PPZBSqRRSqRSdOnXCqFGjMHv2bFRWVuLnn39GYGAgRCIRHBwcIJVKceXKFS5cVR8IhUKIxWKwLAsvL69Gh80vXrxQCyZqbL7N4/FgZ2encZ+Pjw+USiUSEhLwj3/8o04MRmxsLEdTx7JsnY6xPuTn5+PWrVswNzdv8PkTi8VcMJFIJDLYd8AwDMLDw40SoNSsgoUUCgUXuAMAGRkZyMjIgI2NDbKysv6UIJiysjIUFhYaxLMHAGFhYbh69SoqKyshkUjw4Ycfwt3dHRcuXADLsvDw8MDGjRt1XlZ7+vQp9u3bB6FQWO+DVlRUhL179wKo+aKxLAtzc3M8efIEZWVlYFkWdnZ2EAgEsLKywq5du7jflpaW6h3lV5s2raysTOd6Gut85HI5d15RUVFwd3fHjz/+iIEDB3Jx9dHR0fjtt98arKeiogInT57U+rjy8vK4oKH6kJ39XzkOQ4KKLCwswOfz8eTJExQVFRklQOnvJUItYWJigsrKSoOpnFRQJQkBwNq1azFs2DAIhUIkJydj165d6NatGzIzM3H27FkcO3ZMqxdGJBJhwIAB2LNnj9bHYW5ujqqqKpSWloJlWaxZswbJyckICQlBeXk5vvjiC7WXtynAMAykUinkcrnG/QKBAAsWLMBnn33WaOfr4uKCIUOGwNzcHHl5eZDJZIiKioK5uTmePn0KX19fbN++HStXrlQTYmkKMAwDExMTlJSUGK1OoVAIlmVRVVUFb29v3Lt3T5dnUuMS4St3CjYHx6BUKqWpU6dSz549ycPDw6iOnaSkJCotLSWlUknV1dWUkpJCX3zxBc2bN4/S0tLo0aNHFBISQl5eXo3WxTCMTs4tU1NTatWqlZpjKyQkhNzd3en8+fOUkJBA+/bt41iU/v3vf+ssgKKtvXxN27Ztq5bObW9vzzkku3XrRh06dKhTh4WFBe3fv5+OHz9OP/zwA82bN48CAgJo48aNVFJSQg8ePKC8vDy6ePGiGkHNypUrmyxZTHVeqmOfMGECubu761SHQCCgPn36kFgsppiYGNq+fTudPXuWzp07p2uKdPPlE6jPZs2aRd27d9fKi2yoR/vzzz+nsWPHGk3kZPHixZScnEz29vZUXV1N+fn5dPToUYqMjKTIyEgaP3485ebm0oMHD+jp06fUrl07oz6cbdu2pTlz5tDw4cOpU6dOatdJKBTSrFmzaP/+/TR8+HCuY5FIJAZdx+DgYM6r3pg1pBHA4/E07re0tKQjR45QXl4ezZ07l4RCIadaJZPJ6PPPP6fy8nJ6+PAhnTx5koYNG0YAOKYoXc6Fx+NRYGAgtWnThlq1akWurq5a/U4fXQwVQQoA6tmzJ128eJEuXbpE3333HZ06dUoXkpvmtTpgb2/foKQzn89HRUUFZs6cCVdX10brS0xM1Hl9XCAQgGEYiEQi3L9/H6NGjcKhQ4dgaWkJoH4H0uLFi2Fqatpg3UqlEvb29rh//z7KysqQn5+Pvn374tSpUzh16hQ2b94MFxcXnD59GllZWVizZo1Oxw7UOMM0rZ1LJBKYmJhg4sSJCAwMxK1bt7h9RAShUIiBAwfiyZMnqKioQHFxMcLDwxEbG6szkatQKISlpSXatGmD5ORkZGVlcb6KYcOG1fu7gwcPqkmx1/ZvKBSKOnNhR0dHbNy4EXfu3EFeXh6SkpJQWVkJIkJFRQVKSkqwbds2VFdXQyAQIC8vD3v27EGXLl1gb29frz+pb9++6Nevn8bzqq6uxsqVK+Hu7q4253d0dNRYV6tWrRAbG9uorPiiRYs4vgJPT0/s3LmTC1nOzMxEWloaAgIC0KtXL4N9UwDwykcB+o4EBg8eTKmpqfTw4UPavHmzUSi/aptMJqORI0eSn58fbd26lS5cuEAnT56kc+fO0VtvvWUUFd+JEyfS2bNnydvbm/bv36+2z8bGhlxcXGjXrl2UnJxMc+fONcp5mZqaUmJiIn3yySd0//592r9/fx0Zd7FYTGvXrqUxY8YYxCYkEAho2rRp3N8uLi707rvvkqenp1q5xtpgGKZR9WIvLy9SKBRUVlZGO3bs0Fimf//+lJWVRRkZGTRlyhS9p3U8Ho/i4uJIIBCQmZlZnXpUoyVjKSEPHjyYu3c9e/akAwcO0IsXL+j+/fv022+/aT0Kwf+36YCtrS1t3bpVTfa6IWvTpo1OMlQ8Ho98fHxo0qRJdPz4cZo2bRo5OTmRh4cHRUZGUt++fbWWJWvIWJalKVOm1KH1+vTTTyklJYUuXrxoNNJPGxsbatGiBV26dImePn1KCQkJ1Llz5zrl/P39KTQ0lExMTHR5wNRMm3vSkLm5uWnN19e+fXvKysqi6upqun//fr1UbDNmzKAnT57Q8ePH6d///rde7MMqibnJkyeTl5cXDRgwgNsnEomIZVmSSqUaOweghqZNVzk0hmHIzs6O3NzcqFevXtSvXz86cOAAXb58me7du/fKpMlfOeRyOfLz83Hs2DGtvK/Dhg2DSCTSun6hUIhevXqhZ8+eHIFDaGgoOnfujMzMTLAsqxazoC+USiVWr15dx8O7ZMkSpKWlYeDAgcYZ8qFmejB//nz4+PggLS0N69atQ2JiolrwCsMwWLhwIXr37g25XK42zNUFmoa8bm5uCAsLa3SqBAChoaF1Ano0wdXVFV999RXs7OxQVVWFs2fPYuPGjdx+gUAACwsLBAcHo2/fvrh8+TIKCwtx7do1va5rREQEnJyc0K5dO1RUVODQoUNwcXFBly5d4O3tDT6fj9LS0nqDoqytrXUmdREKhYiJiYGbmxvEYjEcHR2RlpaGuLg4VFZWwtvbW+fzqI1m2wm4u7sjPz8fVVVVWsVqz5s3T6clIZZlYWJigtzcXBQXF6O6uhq2trbIyMiAi4sLBAJBk6r2hIeHw9/fHx07dsSWLVuMUmdiYiI8PDygUCiQk5ODw4cPQyaTqV0/IsLly5exbds2g9qKi4tT+1sV2PX666/Dz8+v0ai5/fv3N0qqEhoaCkdHR+zevRtKpRKVlZXIysriAmiCgoLg6OgIkUgEW1tb5OXl4eHDhygsLNRbcOXbb7+FSCRCYWEhZDIZpFIpPD09MXjwYISGhsLKygoMwyAtLQ2VlZV1fv/gwQOUlZXp1GanTp1w584d2NjYIC0tDZcvXwYA9OzZEyYmJnj33Xd1Po/aaFbBQip4enrCz88PYrEYhw4dalQgVB8oFAo8ePAAYrEYpqam4PF4+OWXXwDUjELKy8s13mRj4fnz58jKylKjT1NJUdVmmtEWLi4uGDt2LMzMzFBeXo779++jd+/eePz4MXJzc3H79m2u7H/+8x+jBl55e3ujR48eePr0Kfz9/XH27FnVNNAg9OnTBzY2NnB3d4dSqcTly5exe/dujnGntLQUL168QFFRER49egQbGxusWrUK586dw/bt2/W+f76+vjh9+jRevHiB9957D1lZWbC2tsbTp0+5qENj4unTp8jKykLfvn1RWlqKW7dugc/nw9XVFc7OzlqNrBrCX2YkIBaL0bp1a63KFhYW4sKFC7Czs2uyjLjy8nIcO3YMycnJ2LBhA9LT08Hn85GTkwNbW1uMGzeuSUkmsrOzMXfuXFy6dIn7YllYWKB79+71/kYgENSbN1BUVASWZTFlyhRMnz4dq1evxqVLl+Dt7Q0XFxe1svn5+UalyiooKEBOTg7eeustDBo0CAKBwCidTGJiIh49egQTExNER0djxowZSEtL4zqYjIwMtdHE3bt3IZFI4OrqalDYbkpKCuLi4qBQKCCTyTBixAhERkaitLQURUVFRungVBg7diySk5Mhk8lw8eJFZGVlAQCuXLkCqVQKCwsLrd+bevGqnYIqx6BKWAE6OEzmz59P48aNU3OMsCxrMO+7WCym2bNnU+/evemNN94goMbTzefzaejQoTRu3DjatGmTQW00Zjwej/MysyxL7733Ho0dO1ZjkExta2jVIj09ndasWaMW62BmZlbHseTl5UX9+vUzynmwLEsWFhYkEolo0aJF9OLFC+rSpYtBdZqZmZFMJuNEWlJSUmjAgAGNxjAcOXKEnj59SnFxcUahiWNZlszNzWnWrFlUWFhIPXv2NPpzMHDgQO55qL196dKl9OzZM1IoFHT69Glt6/trOwaJSGdHjYODA6ZMmaK2Vm9qaoqhQ4cafCwxMTEICwtDUlIS7O3tMWrUKKxatQr9+vXDjz/+iA8//NCgNlTYsGFDnW0ff/wxFixYwMUjMAyD119/Hbt3725UX6G+0NvJkyejY8eO4PP5XAYhUHO9Xk5Cyc3NNVoyllKpRHFxMacgXVxcjJYtWxqU+PL8+XOUlJRAqVRi9+7dOHr0KOLi4hr9AtvY2ODgwYMYPHiwzvNyTXBwcMDHH3+MsLAwPHv2zOhhyNHR0dzIrvbIrH///ujbty/i4+Px6NEjg5/3Vz4K0HaJsPbXw9vbmxYtWkTvvvsuF/La0JqvQCDQKdItNjaWBg4cSCzLklgsptDQUHr77bfJ0dGRGIahLl26GC2nvnY9KoWl4OBgMjExoQsXLpCnpyfdv3+fysvLKSUlhY4fP05t27Zt8OtkamqqVm///v1JJpPRqlWruO3m5ubk7e2t9XHy+XyDz5lhGINDrmsfw3fffUetWrUikUjU6LLbm2++Sbt27aLly5fXiYvQ19zc3OjgwYN05swZevPNNxs8VqDma67L+c+bN49bJlWNDIVCIYnFYtq9ezeVlZXRmDFjdFly/P8VJ6Ayc3NzYlmWevXqVW+Zf/7zn2rKuNo+9P7+/jR06FCytrYmKysrMjc313mNtzFjWZasrKzIysqKAgMDae7cuVRWVkbl5eWUkZFBpaWllJ6eTpWVlZSTk6PVNMTExIQcHR2Jz+eTra2t2nq7pqmSNi/30KFDdY5518dUx65JF1EqlZKnpyexLEuWlpY0b948+uWXX2j79u00YMAATsrNysqKeDweyWQy7gMwYMAASkhIoKioKO6cjXEvTUxM6o3fr93JSqVSeuutt3TqgLp06UIsy5KzszP16NGDXFxc6Ntvv6XExESKjY2llJQUXeMx/trTAX0xePBgWFhYICIiol5nz+eff95oqufLcHJyQkREBO7evQuBQAA+n4/BgwfDxsbGGIfNwdTUFHK5HOHh4QgODsaCBQsgFArx7NkznDp1CvHx8XBxccGNGzdw4sQJTJgwodE6y8vL8fTpU9ja2mLu3Lnw8vICUDOtGDRoEHx9feHg4MCVF4lEjS7Z7d27F/fv30dwcHCT0meFh4fD29tbo5ediFBVVQWlUonRo0fj+PHjOHr0KIgI4eHh2LNnD4YOHYpNmzahd+/emDt3Lnr27Alzc3NcvnwZHTt25FKEpVIpN90CAC8vL53JPvh8PhwcHOrI1alQexXn9ddfx/Pnz3Hjxg1YWFhodQ1zc3PBMAw2btyIX3/9Fc+fP0dKSgrKy8uRlZWF8ePHG0dT4VWPAgwdCfx/MD6fT0FBQTR48GCqrKykoqIiWrduHR0/fpwGDhxIx48f10kCXSqVkp2dHQkEAvL29lZzBHbq1ImWLVtGPXr00OtYv/zyyyZXL67PnJycOEeZp6cneXh40MqVK6lPnz50//59evbsGZWUlFBpaSnduXOHEhPHgcnnAAAgAElEQVQTaf78+WRubk7/+Mc/iGEYjVGCVlZWNHHiRI3JYR4eHnXCnFVmYmJCrVu31vk8goODtY6GZBiG3nvvPe5vd3d38vPzI5Zl9Zme/a07oAtUyUF/Flc+j8dDSEgI+vbti6KiIqSlpaG8vBxeXl64fv06rl+/rnOdYrEYQUFBSEtLQ3FxMaZMmYJ27drh+PHjiI2NhY2NjV4xB9ogODgYN2/eREhICHJzc9G6dWscO3YMUqkUlZWVOi2vqqIzT5w4wW1r164dlEolbGxsMGjQIDAMg5ycHHTv3h0CgQAZGRnYv38/EhMT1UaBVlZWasQ0QE0MRUFBgcbRR0hICBiGwbVr1wAA7du3x7Vr19ChQwfcvn0bQ4YMQXp6On799dcmjRt5GXw+HwqFolFn6EvQj08AwFYAjwHcrLVtIYBcAEl/WJ9a++YBSAdwB0DPP2Mk4Ovra3TyRtXSljHrfNU2YsQIioqKopYtW5JMJlPLC4iOjtYrlr6xexIYGEi2trbUqVMn8vDwIC8vL5o6dSrZ2NjodC+6detGISEhGvcHBgaSt7c3CYVCCg0NpQ4dOlDHjh3rlVk3xAIDA4nH49GECRM4cdWxY8cSn8+nXr166XRer8D0cwwCCAfQFnU7gZkayrYEcAOACIAngAwAvKbuBCwsLP40BtymtKCgIHrrrbeMVl/Lli3J2dlZbZtEIqFPP/20TllPT0+NL42pqanROkNTU1OSSqXUunVrnWNCpFIpBQUFUd++fcnW1lYjw68xErq0MZlMRps3byZLS0vy8/Mja2trAmqG6sbOZjWy6b86AMAD2nUC8wDMq/X3MQBhf/sEtDN96KsbMrFYXOfFZhim0ZUSgUBA/fv3J6DmK2zsFRF9TEWsYW5uTnw+X+Mx/VnHybKswVmSr8iMvjowmWGYZIZhtjIMo3KzOgOonXaW88e2v6EFysrK6sxXDUF5eXmd7EQianSlpKqqCkePHgVQE+zTFGq7uoKIUF1dzSVzaTqmP+s4lUolHj58+Ke09WdA305gPQBvAG0A5AH4StcKGIZ5l2GYKwzDNBwC18RoKIb8ryAp9aqOwViEqn9VMAzzl7i/fwXo1QkQ0SMiUhCREsAmAKF/7MoFUJvry+WPbZrq+JaI2mv0Vv5JcHd3R0hIiMZ9AoEAgYGBRmmHYZhGc8jrC6P18PBo9GFtiIZNE3QJCTYxMYGZmRn3d+3/v0oIBII6a+31rddrgqOjI4KCgox9WM0SenUCDMPUJlEbCODmH/8/DGA4wzAihmE8AbQAkGjYIRofLMvCwsICDg4O8PX11VimqqoKN2/e1LhPG9QWJzExMUHLli3rLSsUChEWFgag5kGunRl57969BpeBWJZFmzZttA7gUWkaNASGYWBrawugJhfh+fPn3L4333zzTxF5aQyqoCEVeDweRo0a1eBvGIZB69atIRQKoVQqkZycDKBGHSg4OFhvZaVmDy2cdt+jZshfhZo5/jgAOwGkAEhGzYvvWKv8P1GzKnAHQO+mXCI0MzPTOuiitolEogbj7w01Z2dnGjduHLdsqaKcaug3PB6PHB0dqUePHjRq1CgaPHgwWVhYcGG+xlyuNDExodDQ0Hr38/l8ioiIeNVOLDWTSCSNHpNYLKbIyEgCalY73Nzc6pzXypUrydbWlsaNG0eRkZHk4OBAkZGRtHr1ajI1NdXr2FRLn3/GdXBzc6OBAwfqS/umn2OQiEYQkSMRCYjIhYi2ENE7RBRERK2JKJqI8mqV/5yIvInIj4jiGqrbUEgkEvB4PAQHB9fL8KoJFRUVXPBHU8DS0hI7duzgvlQsyzY4HRCJROjVqxfMzc2RkZEBkUjECWiEhISAZdkGs+60oeGqDaFQqDYaEIlEYFkWlpaWeO2111BdXY3z58+rhRa/agiFQvj5+TVYRiAQcGWsra25sOCwsDBMmjQJCoUCs2fPRmBgIM6fPw8/Pz+YmZnh1KlTmDJlCl68eKHXsVlZWcHGxgahoaF4++234eTkpFc9Kjg4ONRLhWdpaYng4GBYWloiIiKiXqk5XdAsIwa9vLxgYWEBgUCA7OxsmJubo0OHDti+fXsTHWHNULKxazVkyBD8/vvvSE1N1aneMWPG4M6dO0hKSuIUc0xMTPDDDz/Axsam0SmBRCLROzU2IiICfD4f58+fh1AohLu7O1JTU+Hu7o6SkhIUFBToVe9fCT169IC9vT28vb3x6NEj5OXlQSKR4PvvvzdqO61bt4aHhwcSEhIMium3s7Pj0q99fHxQUFAAHo+H7t2748aNG5BKpbh27Ro6duyIpKQkXVLwNUYMNqtJEI/Hg7W1NVxdXREREQF3d3ckJSXBw8MDoaGhYFkWW7duNUo706dPh4uLC37++Wc8efIESUlJ3P7OnTuja9euWLp0KZycnDgyzuTkZDx58kSntogI165dg6OjI0JCQpCXlwcHBwcUFxejqqoKmZmZjdah6gBEIhGio6Oxb98+rdtXaQswDIPnz5+jdevWSEtLw+DBg3Ht2jWcPn1ap/PRBJZlwefzERISgpKSEqSmpmLgwIHo3r07Jk2apFXoq7YdnZmZGby9veHk5MRpCvbr1w++vr4ICQlBdXU1Tpw4gS+//NLg81KhZ8+e4PP5iI2NRX5+PszMzFBQUKBrSC+H2h3I06dPsWrVKqxbtw5JSUnw9fVFZGQknj59ioSEBKMcf7PKIlQoFLCxscFrr72GkpISREVFYdKkSQgPD4eTkxPmzp2LkSNHGtwOy7J47bXXMH78eGzZsgV9+vTh9s2cORPbt2/Hhx9+iISEBLWsvrS0NDx58gRbtmzhnHsMwzToUWdZFhEREUhJSQGfz4e/vz9atmzJZYs1hg8//JCrv7KyEqdOnWr0N6ampujVqxf8/f3B4/GQn5+P8vJyeHh4wN3dHQzDQCaTQaFQqDk0Fy1aVK/qb30Qi8Vo3749WrdujbFjx3JS52FhYYiJicGJEye0Gj5ry90nl8tha2uLli1b4sGDBzAxMcGKFSsQEhICHo8HR0dHDB06FHv37sX06dMBAGvWrFETOtEFrVq1Qv/+/TFgwAC0a9cORUVFkMvlencAteHr64uff/4Zy5cvx5AhQyCVSjF37lz4+/vj008/xaZNm7RWT24IzWokAPyXgPPUqVNwd3eHj48Pbty4gZKSErx48UInMU5NOHPmDA4cOIDQ0FBIJBKOW3DEiBH4/vvv8fDhQ1y/fh0DBw6Era0trKyscOHCBbXklmnTpnE06ETU4FxTqVRi/fr1cHZ2Rv/+/XHq1Cmkp6cjKytLqwdp06ZNXGdBRFoFG4nFYkRHR8PKygpHjx7lphsPHjzA119/DZZl4erqCoFAAA8PD06WfOnSpTpPO0QiEYYNGwZvb29kZmaCiHDu3DlERkaCx+Ph0aNHiIqKwq1btxpkTdKGk1AqlWL27Nnw8fHB5s2bYWZmhrS0NMjlcvj5+UEoFCI7OxsikQheXl5c5zl37ly9plO2trZo3bo1UlNTIRKJcOPGDVRXV3NEp4YiIyMDffv2RVVVFaRSKVJSUrBx40YsWLAAFhYWmDx5cqOMzFpBG+99Uxsa8GjWDnt1dXWlQ4cOEcuyxOfzqU2bNrRt2zZKS0ujM2fO0IIFC2jZsmV08OBBnT2nKhWc2NhYqqqqIoVCQTk5ObRjxw769NNPudwEFTvOkydP6MWLF/TJJ59Qly5daPz48Vq1s2jRojpcdCzLkqurKwUEBNCSJUuoY8eO5OzsrFXK7unTp3UiTDE1NaW2bdtSUFAQTZ8+nVxcXOqUEQqFNG/ePPrss890XiVwcnLirqVUKqWioiIqLCykb7/9lng8HolEIuLz+TRmzBgqLi6msrIyunr1KvF4PL1Wemo/J//5z3+oQ4cOVFZWRl988UWdMmKxmBQKBZWXl9OePXuIYRgKDw+ntWvX6uRt5/F4dODAAQJqRG0mTpxIM2bMoK5du3KhyyzL0tatW+v89quvvqLAwMB6n0GBQEBz5swhX19frp6jR49yz5+Xlxft27ePioqK6PDhwxQYGFhv3szatWtfXgVq/sxCDg4OtHbtWvL396cvvviCYmJiaM2aNZSTk0OPHz+muLg42rZtm14P0UcffUSOjo509epVqqiooPz8fCovL6f169fXKWtnZ0dZWVn0+PFjevjwIU2aNEmntnr06KGWI2BnZ0fr16/nbqZMJuPYcTQ9KIYkqXh7e9OjR48oNjaWYmJiNJZhWZY6d+5MkydPpqCgIL0zNKVSKV28eJF8fX3ps88+45h2fHx8KCMjg4qKiqi8vJx27typk5qyJhOLxfT8+XPasWMH/f777zR8+PA6ZcLCwqisrIzOnz9PQUFBerfF4/HoxIkTxOfzKTo6ms6dO0f79u2jffv20ZAhQwzqzDRZ7969uXs/YMAAunXrFlVUVND9+/eNwiz0yjsAXToBVeLGxIkTafHixWRvb08CgYD27NlDt27domfPntG2bdv0fmhNTU0pMDCQysrKSKFQ0K+//qqxXEpKCp06dYqWLFlCsbGxBt1gHx8f6ty5M/n4+HBf/nfffZfWrFlDnTp1qqPT5+bmRt26dVP7vbZ6gf7+/pSSkkIZGRm0bNkytXpefsi7dOlCs2fPpvnz59fJRNTlfoWGhlJwcDBNnTqV2+7r60vp6emkVCqpsrKSjh49atA1DA4Opnbt2tGLFy8oLy+P9u7dq7Fceno6XblyhSQSSb1EIbqYv78/7dy5k3x9fcnHx0fr0Zu+JpVKae7cufT06VN6/vw5JSYmNihN7ujo+DKrcvOnFxOJROjfvz+mTp2KwMBAvPnmmxgyZAg8PDxQXV0NhmHw7NkznWWeVOjXrx8OHToEgUCA8vJytUg5FaKiomBlZQWJRAIXFxc1ySt9MGjQIKSnp8PZ2RkKhQJisRiZmZnIzMxE796968QHPHjwAGfPnuX+jomJgUwma7ANlmVha2vLOcIeP36M1atXq9Xzcnlvb2/Y2tqisLBQp3Dc2hAIBBg9ejQCAgIQFxcHS0tLBAQE4Ntvv+XiFKqqqnRaUtWEqVOn4vDhw2AYBidPnsSvv/5ap4ylpSUYhsH169dRVlaGe/fuGdSmUChE165dUVZWBltbW7z++ut48803YW1tbVC99UEqlSI6OhqdO3eGXC5HfHw83n777QaXIjt16sRFfjaEZtUJ8Hg8WFhYoKSkBKWlpXjy5Ak8PDyQm5sLuVyOe/fu4enTp3pr93Xt2hX37t3D7du3UVJSoiYz5uvri3HjxmHLli2wtrbGDz/8gMOHD+sct/8yli1bBqFQiHPnzoHH48HBwQGvvfYaJk+ejP3799dxKjIMw4UI+/v7Y/Xq1Y0qMKkCZy5cuIDy8nJkZmYiJycHQE3H6urqqnYeYWFhUCqVkMvlMDMz03vNW6lU4sGDB+jfvz8mTpyIdu3aoWvXrnBxcQHLsigrK8Py5csxa9YsvepXYezYsbh69SrEYjGCg4ORkJAAa2trhIWFwdramlvt2LhxI1asWGFQW0DNPYiIiEBgYCCqq6sRHh6Ojh074syZM02WXSgWi+Hm5ob4+HjcvXsXt2/fbtQpeODAAa2k8prV6gARQS6Xo7i4GAqFAtXV1UhISEBqaipKS0thZ2eHCxcu6F1/QEAASktLwbIs7t+/j2+++YbbV11dDblcDoVCgY8//hhr167FoEGDMHv2bDx+/Ljer6o2UMUZuLm54bXXXgPLsti9ezdyc9Vzr6ytrREZGYn9+/dzx6TNCkJMTAxsbW3Rvn17PHnyBCtXruR+R0R1aKoYhsG0adNw8+ZNrFu3Tm8+falUit69e0MgEMDc3By3b99Gjx49IJFIkJqainXr1mH9+vV61a2Cv78/hg4dChMTExARpFIphg8fjl9//RUuLi64ffs2iAjZ2dlYvnw5R7pqCBiGQatWrfDixQsEBQXh/v37yM/PN46nvh7w+XxYWlri2bNniI+PR3p6utGk4prVSIBlWYjFYpw/fx5LlixBcnIynJyccObMGUgkEvTq1UtvFV2gJtjnu+++w7Rp0/DBBx/g9u3bsLGxgZeXFzIzM3H16lVMmDABq1evhkKhwNmzZ2FtbY0hQ4bUW6dAINBJXu3x48do27YtWrdurfZ15vF4sLe3R3JyMnfz09PT6xUbqY3AwECUlZUhJSUFCxcuRGLif3O6Kisr8fDhQ7V1eIZhYGNjA6lUioSEBK4T0JVluLq6GizLolWrVnjw4AEsLS3Rt29fXL9+Hc+ePcOuXbt0qk8TCgoKkJiYiG+++QZ37tzBlClTsGXLFri5uaGsrEztxWQYBgEBAQa3SUTIycnBkSNHsHDhQhQXF6N79+5NmmFZUlKCAwcOID8/H/369cPdu3d1DkyrF6/aKaitY1AkEtGBAwcoPj6eRo4cSUCNt9TMzIz2799PKSkplJmZaZDjxcbGpg7PXm1v/IQJE8jBwYHbZ2pqSl9++SW988479dbJMEyD0mAvW3h4OF27do3u3LlDfn5+3HZzc3M6duwYvf322zqfV8uWLemjjz6iLVu2NFqWYRiKj4+nhw8f0oEDBwyS69qyZQvl5ubSypUrydHRkaZPn07fffcd/fbbbzRr1iyjcQBeunSJPvroI1q9ejXnFLa2tq5DN8YwDPn4+BjcHo/Ho+PHj9PSpUsJqKE18/T0pJEjR9L06dMbTRYzxEaPHk0rVqzQN9lJo2Ow2UwH+Hw+oqKikJCQgOTkZHTq1Amenp6Qy+VwcHBAnz59EB0dbVAbmpiFq6urUV1djVmzZuHKlStq82Mej4dFixY1yGijmsLUB4ZhMHDgQNjb2+PatWv48ssv4erqiurqarXUVh6PB39/f1RVVcHV1RXl5eVax/Xn5uaiW7du2Llzp1blc3JyUFFRgYsXLxok1/Xvf/8bzs7O2Lt3L2bOnIni4mJ4e3tDIpHg0KFDRiEu8fHxQf/+/WFpaYmnT59yoyRNX0mWZdG9e3ekp6cb1OaVK1egUCiwcuVKhIWFwdHRkUuvPnz4MEpLS8EwDGJiYrB3716D2jp37hwqKiowfPhwREdHw8LCAuPHj4dUKsXixYuRn58PhmHw/fffY/jw4fo18qpHAdqOBHJycigzM5O+/PJLEovFJBKJiGEYYhiGevXqRSkpKU26PKPi2tu5cyeZmZlRq1atqGfPnvTVV1/R7t27Dar3s88+o8mTJ9OSJUuooqKCSkpKKDo6Wu0LNmfOHNq8eTMFBgZyjLbaSoN9++235OTkpFXZLVu2UHx8PC1YsMCgtfQePXrQ0KFDicfjkZeXF3366ac0fPhw8vHxMYgLsPbyb0hIiE6jLNW1bOjvxuznn3+mNWvWcOegegZVZkjdL9t7771HW7dupYMHD9LatWupqKiIHj9+TJMnTyaWZdVGUlqOqppvnIBIJKLjx49TZmYm/fbbb/T111+TTCYjqVRKlpaWZGJiQjt37qRly5bpfKE1kVbWnhKIRCJq1aoVtWzZksaNG8d1Ai4uLlRaWkrJyck0d+5cg242j8cjX19fSk1Npdu3b9OuXbsoODiY+Hw+SaVSYhiGJk6cSFeuXOH4BWQyGW3YsKHRF1Umk1Hnzp0pICBArdPg8XjcNMfR0ZHEYjGZmZnRa6+9Rnv37uXy8lXm4OCg19TA3t6eWrRoQQKBwOBO2tnZmWJiYkgsFpOdnZ1aUI4+dOkCgYDCwsJ0Jg01NTWtcy0kEgmZmpoanfre1dWVPD096datWzR9+nR68OABzZkzh8RiMR06dIiL4WhIhq+WNd9OoFOnThQVFUVxcXFUWlpK69atI09PT7Kzs6MVK1bQe++9p9f8sj6BzA8++IACAgJIIBDQmDFjqKysjEpLS2nt2rUUGBhIfn5+lJubS/fu3aNdu3YZ5WabmZnRRx99RKmpqbRp0yZauXIleXp60htvvEEsy5K/vz8NGzaMKz927Fjq1KmTxrpUnQdQ48fw8PAgAGRra0v+/v7k5uZGISEhNHHiRPL09KTly5dThw4d6J///Cc5ODg0ON+0t7fX+gsnkUjo2rVrdOLECYqKiqKoqCiDOgKVzmBERAQdOXKEOnTowImvTp8+nUJCQtT8KPXdcxVBS2BgIAUEBBBQE/ijbdDV1KlT6cMPP1QbhQwYMICmT5/O0Y8byxiGoR07dtD7779P4eHhdPToUTp58iT16NGDJkyYoGukZfPtBFTm6OhIFy5coI8//lhNWNPGxkavoZdAIND4dXN0dKRvvvmGvLy86NdffyWlUkkVFRVUVVVF+/fvpx9//JGKioros88+q/eFru94bG1t6x3Ctm3blr777rs68foMw9Cbb76ptRSZhYUFtWjRgvtt7X3Dhg2jSZMmUUxMDMXGxtLy5ctp/vz5FBUVRQKBgFxdXal169b1dgSDBg3S+LL4+vrWyUOQSCSUmJhIt2/fptmzZ1PXrl0Nouq2sbGhbt26kUwmo44dO1LLli1pxowZFB0dTZMnT6aKigpKSEigkJCQekcGQqGQwsLC1LZ5enrS2rVrNYq1ajKWZWnWrFnk7++v97noahKJhFq1amVoPc27E2BZliIiImjZsmUGX3yJRMKp02oyFVVUUFAQ3b17l3Jzc+nRo0e0c+dOGjt2LC1cuJDmzJlT7+8dHBzqHRb6+vpqVKnh8/nEsiy5u7trfFFEIlG9sf61r5Hqq68ylaT1y2VdXV3pvffeo5YtW2qcy9rb2+t0TSMjI+tQtr3//vt0/fp1+vTTT2njxo20c+fOepNndDEVPVjfvn1pzpw59PjxY6qsrKSSkhL65ZdfKD4+niZMmKA1JVtYWJjWHYCXlxe988479O6775KlpSX179+fHBwcSCqVNoniEQBOA8II1rxXBwCgtLQUFy5cwO3btw2uqyGPfmZmJoRCIWxsbDBt2jRIJBLIZDIcO3ZMK3Xjl1NJzczM4O/vj8TERKSlpdUpLxAI0K5dOyQkJKC8vFzjenxFRYVWZCEvB5DUd57Z2dlqIc/u7u7Izc3lApAePXrUaFu1oYnHoLq6GlZWVjAzM4OLiwvatm2LI0eO6B0mrGJ3KigowJYtWwAAsbGxePLkCUQiEaqqqpCVlYXo6GgEBgZi7969GDVqFOLi4hqMeoyPj9f6GJRKJaqqqiAQCED030CrPz5mTYIm11N41aMAXaYDxjZfX18KDw/XuE9F/KlyPhrSjkgk0piyqzKZTEYLFizQuj7VSsWYMWPUyDRZltUprbi2WVhYaBy9aPJ6a2s8Ho+ioqKoc+fO5OvrS926dVOLs9DXBgwYQAsXLlQbMfH5fG7d3tbWlstY1GcF4f+xNe/pQFOYRCJp1LGi4i5oyuNgWVavl8PBwaGOo83Yaax/RbOxsSF3d3e1c2UYplHGX4FAQD/99NMrP/5XaH9Lk/+Nv2FpadmkMf5/cWgkGm1WuQN/o2nxvyDL9T/cAdSLvzuB/0HUpyDUu3dv8Hi8en+nawLR32ge+J+8q3w+X00mrCnBMIzepBxNAR6Ph1atWnH/r52fcPTo0QY90fb29v+7Ul3NFN7e3o2S7PxPdgIymQzDhg37U9oyprCpNmhM/FShUOD69esA6oqN1gc+nw8ej4e8vDxUV1frfWw+Pj5wcXHR+/e6wN3d/U9r668ES0tLtedt9OjRatqWGvGqVwYaWx0IDQ01KOHkf81YltUrjr4hk0gkWq861LfUCNQEFLVv3568vb3Jy8vL4ASbhiwsLIzatWtH/fr1oylTpvxpy4RDhw5t0lTily04OFjtent4eNCAAQPqK9/8g4XMzc0xYMAApKSkwM7ODr/88surPqS/HJRKJad5YCwYkk4M1DAmdejQAfn5+YiIiEBmZianCNxUiI+PB5/Ph7Ozc5O28yoxZcoUDBgwADdv3kRpaSnmzZuHrKwsZGVl6VbRqx4F6BIn4ObmRtnZ2XT+/Hk6dOgQBQYG0ty5c8nOzo42bNhgtC+LQCCgQ4cO0VdffdXkPTnDMDRs2DB69913/5QvB8MwamHLlpaWRh851L6Os2bNomXLllFaWhpdu3aNHjx4QJs2baKNGzfSoEGDjN6mq6srbdiwgfbt20fTpk0ja2trWrRoEUVGRjbpyKOpzcnJiTZt2kQjR44kLy8vGj9+POXl5ZFCoeBYmzXR479kzTtY6OrVq5SamkoKhYJyc3Pp6tWrtGPHDkpNTaWbN29SWVkZTZs2zSgXXJU0JJfL6eDBg2oJJ/v376dr166RWCymTZs2GdwWy7I0Y8YMSkxMpE8++URt3/r16+no0aMkEonogw8+MNoDVXto7+fnpxZ5FxAQQF26dNH4u6CgIK2zAKVSKf38888UFhZG8fHxtGHDBiovLye5XE5Hjx6l27dvU2ZmplFTb62trWnLli00ceJEio+Pp7Nnz1K3bt3Iy8uLBgwY8JfvBEJDQzXSwMtkMkpKSqKkpCQaOXIkvf766xwlfHFxMSmVSlIqlVRWVqb2TNrZ2b2sUdE8O4F169ZRQkICeXt7U3Z2No0YMYL27NlD1tbWNGPGDHr06BF3ER4/fmzQTYiLi6OHDx9SXFwcV+ehQ4fUXpobN26QUqmk/Px8Ki0tpf379+vd3tdff00ikYhOnDhBeXl5tHHjRrX933zzDaWmplJubi5du3aN1q5da5SHTSaTUUxMDL3//vsUERHBvYgsy9KoUaNIIpFo1BrQJUFGNeJwdXWln3/+mUxMTOizzz6ju3fv0vz588nDw6NBznx9TCQSUXh4OIlEIpo3bx79+OOPXDZlUxLOvPPOO/Ttt9+Su7u7QfUIhUKNx9mtWzeSy+V08uRJEolEJBAIOD6I0aNHU3l5OSmVSlIoFHTs2DHudxo62ObZCdy6dYvKy8spMTGRKioq6OzZs2pST6dPn+ZeWKVSSWlpaXrfhKSkJFIqlVRdXYVzXsMAACAASURBVE2VlZV05cqVOiHDQqGQHj9+TEqlkvLy8vQOKe7ZsyctXbqUioqKqKysjOLj4+s4QHk8HvXv359KS0spOztb5yw1Nze3OvntAoGARo8eTQcOHKDVq1er1cmyLO3YsYMCAgLqfDUDAgJo8eLFjebLR0ZGctMLExMTun37NneNeDwerV+/nvbs2cNJaEVERFBiYqLBL6JIJKLbt29zuQ5CoZDmz59PXbt2VbueH3/8cZ3fRkdHN3peXbp04bISx44dS9euXeP28fl8+uqrr2jx4sVkZmZGHTt2rHfUsXPnzjrZlg1ZRkYGyeVySk5O1ihrxuPx6MWLF6RUKqmqqopOnjzZUH3NsxNQ2a1bt8jOzo7+9a9/qW0/deqUWidw48YNgx6my5cvk1wuJ3t7e/rll1/U9vH5fLKysuI6gezsbIPaGj16NGVkZJCLiwudPn1aY5lRo0bRs2fP6Ny5c9S9e3eDXxZTU1O6cuUKffDBB3XSqRcuXEjjx4+nVatWUfv27Q1uSyKR0LFjx4hhGPL19aXg4GCaPHkyZWdnk1wuJ09PT1qzZo3B7ajuzfLlywkAde7cmY4cOUKXLl2ijIwMTtevqWzkyJH09OlTevLkiUGUbJqMZVlSKBT0+PFj+uijj+rs79GjB8nlclIoFHTjxg3q0KFDQ/U1706gPvv++++psrKSmxO9TBihj50/f17j9oCAAPrll1+oqqqKqqurtWLvbcwOHz5M48aNo/fff1/jfpXmYb9+/Qxuy8LCgqRSKW3dupUGDhyoxlxsY2NDR48epVu3btGECRPozTffNNqD7OjoSP369SMvLy9ycHCgQ4cO0dmzZykrK8vodFwCgYBsbGwoICCA42ZobHlTKpUadBxubm40ZcoUrbgS3NzctKZp8/PzI39/f6qsrKS9e/fWGV14eXnR5cuXSaFQUFFRkTZ1Nv8lwpdhYWGBjIwMlJeXQyaToby8XKfc8PoQHh6ucfvvv/+OXbt24fXXXwePx8PEiRMNakcqleLIkSNcbvzL6Ny5MwCguLgYUqnUoLYAoE2bNkhPT4dMJsPZs2fx7NkzCAQCmJqaYvr06bC2tkZxcTEGDRqEpUuXGtweUHOOffr0QZs2bTBmzBgQESorK7Fs2TKMGDFC9REwCoRCIfr37w93d3dOKu7JkyfYvHlzg3Lhnp6euHfvnt4iK0CNBoQmtuqXMWLECBw4cKBRxuN27dph2rRp6NixI8rLy7FixQrweDwuWMvf3x//+c9/4O/vDwA4fvy43sfebCMGW7RogdatW6OgoICjrq6srGzydufMmQOpVAqGYbiXVF9IpVJcuXIFHTp00Lj/m2++gZOTEwQCgVYPWGM4e/YsAgMDUVBQAJFIBEtLSwgEAnTv3h1du3aFpaUlTp48ia+//hpXrlwxuD2gRj6rW7duaN26NW7cuAEfHx/8+uuvuHnzJhYvXmzUTkAkEqFVq1YoLi6GXC4Hn8/HwYMHG+wAAHAKVvrAxcUFQ4cORY8ePWBvb99o+aVLl2pFed6uXTtMmjSJE4FZsGCB2v6AgABYWVlxAjWffPKJXscPaNEJMAzjyjDMGYZhbjEMk8owzNQ/tlsxDHOCYZi7f/xr+cd2hmGYVQzDpDMMk8wwTFu9j64e+Pn5oXPnzsjKyuJuHhEhNjbW2E2pYcyYMdyNTk5ObjwcswGIRCIUFhaCz+dr/Mrb29tDIBBALpfj3LlziIiI0Lut2rCxscGFCxdgYWGB6OhodOrUCb169cKLFy+wYcMGLFq0CCdOnDBaRqFcLsepU6fA4/FARCgpKUF1dTUKCgpw9+5do7ShwosXL7Bp0ya4ubmBiHDhwgVOc7Ep4ODggHHjxoHP5+PmzZtG1SGMi4vDtGnTuA+OlZWV2v4ff/wROTk5ICIcOHCgTiehC7QZCVQDmEFELQF0BDCJYZiWAOYCOEVELQCc+uNvAOgNoMUf9i4Aw8TmNKCoqAhnzpzBgwcPMHToUDx//hxEBD8/P2M3pYaBAwfCysoKRITNmzcjLi5O77pUiTp5eXk4f/58nf1RUVG4desWYmNjsWTJEmzbtk3vtlQQCoW4cOECjh07htGjR8Pb2xvdunVDly5dsG3bNqxevZobbr4shKoPWJZF+/btkZCQgKlTp0KhUKBly5acMnDPnj0NbuNllJSU4PDhw5DL5XB3d0dFRQU8PT2xbt06o2dByuVyHD16FM+ePcO0adPQokULLFmyBFOnTjW4rRcvXqBVq1ZIT0/Hs2fPsHfvXrW8jRYtWiAzMxMrVqzA77//rhXtXb3Qw4n3E4DuAO4AcPxjmyOAO3/8fyOAEbXKc+WawjHYokULunPnDimVSiopKTGqk+ll+/zzz6m4uJi6detmNKrx+qxdu3bUq1cvcnNzM9p6usqxZGVlRZ6enuTg4EDz58+nrKwsCgkJMfo5SCQSOn36NLVp04ZcXFzoyy+/pPfee49WrVpFI0eONArpqMoEAgFt376d1q1bR0ANxZgqWvDatWv0+PFjozJEmZqa0uLFiwmocaq2atWK1q9fT9nZ2XTp0iW9SEdlMpka4WlycjI9fPiQ9u3bV4f9efjw4fT9999TamoqzZw5UyN5rQYzfHUAgAeABwDMADyrtZ1R/Q3gCIDXa+07BaB9U3QC06dPp5SUFKqsrCRfX1+1NWFjW2RkJH322Wd07do1srCwICsrK6PUW19yFI/HI3t7e2JZ1qgedD6fT2+88QYFBQXRqlWrKDY2lu7evUtdu3Y1uqf+/v37dPfuXWrXrh19/vnntHjxYlq/fj1t2bKFPD09iWVZEovFBgVcqezu3bu0Y8eOOvdl5cqVFBoaSvb29sTj8ejDDz80yrnV1i9444036MCBA5SXl0eRkZHavpAa61R11D169CAPDw+yt7fXSIEnkUho165ddPXqVV2eRcM6AQAyAFcBDPrj72cv7S/SpRNAzVThyh+m10UTiUQklUrp7t27VFpa2mSUz0DNl2bVqlUkl8vJzs7O6NFuL5uFhQVdunSJ7O3tqWXLlkatm2VZat++PZ0/f56uX79O/fv3N3pI7eXLl6mkpISuX79O0dHRtHr1arK1tSU+n098Pp+++eYbLqjI0Pt29+5dio2N1fil5/P5NHbsWG5ZrikyUlWSYEKh0GijjQ0bNjTIO7l69WpKTU2lu3fv6qIMpX8nAEAA4BiAjzQN8/EnTQdqp8l26tSJEhMT6f79+5Sbm0sKhYJmzpzZJDe4TZs2dOjQISopKaFnz55RcnIyJ3hizLRRlmXJxMSEnJ2dacmSJXTjxg2ytbU1OnmolZUVjRgxgqKioqhPnz4ay9QOX9Xn4WYYhh49ekTz5s1TC7oyMTEhMzMz+u2332jbtm1G63z++c9/1hnJmJiYkLW1Nd28eZP69u3bpLkDIpGILC0t6fjx4wZ9IEQiEbm6utL58+cpKSmJk4erXUYsFlObNm04NSgd7o3GTkCb1QEGwBYAvxPR17V2HQYw6o//j0KNr0C1feQfqwQdARQTkQFei//CyckJW7duBVDjWFMpBgsEAqSmpmLMmDHGaEYNnp6e+Pjjj9GnTx/k5ORg8ODBmDx5MlJSUiCTyfD+++8brS1/f38sW7YMhw4dgqenJ3r16oWCggKuDYlEYpR2GIZB+/btMXv2bNjb29erc6BC9+7d0aZNG53aICLcvHkTixYtUnNozZw5Ezt27EBycjLef/99oy0RduzYEWFhYWrbpk6dikuXLoGIcPHiRaMuR76MHj16YO/evbCwsDBIJyA6OhpvvfUWnJ2d0apVKwQFBeHEiRPw8fEBUBMbs2DBApw+fRrz589HUFCQ4boEWowCXkdNL5IMIOkP6wPAGjVD/bsATgKwquUfWAsgA0AKGvEH6DISsLa2pnnz5nF/qxR0tm3bRtHR0fTDDz8YvYfv378/vXjxgq5fv04DBgygbt26Uc+ePZvECdmlSxc6duwY7dixg2bOnElBQUHU5f/au9Kwpq6t/Z7MAxkYEqYgCoKItCoOFaSTojhUEPG2tVelaC212mL1u06duFfq0EF7bb2tWlusdWgdwOFWH/WKXrRYrICCWnECFZEiyCTGCFnfD+B8xCRACBT4zPs8+0lyhr3X2TlnnbXXfvdaTz9NBQUFraqve/fuJsenUqmUZsyYQStWrKCgoKA2sWY4HI7Rm7YhaeY777zDtisWi2nIkCFtHniDz+fTP//5T5N90J6Lh9q6+Pj4sEzA+/fvs3T469ev06hRo2ju3LmUm5tLVVVVNHjwYPrxxx8fXSnYVGkdY5CIjqPuwTaF4SaOJwCzmqu3NSgpKcGyZcvY32vXrsWYMWNQUlKCkSNHtuk8bQPy8vKQmJjITtGMGzcOCoXCLMvPGhQWFiItLQ2HDh1CdXU1XF1dERwcjI0bN7aqPm9vb9y+fduAaCSXy+Hr64v09HTIZDKMGDECBQUFuH79ulWyc7lc6PV6g7dSREQEtm/fjh07diAgIAAeHh4oKChAZmamgaXRFtDr9UhPT2d5FxUVFfD19cWdO3favC1TCAoKQmFhoeUBPR5B7969odPpsHv3bqhUKlRWVkIoFILP52Pfvn04dOgQ1q1bBwcHBxQWFmLjxo0sWa616NK0YaCOkbZkyRKUl5e3ab1cLheurq44c+YM3nrrLXZ7W9CSzeHy5cuIj4832GYNHdRUajCxWIy4uDikpaUhKCgIt2/fblGcweZg6kYUi8VsZGM+n4+SkhKUlZW1qD4ej2dxPMOG4VLD8IbH4/1pEZIFAkGbBGHds2cPAODAgQM4f/48KioqIBKJIBAI4OnpiaqqKqSlpSEnJwdAXTo5q2HJFGF7FbTCbH755Zfb1SzjcDhkb29PTz31FE2ZMuVPMQW7detGISEh7dpGQEAAffPNN9S/f3968sknSaPRtMhc/rMDcjQ3XRkSEmIy5kFXLC4uLvT2229Tt27daObMmW2Rfdhc+f+TgaiBM90e5v+jUCqVsLOza1f6aQPEYjHEYjFKS0vbrQ07OzsoFAoUFBS0Wxt/BhwcHFBdXQ2tVtvRolgNoVAINzc33L59G87OzigpKWkTxqYJmMxA1CWVgA022NAqdL00ZNYuYmEYpsun1uoMWX+6eh/a0DQ6/g5rAvHx8QbLMzkcDuzs7Fp8/rRp0zB+/Hj2d1s4wFqL5h4kc06lpUuXWuVw6t27N2QyGfubw+GgR48eLT4/KCgIo0ePZn9b0v+WQiwWd+h/9Niio52CljgGXVxc6IsvvmjyGC6XS2q1mgQCgRGdMjs7u8358S0pfD6/SRYZn8+nAQMGtFl7PB7PLJVUIpHQxx9/3OT5DMOYlXfv3r2W0FStKhqNps3/r84ecbidS+sYg38mzK2tb8Dt27fx3nvvwd/f3+wxdnZ2CA8Ph7OzM7y9vQ32paSktCtrzBz4fH6T+QgfPnyI06dPs799fHygUqlMHsswDDgcDuzt7SGXy40sDB6PBwcHB7MJQ6qrqxEfH98kA1AgECAyMtJou1gsRmpqqvUMNTNwcnIyyBH52muvsUEzWgIOhwO1Wt3kMe2RS1GpVMLe3r7N6zUFBweHZq/RUnQ6JdDYdDUFe3v7Jm/g8vJyJCUlwcPDg51LbcDbb7/dJkrA0j9cKpWySUBbgj59+sDFxQVeXl7g8XgG53I4HOj1eqhUKtjb2xspAYFAADc3t2blGTJkiNn9Dx48wMaNG41ktrOzw2effdZmEZzCw8MB1P3vHh4ecHFxYemxQN1w0JKIPzweD66urkYyh4eHs8rFWmKNKTg6OsLJyQmhoaGYNm0aRowY0W5+FJVKBTc3Nzz//POYMmUKQkNDrfYbdSqykFarhUKhgKenJ/Lz800e0zjN0vjx41FbW4tDhw5h7Nix2LVrF3x8fDBq1CicO3fOKlm4XC7c3d1RVlYGiUQCuVyOO3fuoLS0tMn03aZQXFyMpKSkFh+fkpICAOzD3DjBqEKhgEwmQ25urslzq6urcePGDfTp08dsHxQXF+Prr78GUKdwysvLDaZAORwO/P392RtZLpez0YDaCrGxsZg2bRp69uwJLpeLHTt2ICcnx0hxWwKdToczZ84AqFvzIRQKUVxcDDs7O7Pp2K2Bvb09Bg4ciIqKCgwbNgzu7u7w8PDA5s2b4eLiYl2gj0cgEAjg4uICIkJAQABCQ0PxxBNPYP369QgMDMTHH3/c6ro7jRJwcnJCdHQ01q9f36y5OXDgQAwaNAhBQUHYu3cv3nzzTTz77LOYOHEiJBIJ/Pz88Omnn+KXX35pdR49iUSCyMhIHDhwAEqlEn/88QdcXFwwdepUuLq6YtGiRdDr9a2q2xx8fHzQt29fuLu7IzMzE9XV1XjjjTfg6+uLjIwMAHV5Ac29ZSQSCebNm4dVq1Y1y8yTy+VwcnKCQqEwYOYtWbIEP/zwA959913s2bMHp0+fxsOHD60aAqhUKvTq1Qv379/HvXv34OfnhwULFkCpVGLx4sWora2FUChEQkJCq9sAwA6TtFotqqqqoNVqcffuXWzZssWqes3B2dkZM2fOhEqlQrdu3ZCXlwculwuNRtPm/AWVSoXPP/8cCoUCYrEYNTU1UKlUiIiIwKFDh6yqu9MMByoqKrBnzx5UVFTgzp07eOutt0yO/f39/bFmzRpERUXh0qVLOHPmDPbs2QORSISJEyfi2WefhUajwdy5cw3Sj2/btq3ZoUYDVq1ahTVr1qCgoAAzZ86EXq9HSEgI3n//fSxatAhvvPEGpk6d2mbXDtRZHpWVlVCr1ZgzZw5mzJiBqqoq/Pzzz4iMjMTkyZMBAB4eHhgxYoTJFYW1tbW4cuUKqqqqUFBQgAEDBqB79+5Gx9nb22PGjBkYPHgwbt68iWvXrrH7hg8fjtmzZ8PPzw/jxo1DaGgouFwudDodvv76ayNzuwEajQZOTk5G2+3s7BAWFgaZTIbnnnsOI0eORF5eHqZPnw4+n8+Sl6ZPn46PPvqItXo0Go3Fb2+JRIKoqChIpVJIpVJ4eXk1OzRqOM9Sk1qhUGD+/PnYt28fAgMD4ejoiJSUFFy9ehXR0dFtmhRWKpXik08+wYEDBzB06FD06dMHycnJSEpKwtChQ9kZFQcHB0yfPt3yBjp6ZsDc7IBCoTBaR29nZ0fx8fFUXl5OZWVlFB0dzQaJcHJyop49e9Lly5eppqaGKisr6dq1a2zSSxcXlxZ7hl1dXWndunXUq1cvevfdd4nP51NwcDAdPnyYKioq2BgGLamrpUUgENCLL75Imzdvpu3bt1NUVBR7ba6uriSXy0mpVBKfzyc7Ozuz19KYAiwUCo3WmnM4HBo5ciTl5ORQdnY2TZs2zWC/s7MzLV26lG7fvk1ZWVmUmprKHqNSqcwG5eDxeCY9+VKplBYtWkRffPEFKZVKUigUxOVyicPhkLu7O+3atYu0Wi2Vl5fTihUrDOqztA9lMhnNmjWLOBwODRo0iAYOHNiielozY8Dn82nw4MEkEolowYIFdOvWLXr11VfJ2dm5yWAgrb035syZQ5MmTaK5c+dSeno6PfXUUySTycjNzY2NcMThcIxiDzxSunbykZCQEEpOTqZz587R4cOH6ejRo0bpnHg8HsXHx9ODBw9Iq9XSsmXLiMvl0pIlS1rEMz927BgplUoSCoVUVVVFR48eZW8ihmHob3/7GxUUFFB1dTUVFxcb5H1raVGr1UZZgGUyGW3ZsoW2bt1KFy5coKSkJAoKCiI+n8+GnIqIiKDffvuNza3XUCZNmkRSqdRkW4+GJnNzc6Nly5bRp59+SmFhYZSSkmIyY41CoaD//Oc/dO7cOVq1ahVxuVyaMWOGUdstuXlXrlxJ69ato7Nnz5pc73HkyBHS6XRUVFREiYmJrX5QIiMjKTg4mFVSjUN1NVdeeOGFZtOQPXqfHT9+nG1jwIABtH37dtq/fz95e3sTUDdVffz4casVAIfDofz8fOJyuaRSqSggIIBCQkJoyJAh7BJiT09Pys/Pb0l9nVsJSCQSo8Uzo0aNYh8YLpdLsbGxpNfrqaKiwmRKJoFAQN999x1ptVoqLS2lefPmtbrzlUqlUd66zZs3U2VlJZWUlND9+/dp4cKFVv/JQF2chJMnT9LkyZOpoKCApk+fTgCoT58+tGHDBlKr1ZSSkkJhYWEUERFhUd2TJk0ijUbDPhjdunUjnU5HWVlZNHr0aJPnyGQyunr1KqWmplJ4eHirr0sqlZJOp6Pi4mLKyMgwimIkEokoMzOTKioq6MCBA0bBNC0pYrGYNm3aZPDwtBcnhMvl0tatW0kul9PixYspOzubMjMz6fr16xQfH9/m0aYyMjJIKpXS3LlzacuWLfSPf/yDsrOzKSsri7y8vCz5jzq3Emiu9OvXj2pqakir1dKpU6dM5rZvCCRZWlpKWVlZlJCQ0KbElujoaMrOzqbKykoqLy+noUOHWl2nRCIhPp9P06dPp7KyMvryyy/ZN1hDpOG8vDy6cOECxcfHW9XW4MGDqbq6mu7evUsrV66k3r17mzzOy8uLdu/eTaGhobR06dJWxQDUaDTk4+NDVVVVVFFRYZRxWSaTUXx8POl0OsrJyTGyjiwpAoHAaOWdp6cneXh4tOh8uVxucexBDodDzzzzDGVmZtKWLVsoMDCQ+vfvT3K5vM3JVBwOh5566in697//TRqNhmQyGTk7O5NIJKLvv/+ejh8/3tL/qGumIevVqxeUSiVSUlLAMAzy8vLYsFENUKvV7PTiSy+9hBs3bqC0tBTFxcVWz6FyOBx2bn7nzp0YN24cRCIRHBwccOLECWsvD/7+/tBqtfjwww/B4XDA5XIREBDAOnka5uTlcnmLHZuPwsPDA2KxGHv27AER4ebNm5g7d67Z46OiopCXl4d+/frh999/h0qlsnjF5uzZsxESEgI+n4/8/HyDKU2BQIDZs2djxIgRICJkZmZa5Uhzc3MzmlrU6XQtntEYMmQITp06hbt377a4TYVCgW+//RY8Hg8+Pj7461//iurqanzzzTdQqVS4evVqm60GlclkWLp0Kbp164a///3vyM/Ph1AoRHp6Onx9fbFw4UI4OTm1ekqy08wOmENCQgJiYmJw5coVEBHu3bvHBlLw8vJCREQE/P394eTkBDc3Nxw8eBDZ2dkoLS2FWq2GUCi0qn0ejwehUAi9Xg+5XA43Nze4uLhAp9NhzJgxVl/f6dOn4enpievXr4PP58PT0xPjx4/HypUr8dNPP4FhGCQnJ2P9+vWYN2+eRXWLxWIIBAJER0cjODgY586dQ3l5ucG0qZeXFyIjIw08+zt27MBvv/0GvV6Pnj17tkqRLlq0iOUa1NbW4sKFCwZyTZgwAf3798eDBw+wevVqi+tvDFPRfORyOZydnVvEEDx48KBFCoBhGAQGBqK6uhrp6elYv349gLp+y8/Px5UrVyxan9EcwsLCEBAQgNLSUmRmZsLe3h5JSUlQKpWorq7GmDFjrOIkdFpLQCqV4sGDB+jZsyeqqqogEAig1WqRk5PDXnDDG/no0aMoLy/H9evXMXz4cERGRiIjIwPbt2+3miGm0+nYt/GtW7fw3//+F/7+/lAqlZgzZw5+/vlnq69VKBTC29sbNTU1kEql0Ov1uH37NqqqqvCvf/0LGRkZDcMmi9BgwQwYMAByuRxKpRJlZWVYtWoVe0y/fv0QEBBgEDFJoVDggw8+QGZmJjZt2mQxOcrPzw8vvPACRCIROBwOBAKBAQ26vLwcd+/eRWFhIdauXYvnn38ep06dsvj6GkOhUBhEl9LpdOBwOO3G3OPz+Thy5AgcHR1x48YN/Pjjj2z7tbW1ZslcloLD4eCdd97BgwcP2JdRQ6DWK1euQCwWs8F3W91Gm0jaDqipqYFer8fly5chEAhQWlqKqVOn4pNPPmHJLefPn8d3333Hdn5NTQ1++OEHNqwUEbUqQi+Hw0FwcLDJfatXr4ZOpwOXy21yPUBLQUQoKiqCVqtFbm4ujh07Bk9PT/j6+qKwsBCnT59ulQIA6tJkPXjwAMXFxbh58yays7Mxf/58bN26lT3m7NmzWLdunUHSzitXrkAmk0EikeDSpUusWT1s2DBIpdJm262oqMDYsWORkZGBP/74A4cPH8bhw4cNjlm6dCmWLFmCs2fPtonZ/KiyLyoqQl5eXrvQhIkIhw8fRmJiItasWYOjR4+y7Tg4OGD16tXw9fVts/YkEgmys7MRFxeH3Nxc+Pr6gojw0ksvITIy8v8XbbgxGoJDzp8/Hw8fPkRycjJ27drV5Dl8Ph/z589nH6yTJ0+2KvagXq/HxYsXTe5bvnw5FAoFOBxOm0Qb+vrrr+Hp6QmJRIL9+/fjp59+wtixY/HLL79AoVCAz+dbfSMnJCRAKpVCoVBg3759BvuuXbuGJ554AlqtlmUZBgbW5ZCtra1FRUUFayrn5OSYZcKJRCLo9XrodDrcunUL3t7eYBgGubm5+P77740iGTk4OLBstx07drT62jw9PaHX641i7Zlac7B48WI2OGdr2Z6LFi1irarU1FQDNmJUVBRiY2MREhICuVyOCRMmtKqNBiQmJsLNzQ1eXl4oLy/HsWPHIJfLwePx8MEHH2DGjBlmQ8ZbhI6eGWjJ7EBKSgpNmjTJaLtarTbwxIpEIjpx4gR98cUX5OjoSHw+v1Wkk5iYGJPbVSoVZWVlUUpKClVWVlo0t2yuuLu7k1arpbNnz9L48eMpLS2NMjMzKTY2lmJiYlgOgJ2dHa1cubLV7SxatMhk+PG//OUv9NxzzxlMp/Xt25cSExNp8ODBJJPJmiOgEGA4L7948WLq2bMnff7556RWq016rgcNGkTvvfeeVdOCANiMRi05Vq1W09q1a6363xwcHKikpIRSU1ONZJ83bx6FhoZSfn4+xcTE0IYNG6y6NhcXF6qsrKRbt24ZEZC++uorOnbsGN24cYMkyZsrHgAACzFJREFUEklL4xJ2nSnCxiSPEydOkFqtNjmF8ygZZMaMGZSWlkYnTpyg+fPnW3VjmWqLw+GwuQ9v3LhhMXnGVMnJyaGysjLatGkTvfXWW7R69Wry8vIihUJhJEdrMxEtXbrULIvtUaYfwzC0fPly2rp1K8XGxlrc1qhRo+jDDz+kZcuWNSnvuHHj2jz3QFNlx44dtH//fquyOfn5+dHVq1fp4sWL9NlnnxndfxqNhk6ePEkHDx4kkUhkVb6D8PBwys/Pp8rKSgoNDTXaLxAIKCUlhXr16kVA84FZ60vnVwIikYjCwsJowYIF5OPjQ1KplOLi4mjnzp0ss43L5RKPx2P/TKFQyL6FwsPDqaioiL766isC0GpLQC6XE8MwBkkdli9fToWFhVRaWkoPHz6krKws8vPza9Uf3CAzUPeG37dvH73yyiu0ZcsWUigULLW2Kcabr6+v2Qfb3d2dwsLCSCqVkkgkMqlAG/LnAf+nTBv68eeff6bNmzcTUKckRCIR+fr6NvnW5nA4JJFIaODAgbR582b6/PPPSSKRGD3oPB6vXXNGPtrPYrGY3n//fXJ0dCQej2dVUBEOh0NJSUlUWVlJZ86cMXjTi0QikslkbGo8a1PHSSQS+vbbb6m8vJw++OADIzq4XC6nI0eO0KlTp6xOPtKpHINarRYnTpzAunXrcOnSJaxZswY7d+7ERx99hFmzZiEgIABRUVGYOnUqlixZgoCAACxZsgT9+/eHQqFA9+7dERcXh7Nnz0Imk2HMmDF4+umn2fo9PDxaJMfKlSvh6OiIL7/8kt0mEomg0+mg1+tx8uRJlJSU4Pfff2/VdcbExLALW+7fvw+ZTIYNGzZAKpVCo9GwMROa4gXk5uYaOPMao6SkBKdOncK9e/ewYMECAyeVk5MTXF1dERQUhJkzZ8Ld3R0DBgyAWq2Go6Mj7O3t8dprr2H37t2wt7fH4MGDMW/ePDx8+BCVlZXQaDQmPe6enp5Yvnw5dDodfHx8MHbsWHzzzTc4cOAA3N3dAdTNd4eHh+PVV19tEedBqVRa5N1/dBbjzTffxNq1azF27FjU1taCy+W22skK1C1PTk5Oxo0bN9CjRw9kZ2ez++bMmYNTp06BiBAYGGh1zIWEhASUlJTg3r17WLx4sUHSndjYWFy4cAE6nQ6jR4+2fsViR1sBjw4HnnvuOZZj7uvrS2KxmHbt2kWhoaFUWVlJ9+/fp5qaGqqtraXy8nKqrq6mLVu2kFgspsTERHr99ddp4MCBNHLkSIM3zhNPPEFr165t8ZtAqVRSQkIC+zs6Opr69u1LW7duJYVC0erxnre3t9GYtEePHlRUVETHjh2j559/3uo3YJ8+fSg6OpqAOkpyw1uJz+fT4sWL6ZNPPqHDhw9TWVkZ7d27l44cOUJRUVHE5/Pp5Zdfpri4OBo6dCjFxMSQvb29gexr1qwxa+b6+PhQjx49KC0tjVJTU+nOnTv08OFDSk9PpyFDhtDUqVMpISGBFi5cyC56aapMmDDBojfqo/06aNAgmjRpEpvauy2Gb0Cd9ZacnGxk5URERLRZtmo7OzvSaDQUHR1NZWVl9N133xnsnzhxYosZkY1K5x4OSKVSGjZsmIHQ0dHR5OzsTLNmzaLU1FRKSkqirVu3UmlpKZWVldGZM2coMTGRVCoVe45UKqVRo0aRSCQyoKLGxcVZYjaZLXPmzCGJRGLWedhceemll+jJJ59kf4eHh9Onn35K6enpFBMTQy+++CKNHTu2Vc4rHo9HwcHBBtv69u3LPgTDhg0jHx8f8vb2ph9//JFOnz5NK1asoFdeeYXc3NzYc4RCIcXGxpK9vT316dOH3f7iiy826SScPHkyTZgwgT766CM6f/485eXlUU5ODm3bto0uXrxIc+fOpYCAgBY5GjtzYRjG5Di9LYunpyfxeDyaPHkyXbx4kXx8fKh79+7sfqlU2po06507+YhCocCUKVOQlZWF48ePAwD69++PCxcuQKvVYvjw4SgqKkJJSQnCw8OhVqtx584dbNu2Db1798avv/4KvV4PZ2dns2ZyZ8Rrr70GtVqN0tJSHD9+HHFxcbh37x5WrFjRIhZYYGAgcnJyoNPpIBAIMG7cOJw7d87kUGXUqFE4cOAApFIpAgMDwePxoNVqkZaWhldeeQV79+5FZWUlevfubcDwaw2mTJkCIkJJSQmys7MRERGB7OxsZGRktOla++YgkUig1WrbNAAMwzCIiIhAcnJym9VpDq+//jpkMhnWrFkDLy8vnD9/3prqTOYd6HAroPFwwNHRkaZMmUJhYWHUr18/GjRokIE5yOPx2BVxMpmMNcf8/PxY72hLzMyOLEKh0EiDOzk5UUBAAInFYurWrZuBxm+ueHt7Gzg/BQIBde/e3aznXSAQ0MSJE422P/PMM+x0qykzUygUmvRAy2Qy8vb2Jn9/fwoODjbbriVLe9u6v61td+DAgex9194lIiLCaIl8G5bObQnUf8Le3h5CoRBarRb37t0zcLAwDAOxWGxR8MnOhgYmY+N+FwqFEIlEbZZUtSEisakFNBwOBxqNxuIsxA0U5EfB4/EgEonA5XJZZmd7RSPuKDg4OECr1f4p951Go0F1dXV7paKzpSGzwYbHHF0vDZkNNtjQ/ugsawfuALhX/9mV4ASbzO2NriYv0Hll9jS1sVMMBwCAYZjfTHouOzFsMrc/upq8QNeT2TYcsMGGxxw2JWCDDY85OpMSWNfRArQCNpnbH11NXqCLydxpfAI22GBDx6AzWQI22GBDB6DDlQDDMKMYhrnIMMxlhmEWdrQ85sAwTB7DMNkMw2QxDPNb/TYHhmEOMQxzqf7zz0lSb17GbxmG+YNhmJxG20zKyNRhdX2/n2UYJrATyRzPMExBfV9nMQwzptG+RfUyX2QYJqyDZPZgGCaFYZjzDMOcYxgmrn57p+5rs+jgNQNcAFcAeAEQADgDwL+j1zKYkTUPgNMj2z4GsLD++0IAKzpYxmcABALIaU5GAGMA7AfAABgC4NdOJHM8gP8xcax//T0iBNCj/t7hdoDMrgAC67/LAOTWy9ap+9pc6WhLYDCAy0R0lYh0ALYBiOhgmSxBBICN9d83AhjfgbKAiP4L4FHSuTkZIwB8T3U4CUDJMIzplMPtCDMym0MEgG1E9ICIrgG4jLp76E8FERUSUUb990oAFwC4o5P3tTl0tBJwB9A4TOzN+m2dEQTgIMMwpxmGeb1+mzMRNaz3vQ3AuWNEaxLmZOzsfT+73nT+ttEwq9PJzDBMdwD9AfyKLtrXHa0EuhJCiCgQwGgAsxiGeabxTqqz+zr1VEtXkLEeXwHwBtAPQCGAzzpWHNNgGMYOwE4Ac4ioovG+LtTXHa4ECgA0Dvynqd/W6UBEBfWffwBIQp0ZWtRg1tV//tFxEpqFORk7bd8TURER1RKRHsB6/J/J32lkZhiGjzoFsJmIGhJidLm+BjpeCZwC4MMwTA+GYQQAXgawp4NlMgLDMFKGYWQN3wGMBJCDOlmj6w+LBrC7YyRsEuZk3ANgar3negiA8kambIfikfFyJOr6GqiT+WWGYYQMw/QA4AMgvQPkYwBsAHCBiFY22tXl+hpAx84ONPKc5qLO0/tuR8tjRkYv1HmlzwA41yAnAEcA/wFwCcBhAA4dLOdW1JnPD1E37pxuTkbUearX1Pd7NoCBnUjmTfUynUXdA+Ta6Ph362W+CGB0B8kcgjpT/yyArPoyprP3tbliYwzaYMNjjo4eDthggw0dDJsSsMGGxxw2JWCDDY85bErABhsec9iUgA02POawKQEbbHjMYVMCNtjwmMOmBGyw4THH/wKlybKP5nCedgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"loss d: 0.931, loss g: 0.534\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 d: 1.071, loss g: 0.476\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 d: 1.243, loss g: 0.428\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 d: 1.318, loss g: 0.405\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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ro127diqXf++iX79+yM/Ph0wmQ1ZWFvbs2QMvLy8IBAIMGjQIK1asQF5eHnr06IE//vgDRAQ7Ozv0798fzs7Oai3tfvrpJzx58gSLFy+uELdp0yYUFxezh3WRkZHg8XgICgrCsmXL0Lp1awQGBtbqXt3NzQ2DBw/GuXPnMHXqVI3dRHz//ffIz89Hfn4+OnTooBA3dOhQJCQkoLS0FMnJydi7dy8EAgE6d+6M2bNno3HjxuDxeBWue6sLLS0tjB07FrGxsYiOjsbEiRMRFhZW66u71q1bY/HixcjPz0dpaSlCQ0Ohra3Nilh36tQJS5cuRXp6OtLS0pCcnAwej4dOnTph7dq16N27t0b69m0EBQUhMjJSnQPkj3c78PDhQ9q2bVsFKTlvb2+aMWMGPX/+nIjKJLd27txJbm5u1KtXL7K1taXg4GA6evQo5eTkVFrGjBkzyNrampycnIjD4RDDMCSVSsnPz4969uxJY8aMIZlMRu3atSOBQEAmJia0f/9+atGiBbukTk9PV6tdISEhNGjQoApKUQKBgGbPnk0PHjwgIqLU1FSKjo4mS0tL6t27N+Xn55O3tzfFxcXRq1evVObftGnTShV/7O3tycfHh2bPnk1z586l/Px8teqvijp16kQrVqwgLpdLgwcPprFjxxIRUefOncnPz490dXWJy+USh8OhsWPHkp6eHkVGRlJqaio1bdq0xqsAIiJDQ0Nq2bIlaWlpUXp6Ou3atYsOHDhQK8nC3r17k5aWFrVp04YEAgExDEPffvstjR49mh49ekRERLdu3SI3NzcyMjIiPp9PvXv3JolEQt9//z05ODhQQEBAtcsTi8XE5XKrfO7UqVMUHR2tsHqrCX0UTCAtLY1OnjxJsbGx5OnpSatXr6Zly5bRn3/+SXl5eVRYWEgAiMvl0jfffEO7d++mgoICOnfuHGVmZlarjCVLltCLFy9owYIFxOFwqKioiJ48eUK5ubkkkUjo+vXrtH37dmrTpg3t27ePTp48SRcuXKCsrCzq0KEDCQQCCg0NVatdvXr1IhMTE+rfvz/Z29vT2rVraf78+XThwgUyNDSk/Px8kslkxOFwaPXq1XT8+HHS0tKiK1euVMnUiMoG5tOnT5XG+fv706pVq2jAgAHE5XKrlV91qX///tSqVStKSUmhRYsWUXh4OA0bNowaNmxIM2bMoLt371JhYSEZGBjQhg0b6OzZs2RmZkbPnj0jU1PTWpVdWFhIcXFx9OLFC7p69Srdv3+/1u05cOAA3b17l3r27EmZmZl0//59+vnnn8nV1ZUVHU5JSaEHDx5QcXExSSQSGj9+PMXHx5O5uTktXbpULdXhoqIilRM7IiKChgwZQkREzZo104g24kfBBMpJV1eXjh49SmFhYeTp6Um6urokkUiosLCQbG1tydbWlgIDA4lhGGrbti0NHjy42vvl1NRUioiIIA6HQ8+fP6fc3Fx68OABbdy4kX744Qdq0qQJ+fn5UUpKCvXu3Ztu375NvXv3JpFIRCdPnqRnz57Rrl271GrP999/T/n5+bR161Y6f/48devWjYKDg8nCwoL09fWptLSUGjZsqNBWLS0t6tmzJ8XHx1eZf0FBAZWUlFQId3R0pP3795OFhQUJBALi8Xi0d+9eWr58uUpd9Hnz5pGfn1+12rVw4UKSy+WkpaVFW7ZsIYZh6OLFixQSEkItWrSgjRs3kpubG9nY2JCTkxOZmpqSWCymyZMnq9yrV5eKioro2rVrNHHiRNqwYQP17t2bFi9eTC1btqxxnllZWeTn50dfffUVFRYWEsMwtHjxYvbgb+DAgfT111/Td999R6ampmRiYkKBgYFkYWFBDRo0oJUrV1JhYWG1yyvf4yujv/76i/bs2UNbtmyhbt26aUaF/H2fByg7E7C2tq5w//rNN99g8+bNmD59OrS0tDBlyhTIZDK8efMGMpkM+fn5SEtLA4fDQcuWLbF+/foaC6bweDw0a9YMDMOweQgEAmzYsEFh369u/pGRkfj8888V0l+5cgUPHjzA8uXLIRQKMXz4cLZNxcXFePnyJV6/fg0OhwNfX1/s2bMHDMNUa9/M5XLB5/MV6mlqaooTJ06gQ4cOkMlkkMlk+OKLLyAWi/HgwQO8fv1aaV6VtfXTTz/F999/r/Dsrl278PTpU7Rv3x5aWlro1q0bYmJi8ODBAyxcuBD6+vpYs2YNeDweXFxccPz4cbXOAbhcLpo2bcoKP4lEIlhaWrLxbdu2ZaXuBg8ejKysLFbuv7pltGjRokK7vL29sXLlSkgkEgiFQohEInh4eODgwYN4+vQp3N3dQVR2XWdqaopLly6Bw+FUq1xLS0s4OTlhw4YNKgW1BgwYgAULFuCPP/7Arl27EB8fX0Fg6+1x+w4+fjmBnJwcFBYWIi0tjZ0o5Xfct2/fxp49e2BkZITp06ez6QwMDDQiUTh+/HiEhYVpXNw1KCgIJSUleP78OZYtW8a2rbxdp06dwsSJE6Gnp4c9e/aw6YYMGYJWrVpVmndISAhGjx4NExMTGBgYQCKR4M2bN8jIyMDGjRuRn5+P1NRUfPbZZ4iLi8P169dhZmamsbYlJCSgpKQEaWlpKCoqQklJCUpLS3Hnzh3069cPISEhEIlEWL9+PZtGJBJVS1eiW7duWLNmDRo3bozGjRvj8uXL+Oqrryo85+zsjBs3buDPP/+EtrY2O0lrAx6PhytXrmDRokW4ceMG0tLSIJPJsHv3bpYRMQyj8H74fH612tW/f38kJycjLCxM6WF29+7dcenSJYwaNQr6+vpK8zAxMVElZPZxMwE+n4/p06fj+vXrkMvl7Ffs5s2bKCgowLlz5+Dv718h3axZs9CiRQv4+PhofAJrAlwuF7t370Z8fDxKS0tRWFiI4uJi3L59Gzk5OTh//rzSdk2ZMgXh4eHw9PSs8uTb3d0d0dHR+Prrr9nbhvI+zMrKwsmTJ7F27VrExMRoTEKRqOyrdfHiRRQUFCA3NxcZGRm4desWUlJS8NlnnykV2AoPD0fr1q3h6upaKfM2NjbGjh07kJeXx+YfGhoKJycnaGtrw83NDX5+fvD09ERMTAzatGkDhmFUKqep+85OnTqF8+fP4/bt2zhz5gzi4uLw66+/qmSiHh4eaNSoEVxcXFTewpiYmGDChAl4/PgxZDIZli1bhsDAQAV9FRsbGwQFBUFPT08hbTW1TD9uJlAOFxcXxMXF4caNG9i6dSvc3d2xdetWaGlp4ffff6/wvK+vL4yNjTF37lyNKuO8PSA0kY+VlRWio6Nx7NgxbN68GX5+fpg6dSr09PSUihyHhoaiYcOGiIqKUvlFKMeJEyewfv16PHr0iL12lMvluH//Pq5du4bY2Fh2mxMYGKjR/jEwMMD69etx6tQp/Prrr2jUqBGGDh0KQ0NDfPfddxWWrW3btoW/vz/Gjh1b6arE3t4eR48exYsXL9g2FRcXIyYmBhMmTMDly5dx7949/Prrr+jevTsWLVoELpcLFxcXjbSLYRi4urpi8eLF6NGjh1JLSW9L7hkZGcHExATDhw+Hg4OD0jzbtGmD/v37Izo6mlUOkslkiI6OVlBACw0NVVBeYhgG48aNq069Px4m0Lx5czRs2FBlY7y8vNC2bVv2t6Ojo8r9ZEhIiEa/bu9CmVkzVfDz80Pjxo1VxpuYmMDT07NaeQUFBVV7QA8ZMgQ6OjpYtmwZ8vPz2e3G6tWrERQUVOslsr29vUpRWyKCvr5+ndh1GD9+PCZOnIiLFy+isLAQMpkMJSUlePXqFc6ePYuff/4ZY8aMqbF8P5/Pr6BRWV0wDIOmTZvWKG337t0xffp0TJ8+HY8fP8ajR4/Qo0cPhIaG1rbP/l3zYurQu+bFfHx8KDc3l5KTk2udd0BAAD169Ii+/vprSkpKoq1bt9Y6z5qSu7s7MQxDCQkJtc6rcePGlJGRQa1btyZdXV1aunRplffFJiYmFB4eTkZGRvTJJ5/Q2LFj6fTp07Wui6WlJWlpadHdu3drnRdRmZWlRo0akYODA23atEnpDQdRmUHU7Oxsatq0KTk5OZGRkRENHDiQ5syZQw8ePKAbN27U6uqTx+MRj8fTqKkwR0dHSk1NpYKCgmo937lzZzIzMyMjIyM6ffo0nTlzRiF+5syZ9Msvv6jso3dIqXmx974KUHc7UFMEBASgQYMGdV7Ovw03Nzf4+PiodeotFosrXWm9bwiFQlhZWcHd3V2tGwOBQPDBWJJSBV1dXbVWj0RlW05VK63mzZur00cf9nZAX18fy5YtU1AlLsfly5frRA/934Krq6tSVdq4uLg6tRpMRBg4cGC1VWjVhZWVFTZu3Fgh/OjRo+z5C5fL1bi6bV1DX18fa9eurRC+Y8cOVr1aT08PW7Zs0XjZHh4esLKyqqu2fdhMgGEYaGlpKd2D6erqVquRHA5HwVx237590aVLF410YMOGDWs8mLlcrtJDyerqM3C5XAX7eKGhodWyikRU9lWtqRx+dfpb2YHYu+0qZ+Dm5uYKtvfeRbNmzfDFF1/U1QSoNsrH4rvh2trabFsYhmHbHhkZiZ49e2qkbC6Xq9b7+u233xQMoFSBj+dMQIP50ofQPk3Qf6ktldHH2M5ykeD3UW81++vfNTn+IdC//VJ0dHTqzF2Xvr6+yjhDQ8M6KfN90L/1zhiGqZaSTnXorRXtv06aKPc/zQSqQyYmJkon0du2C6pLkZGR5OHhoTLe2NiYjI0r+IMkHo9H7u7uKtNxOBwaN26cyvhRo0YRj/dRmYZ47ySVSiu4W/ufpfd9HvBv3Q6oQocOHZQKyEgkEqX2C2qD4OBgBfmGcrzrhkwZVAmYqAtNnZHU46PEh30wWBkkEona/vGqAxMTE5U29IjKrpwqO8jicrlKTZArg6mpaaXXcjo6Oqz/xXJ06dKFVQ4RCoVKzX6rA4ZhMHXq1DoxcFGPjwIfr1ERACrdbkkkEjI1Na2Rq2eZTFbB2MSsWbNY77WAoruuzz77jObPn09aWloUERFBc+bMqbaxijdv3rACHeUm0d4muVyuoG46ZMgQmjdvHrVt25a+/fZb+vHHH2vtOxAARUVFqSVAIxKJSEtLq1blamrvXU91RO97FaDudsDV1RULFizA1KlTsXDhQuzYsQOnT5/GgQMHsH//fgWNtJqgMs28qKgoZGVl4fjx47h58yYuX75cozKUCYxIpVIFQZdNmzahtLQUt2/fxv379zXmOUddlKsj1zS9qus2ojLZ+l9//bXS1VZ1sH37dnA4HBgYGODw4cM4fPgw/v77bxw6dAgBAQHvRcbkhx9+gKmpabWvcpVBU56n3sLHux0gKlMx3bdvHw4dOoSHDx8iISGBtfdWrhAjk8lQVFSk1AZ9bdCrVy/0798f+/btw4oVK5Cfn4/Y2FiNCuG4uLhgxYoV6N69O27cuIFXr16xnoFiYmIU7OD/W2jSpAmmTZumdrqoqCgFDUAOhwMXFxeEh4fjt99+Q5MmTTBhwgQkJCQgOzsbnTp1gpmZWQV7hNXFw4cPcfPmTSQlJbFjoRwpKSmYPn06Vq9ezapi6+joKPis1ASGDx+OoKAgmJmZYc2aNXj58iWmT58OPz8/LFmypEZ5MgyDUaNGYeXKlbCzs8OtW7dw8+ZNjBgxAmFhYRVM3tvY2FT1Efy4mQCXy8WQIUNQUlKC4uJizJw5E5s3b1Z44fn5+dDX19eIumg5WrVqhZEjR+KHH35ARkYGLly4gOLiYqWaezNnzkT79u3VLkMgEOC7777D8+fPMX36dMyfPx/FxcV4/fo1srKyYGhoWOGrEBkZqbbbq/Pnz8PExKRC+PLly5UqNvF4PLU1L3fu3MmqtYpEIlbyrtxVm4WFBSQSCRISEljjsLNnzwaHw1H7y7dp0yY0a9YMT548YZWi3rbFUI5Dhw4hLy8Pz549YyeXuqK7zs7OlSoTtW/fHq6uroiJiUFxcTGroq1KoKoqfP755/j777+xcOFCXL58GSKRCMOGDYNcLkdBQQGuXbuGhg0b4ptvvsGUKVNAVMZsqxj7HzcTaNq0KTgcDtzd3bF3715cunQJP/30E8aOHct60Hnz5g1SU1Mr9fZTXQiFQhgZGWHhwoUoLCxEXl4eSkpKIIMz2dkAACAASURBVJPJkJubC4FAUMEbb02XnQYGBti4cSNKS0uRk5ODoUOHYtiwYTh58iSmT5+udHKoWxafz2fVnp2cnJCdnY3c3Fw8fvxYwfFJbfGutJsy6be9e/cqqMo+fPiwxmVxuVyMGzeObZ+dnR2io6OxatUq2NvbY/Pmzbh//z4uXLgAqVSK48ePa6yt72LJkiXIzc1lx2JaWlqtxh+XywXDMGwftmnTBvn5+diyZQtOnjyJ3NxceHt7g8vlYsSIEdXJ9+NmAhwOR6nhBAMDA2zfvh3FxcV4/vy5RkRkDQwMcOzYMVhaWqJNmza4c+cOrl69iuTkZOTn5yuY+ebxeFXq81cGHo+H27dvIykpCYcPH0b//v1BVLZk7dGjByQSiUYm6cKFCyEQCCASieDq6or169crtb/wb6BVq1Z4/vw5O1nKPejUBJ988kmVYrMXLlzA+fPn/xWjMpcuXWINt1TTNZhS7N27F+bm5gphAoFAwZjI25aMqomPmwm8C6FQCGdnZ5w8eRLx8fHIzs7WyAqAqEyfu/x/HR0djB07Fs+fP4dMJkNmZqbCpHd0dMSsWbNqvAXhcrn4448/FOQALC0tMXXqVHTq1KmCXwEOh6OwlNXX11eL8bVs2RIbNmyAv78/fvrppzqfFMrg4uKClJQUyOVy5ObmsuGV2MarMbS1tTFz5kw8e/ZMod90dHRgYWGh0bIcHBxw69Yt1j6kpvutcePGmDhxYqXPSKVS2NnZqYr/7zABgUCAjh074urVq6ytwZiYmMoaX+MBFBwcjFWrVrH7yyNHjlSY8Obm5vDw8KhRGVwuFydOnGBP4O3t7fHnn3/i999/Z11Uvz0xBAKBgoJOixYtKv0S2tvbs3vZLl26wNLSEmKxuFI/gnUFhmHg6+uL69ev4/DhwyguLsamTZsU+qK2WpW6uroICwtDu3btEBISgoEDB2L+/PlYuXKlArNs1KiRArOvLWxsbHDo0CEcPnwYeXl5rGOa2uDt8xs+n18t+4/u7u4YNmyYqnilTOCjlDV1cHCgb7/9lry9vYmo7I49ISFBwZ+fJkgsFlPjxo3JxcWFSktLicPh0LVr1yrIBqSmprKuwWpCt2/fJh6PR6WlpWRqakp3796l4OBgOnXqFHl6etLLly/p9u3bRFTmaqpc3sDKyoquXLmiUoaCiMjU1JRev35NBQUF1LNnT4qIiKDLly8TAEpPT1eod2BgIJ07d46srKw03pdEZfL6jo6OJBQKKT4+nlq2bEn9+vVj42UyWa0cafB4POrYsSMtXbqU8vLyKDY2lv7++29KTk6mtWvXKjg0uXr1Kl29erVW7XmbjIyMCABdu3aNvLy8qG/fvrXOU09PjzIyMggo86lhYGBAhoaGJJFIWJdt71JiYiIlJiaqVc5HISz0Lr1+/ZoyMjJYCy1Tpkyha9eula8qNEbp6em0du1aOn/+PP3++++UkJBAhYWF1KhRI7Kzs9NIGdbW1rR3715WUOj8+fP0008/UUJCAhUUFFDnzp3pu+++Y58XCoWkp6dHRGWTpqo2nz9/nvVSJBKJKDw8nPz8/MjCwoIaNy5TKIuMjCRra2uaNGkS6wewLkgul1N0dDStWbOG0tLSaNSoUTX2NPQu8Xg8mjNnDg0aNIhu3bpFUqmU9PT0yNDQkIqLiwmA2s5h1KGnT5/SkiVL6P79+zR+/HiN9OHdu3cJAIlEIvr6668pMTGRSktLa+VNSRnVaiXAMMwjIsolIhkRvQHQmGEYAyLaTkR2RPSIiD4HkFW7aiqSnZ0deXl5kVQqpadPn9L69esVnF6qS/b29vTq1SuljkoKCwupqKiIAgICaOPGjVRSUkKpqamUlVX7Jjk4ONDLly/pyJEjCuE+Pj60Z88eCgkJoX379rFfLCsrKxo4cCDNnj2biKhaq48JEybQzp076e7du2RsbExCoZAaN25M9+7do6dPn1KrVq3o3r17NGbMGGrcuDExDEPPnj1j05dLT9ZksmppabGuzYyMjEgsFtOTJ09o/fr1lJWVpVFmI5fLKSYmhvz9/enJkye0dOlSysjIoLy8PLp58yb5+PjQvXv3apS3ubk55eXlUW5uLhEReXh40K1bt4iIyNPTkzw8PGjv3r10/Pjx6pr5UkkdOnSg58+f082bN9mw0tJS1qyYpky4KVAt9/KPiMjonbA5RDT+n//HE9FsTZ4J2NvbY//+/ayF2R49eqh95/suyq9j3g4TCATo2bMnzp49i7S0NJSWluLLL7+ElZUVGjdujD179uCHH36oVblvC9Roa2sjIiICixYtws2bN9GuXTtERUVh3bp1WLduHY4cOYLVq1erbTTVysqK9VswYsQIeHh4oFevXsjKykJiYiJOnz6NNm3awNbWFidPnkTbtm2xaNEinD9/HhMnTkTnzp0xcODAGvfrF198AXd3d6xduxZ3797F3r170aBBA+jr62v8EJDL5cLW1hbW1tYVxkRtZEcEAoHC+NDW1sbu3buxcOFCJCQk4MWLF4iNjUWzZs1q3QY9Pb1K5REsLS1ro0ym+YNBUs4EkojI/J//zYkoSZNMoEmTJkhPT0dOTg6SkpLg6+sLMzMzjVukMTY2xr179xQcnISFhWH16tVwcnJS+bJWr15dbVuG5R54pFIptm7diqdPn+Lp06e4ffs2WrZsidOnT2P06NHQ19eHnZ0d9u/fX6O2SCQS1kvPrFmzcOPGDezfvx+2trb4/fff2b7T1taGUChETk4OTp06BQsLC3Tt2lWpU4/qQiQSwcnJCX/++SeePn2KkpISpKena0wr8n1BT08PXl5euHv3Lt68eYOSkhIkJiZqzKS5Kvj5+WH//v011QatEybwkIjiiegKEX31T1j2W/HM279rywRMTU0xfPhw2NraYuHChUhJSWFPz/v3749Xr15prLNtbW2Rm5uLJ0+eQCaT4cKFC/D29oZIJMLjx4+RkZGhNJ0613UcDgc3btzAX3/9hZMnT0IsFmPkyJHIycnByZMn4e7uruAazNvbGzt27KhVuzgcDus+q0ePHhg5ciQmT56soOHI4/HYL5+mru04HA4mTZqEly9f4tWrVxphAu+6WHsbJiYmrE5CubSiVCrFX3/9pVF5AV9fX1y8eBEJCQn46aefWBuEdYX+/ftj4sSJNX0ndcIELP/5a0JE14moFb0z6YkoS0Xar4jo8j9QWXFzc3OYm5vD0tISjx49wubNmytcJbm5uSErKwsJCQk16lhTU1OFr7pIJGK99JSLod69exehoaG4fPkypk+frhGhJD6fj9OnT0MmkyElJQUTJkzAxYsXkZqaioyMDJSWluLZs2fo2LEjpFIp5s+fz6atji9CZRAIBBgxYgT27t2LrVu34ubNm7VSclEGVUv9ESNG4Pjx44iMjNSIa7hNmzYhICCggi++dzFhwgRkZ2ejtLQUR48exbfffqvR9vbr1w+DBw/WaJ6q0KlTp9qogtetnAARTSaiMaTh7UCHDh2QmZmJixcv4smTJ/Dx8UHz5s1Z5xteXl6wt7fHlStXNGZGWyQSobS0VEE5KTExEcnJyZg5cybOnDlTqz2mjo4OtLS04O3tjaCgIBQUFCA7Oxtv3rzBy5cv8fLlS6SnpyMvLw9Xr15Veqdvb28PIyMjSKVStb8KQqFQ48txHR0dlpEuXrwYTZs2VfDAU1fYunUrJkyYAA8Pjwq2IaytrdGgQQN06dIFr169ws2bN+Hh4QGRSFRj5S8TExONMLDawNzcHHp6erCzs2M/hi4uLuDxeBWkDN+BZpkAEWkRkfZb/58lolAimkuKB4NzasME4uLiFPbmxcXF+Ouvv7B48WLWD9yvv/4KHx8fLFq0SCOdzOfzsWvXLuTk5LCrgDNnzmDHjh1wdXUFwzC1mkSNGjVC69atIZFI4OPjg+XLl2PhwoUoKSlBQkICoqOjMWrUKGzZsgUGBgaVaqFVxxehOvD29gaPx0NISIjabSqf9JaWlsjMzMSVK1fg6upa55Pi0aNHSEtLw6VLl9CqVSs4OTmhW7duOHjwIJKSkpCfn4+ioiJMmTIFa9asgY2NTXVl7Stg9uzZ+Prrr9+LGXVjY2N069YNf/zxB2bNmoXo6Gh88sknCAwMxMyZM6Gvr1+V1WONMwEHKtsCXCeiBCL68Z9wQyI6TkT3iOgYERnUhgkcOHAA06ZNQ3Z2tsIhXWZmJo4fP462bdtiwoQJGuXOXC4X33//PU6dOoXS0lLMnj0bbm5utdZ7t7e3Zy0Rubm5KawmzM3NMW/ePAWlpAYNGqi8+XB2dlaqEVhbREREQCQSVde3nVK4urpi+vTpiI6Oxtq1a8HhcOrk61m+t//ll1+wYMEC9nBu79697Di5du0acnNzkZWVhTlz5tS4LENDQ/D5fAwePBjbtm2rVf/UBHp6eli8eDG7Pd29eze2bduGO3fuqLO9+TjFhps1awYul4u+ffti2LBhmD9/Pi5cuIA+ffrA29tbHZvrag2uPn36ICAgAN9//71aVz+fffYZGjZsqHS/bmtrW+ky9G2Nsarg6OgIY2Nj6OjofLCOWezs7DBgwAB069ZN6XuaPXt2rer+dl+VaxOeOXMGK1euRE5ODtavX4+goCAMGDAA6enptbpKNjAwYNN7eHhgzpw56NGjh9JnJ0+erNHDR6FQiPHjx2PBggVISUnB4sWL4ezsjKCgIDx79kwdf4kfJxN4F/r6+goeWesSDMOo/TIbNmwIExOTf21i1gUT1CQEAoHKK9Oa2F6oqqxGjRrB1NQU7dq1U9Cwa9euncbeCY/Hg62trUrXYMHBwRp1+MLlctG0aVMYGhqiZcuWCjcQwcHB6ozR/wYTqGvUxR7W2NhYwUioQCAAwzA4cuRInbshK8eiRYvqwlxVPT4u1DOB6qC20ofKoGpP/K6asCq8ezBoYmJSLY2yt6HK5VmTJk0qtbhcj/8U/vfckP1XiMvl1kq7rjL6GN1+1VON6X/PDdm7VBOz5B8C1RUDICKlDKAyE+OVuUP72EgkEpFIJHrf1ahT0tXVZZXAVNEHyQSMjIxIV1e3QjiPxyNzc/Ma56ssz4+RBAIBCQSCGqXlcDjk7Oxc6TP9+/dXGTdv3rz3OnF0dXXJzMysQjjDMFW2613q2LEjtW/fXlNVI6IyJlnVpFNGUqmUrKyslMY1aNBArbwMDQ3ZPpo0aZJS13cK9L7PA5SdCYSHhyu9ltPV1UXfvn3Z3y4uLkpt+NdDEXZ2dmwfSSQSzJs3j40r1w0wMTFResqsq6tb5/Lw6qBZs2ZKxWZ5PB7mzp373uvXunXrGt3Y+Pj4KLUIFBoaqnAmZGxsDGdnZ7i5uam0BO3l5aXUtR79V84EzMzMKCIighITE6lz585UWlpKly5dosuXL9PLly9r7aXnv0iBgYF0+fJlKioqIqIy78kBAQF05MgR4nA4BIBcXV0pOTm5gj68paUlicViys7Optzc3EqtGNU16erqkp2dHV2/fl1pfHm7zpw5Q2KxmDIzM0koFFJJSUnZYGcYatmyJcXGxv7LNa85TZ06ldLT0+nNmzfE5XLJxcWF7O3tSSQS0YULFygtLY2WL19eXdsM/60zgaCgIMrIyKCwsDCaMWMG9e3blzgcDmt1p57KyNPTk27cuMEyAKIyT8xfffUVEZUZ44iMjKQ+ffqQRCKp4N342bNndP/+/RqXz+Fw6vQcYfz48SSRSJTGffrpp7RgwQIyNzenkSNH0rx58+qsHpqmkSNHkp6eHv38889smJ2dHTk6OpJAIKC2bdvShAkTaP78+bRw4cLaFfa+twLqXBEyDAMnJyd07doV9vb2sLCwQM+ePZGens4uf96+iqupGuy7jkH5fD7c3d2rfaWnDjZt2gQ+n4+IiAjs2bMHu3fvxt69e7Fz585q2yWoDGZmZgrLU7FYjO3bt+Pw4cNs2Lhx45Ceno7hw4drXJZALBZrxNiGKrRu3VqlrMW8efNQXFyMEydOIDk5GZcuXaqzehARBgwYgNGjR2PMmDEKLuWqgjIHJYGBgexYLheO09fXh6enJ+bOncuaNe/Xrx86d+5c3bL+G3IC1tbWCA8PBxGhT58+iIuLQ/v27TUqoaWnpwehUAgdHR20adMG8fHxSEpKwp49exAbGwtdXV2F54OCgjBy5MgalfXq1SvEx8fj2bNnCl5zZDIZkpKSsG7dOly4cAEnT54EUdneVw0x0QrQ0tLC2bNn8ffffyM8PBynTp3CvXv30LNnT1y7dg06Ojq1Zj6zZ89mB7BYLIa/vz+0tbVhYGCAAQMGwNXVFT/++CO2bNmCs2fPsu/1888/18j7a9WqFX777TccOXIEp06dQnZ2Nnr27Fkn8hCGhoZwdnbG6NGj0atXL5w5cwY3b97E5MmT1cqnMqk/PT09+Pr6wtfXF3FxcUhNTYVcLsf8+fPV9W704TMBT0/PKhUzdHV1MXjwYHz66aeQSCTo3LmzRt2OEZWJ/orFYgQHB6Njx47IyspiOe/69eshkUgUHGYIhUK1XU0dO3YMrVu3RlxcHDvpi4uLIZPJFBSlCgoKIJfLFYyY1FT8lcPh4NatW0hNTcWRI0fg4eEBY2Nj7NixA0+ePEF6ejokEkmtDlp37twJLy8vMAyDxYsXY+fOneDxeKxexIABA9CvXz/Wl2ROTg47CaqyC8Dn8xWcbyiDm5sbFi9ejJ49e+L+/fs4efIkMjMzlSpbffXVVxgwYIDabQwICFDoUx6Ph/nz5+PZs2coLCxEw4YNoaenhwsXLrC+HP39/dGyZcsKeTEMAzMzMzRt2rRCXGRkJLhcLnR0dJCamoo9e/Zg+PDhkMlkGDJkiMqPQWRkJIYPH/5xMgEOh1OlGG3Lli1x6dIltkPrQka/PE+GYaCnp4f58+ejsLAQYWFhOHz4MDZv3lxrmX0ejwc+n4/k5GQIBAIW7du3R6dOnSAQCBAXF4fi4mKUlpZi4sSJuHDhQo3bQkQ4efIkBAIBPD098fjxY9YQBp/Px/Hjx9G5c2e0a9eu1u0q/5/L5bIM4O13zOFw0L59e+Tk5CAkJIRdDdS2XAsLCzx58gQFBQVIS0tjDYmkp6cr9RJVXpeq8uZwOKz/wilTprDMysHBARcvXkR6erqCEZqCggK8evUKBw4cQEZGBqZOncq6FFOWvyoLSeVu1rp27Qq5XI7S0lIsX74cAoGg0npX0q4Pnwk4OTmxbriUwcvLC1lZWTh79mwFD7a1WSKrmjwikQjOzs7o3bu3grea+Ph4jWiJLVmypMqv7rNnz1BcXFzlF1AVOnfurCBirKuri0mTJikY/AgPD8e1a9fg7u6OQ4cOabQfJRIJWrduXSF869atKCoqgpmZmdrGU9+FSCTCtWvXsG3bNnh6euLBgwf4448/8NdffyEnJwfu7u4K77WqFce7GDRoEJo0aYKzZ88iICAA586dY8sdMGAAXrx4gdLSUrx58wbjxo1DUlISli5dir1798LV1RUdO3bE0KFDleatp6dXqRu25cuXsyvCo0eP1vZ9fNhMgM/nw8rKSmUDxGIx7ty5g3Xr1sHAwEDBLbOlpSWioqJYXX1NQCwWs2cPERER6hy+aAwODg5ITU2FTCbDxo0b2XADAwO1bRuUf4m+/vprhXBTU1Ns3LgRv/zyC9asWaOwwuFyuQoHrTY2NhpReDI2NkZiYiJrVq08XFdXt0Y2EiIiItgvvZmZGWbNmoX4+Hi8efMGWVlZCmccWlpa6NevX43asW7dOly5ckUhbbNmzZCYmIjCwkKkpaUpWLdycnLC+fPnK/WMVRUDfPHiBeLj47FlyxasXLmSDTc3N6+JjYYPmwkYGhri+++/V1p5DocDLS0tFBYWVvC/bm1tjTVr1mDr1q2IjY3V6CTkcDiwtbXVyCl9dSEUCtGgQQMEBwfj6tWr+Pvvv7Fnzx6FZzp16qSglVgdaGtrg8Ph4ObNm2yYhYUFNm7ciOvXr+PAgQMICQlhl5FcLhf29vYKTmDHjx+vFvNRpZH53XffYdu2bSgsLFQQkAkMDESvXr1q1G+tW7eGQCBAkyZN0K9fP/Zc5cKFC7CxsVF4ViAQqM1snJycEBgYWOFQuH379igoKIBMJsPFixfZw0eGYRAREYHhw4cjKipKaZ4Mw2DMmDGVlnvnzh2EhYXh1KlT0NbWhp2dHVxcXLBkyRKFFU418WG7IXv58iUtWrRIaRyHw6FevXqRXC6nzMxMhbh+/fpRw4YNicfjkYODA/Xp04c2bdqk8IyxsbHazi4kEgl1796d3NzcSCaTse6sUlJSqG3btnTixIlyBqZREovFNHDgQLK2tqZjx45RSkoK3blzR+GZgwcPqp2vkZERRUZGKghTWVhYUHp6Op06dYp+++03sre3px49etCWLVuIz+eTo6Mj6enpUWFhIT169IhmzZqlVplNmjSpUHciojNnzlBhYSF16tSJVqxYwYbHxcVRXFyc2m0jIoqJiSGpVEqNGzcmHo9H2dnZxOVy6dKlSyQSiRQUpUpKSig9PV2t/J2dnenixYsVHNQAoOTkZLp8+TL99ttv9ODBAzZ8586dRFQmEmxubl7BWQyAKmUXZDIZ9evXj2JiYsjZ2Zl0dHQoODiYfH19qUuXLsQwDCUmJlYYi2ZmZlRUVETZ2dlVN+59rwLePhNQhaioKOTm5uLRo0cV7Lrv2LEDhYWF7MFJuUluHx8fREVFwcvLCyYmJmqfeBsaGiI2Nha7d+9G7969MXDgQPz8888wMTFB+/btNX4gaWhoiPDwcHh4eOCbb75Bw4YN0a1bNwwfPhwdO3asVd7Dhg3Dnj178Pr1a5U26LS1tREWFsaeCXA4HAQGBuLYsWOIjIxUq7zhw4dj3rx5Ks8x+vbti5EjR2L48OEKB1geHh4IDg6udV/6+/tj8uTJ2L9/P1asWIEZM2bU+p0ZGRkp3UJYWloiODgYn332GTw9PZWWIZVKq+VCXCqVKqh8jxgxAiNGjICbm5uCQ9KpU6ciPT0dRUVF6NatG9uHRkZG7MrK3Nxc2WGo0pXARyEx2KFDB7p//z5pa2tT7969KSAggIjKJKhWrVrF+torKiqiqKgoat++PfXp04fs7OzI3d2dFbtUh0pKSuj06dO0Z88eEggElJ6eTgcPHqSCggI6cuSIxlcBxcXFlJubS1KplHbt2kVJSUl0//59Wr58OR06dKhWeV+/fp0CAgLoyy+/pK1btyp9pmvXrtSjRw+aMmUKEZVJFXbv3p2OHj1KOjo61Sqna9euNGrUKAoJCaHCwkJavny50ucSExPJyMiIVq1aRURlTlPNzc0pICCgWu7kvLy8KlWqEYvF5OvrS4mJiVRcXEznzp2jR48e1eqdFRYWKnXF9uzZMzpx4gTdunWL0tPTlZaRl5en4NpNFb3tbJaozGlqfHw8PXjwgAYPHkxCoZDmz59PnTp1Ig6HQwzDUO/evYnP5xNRmbuycpFqdVzlfRS6A87OznTs2DG6cuUKK9qanp5OmZmZNGfOHDp+/Dg5ODhQdnY2tW7dmv788086duwY3b17l9LT0yk6OlrtOnE4HDIyMqKCggKSSCRUWlqqEf+DlZFAICAul0s6OjpUUFDA+r7TBH333XeVyph7e3vTzp076fz583TmzBnq1KkTTZkyhe7du0d8Pr/CNkwZmZiYkEQiIYZhaO3atTR69GiKj48nov/3o3jmzBk6fvw4rVmzhr777jsqKCgggUBADMOQjo4OZWRkVFmOtrY2yeVy1s9hObm7u9P8+fPJwcGB7O3tacmSJfT06VMSCoXUrFkzSktLo02bNtHp06er0WP/T8HBwfT48WNKTk6uEGdqakpDhw6lxMREio6OpmnTppG1tTUlJCTQnDlz1CpHGenp6ZFcLqfk5GTKyMggW1tbWr16NTk5OZFYLGa3PiYmJrRjxw46dOgQBQcH05IlS5Rlp1R34L1vBaqzHSAqu6Z58OABsrOzcfToUQwePBjnz59Hy5YtsW/fPjg6OrJixDt37sTDhw8xbtw4lZpW6qJfv344ceLEv+I+q/xeWlP5+fv7Iy4uTmlfcLlccDgc7Nq1C97e3jA0NISpqSn27dsHPp+v1nVa586dER0dDXNzc8yaNUuhDVwuF0OGDMGCBQuwb98+eHh4aLSNAoEAt2/fZq3xyuVyfPvtt1iyZAm8vLxgbGwMAwODCvIdI0eORPPmzSvNWyQSKd1O2tra4tSpU1iwYAEkEglWrlyJs2fP4osvvlC6FYqIiICvr69a7Zo3bx4rIVguSFbuW1JfXx8GBgbIzMzEy5cv4eDggNmzZ1fmouzDvh14Gw0bNqxwrSKRSLBz50506dIFQqEQzZo1Q0xMDAoKClBUVARdXV1WKq158+aspyJNDbKhQ4fC399fYwO3srpNmzYNYWFhIPp/iTSRSKTSsKUySCQSBAYGokWLFhg2bBgMDQ3Rr18/hcHMMAyioqJQUFDAOjzJzs4GwzBwd3fHwYMH2TpUp91vC3spa9+PP/6I/Px83Lx5U+E6mMfjVTjBVxdmZmbIzc3FpUuXUFJSgkePHrFj5dKlS8jJyQGPx4O+vj4WL16s8B6qaltgYCDi4uLg4eEBLpfLMk5nZ2c8evQIKSkp+OKLLyASiXDu3Dnk5eUp1cFQl7kHBwfj+fPnKC4uxpUrV/DFF19g/fr1+OGHH9ClSxfweDzEx8dDX18fZmZmuH79elWeqT4eJqAMPB4PI0aMwM2bNzFhwgTMnj0bMTExrDhvq1atNDbh/w2cPXsWrq6uVTKqOXPmIDMzE0+ePEHfvn0V5COqC4FAAC0tLTx8+BCZmZkwNDSEoaEhBgwYwIpEy2QyjBkzBjweD1paWgo+DydOnKjW4eC712jl+OGHH5CcnIzGjRurTGtlZVVlG42MjCocepUfDpdfDebl5WHSpEmIiYnBsmXLlHrm4fP5D7TomQAAIABJREFUVR4Ym5qaYs2aNejQoQPEYjF2796N2NhYbN26FQYGBujatSuSk5Nx5coV3L9/Hy1atNDoCufVq1cVdEqioqKwYcMGFBQUIDMzE2ZmZgqCREKhUNUK7uNmAkRl3P7IkSPYs2cP1q9fj9OnT+P+/ft4/fp1heVnObS0tMDj8eDg4FBrJSMbGxtYWVkp9Tyr7ov/6quvcOnSJYSHh6NBgwYVNBStra0hEong4uKCO3fu4MCBA3BycoKWlpZajEBbWxsdO3ZEVFQUwsPD8fDhQzx48ABFRUV4/Pgxnj9/zv49deoUGjRowMpHlOcxcOBAhISEwNbWVqWQjZGREXR0dMDj8fDHH3/A09OzwgTz9vaGs7NzhbSakPbMzc1l3dXL5XLk5+cjMzMTt27dwvXr1xXkHcoREBCgVGb/bXA4HBgYGMDR0RFz587Ftm3bkJubi/z8fBQXF+Px48fYvXs31q9fj5YtW2LTpk0aNcLy999/IzExkW1XTk4OEhMTkZmZifv376NVq1YVxl6vXr0wduxYZSuPj58JlMPS0hJjx47FmjVr0KBBA8ydO1fl3tXHxwdGRkZYtGhRjc8H7Ozs0KFDB5w/fx4nTpxASkoKAgIC4OnpyQ4UdSXQnJycEBQUhOLiYmRnZ2PevHkwNzeHjY0NQkNDERMTg2HDhiE5ORlLly5Fly5dsGLFCnh7e2PQoEHVLqd58+ZwdHQEh8PBt99+iy+//BLNmzdHbGwsLly4gL1796Jly5aIiIiAVCrFjBkzIBaLMWPGjAp5RUVFqRSy+eyzz9jVmK2tLQ4ePFgtvwIcDoftx9pg1apVSEpKglwuR2pqKo4fP47Nmzdj/PjxMDAwwLBhw2r0hZZIJJBIJFi/fj3+/vtvDB48GPv27WMVu1JTU7Fv3z6sXLlSY74w34Wuri6rA7Fr1y70798fU6dOhZubG1avXl3hnMPX1xdt2rSBVCp9lxF/PEzAwsLivZu04vF4cHR0hIeHB7Zv384eOG3evBmJiYlYt26dgqkzdREWFoZp06Zh6dKlWLNmDZ4/f46ff/4Z27Ztg1wuR25uLrZu3YqkpCR8/vnnmD59ulr5u7q6snro9vb2FRR7fHx82HOHquDr66uWGm6bNm3Qpk0bjXv/rQxt27bF+PHj8eLFC2zevBna2tpqa3ZWhsGDB8PS0hKWlpYYPHgwli1bhrS0NOzcuVNj403Vh0wkEmH+/Pn45ptvalvOx8MErKys3ovDx7chlUoxbtw4jB8/Hrt378a9e/cwb948GBoaIjIyUsEoR20hFosxefJkbN68GdHR0cjKysKyZctgbGyMoUOHIjk5We08PTw8Kt17qwN/f3+4uLigSZMmaivfVAZNei1u3749xGIxevXqpZYmZKdOnTB69Gi1PjrffvstdHV1sWvXrmoz0qpQGROoCaytrfHll19iwoQJb5/RfDxM4EMAj8eDt7c33N3dWb9vb0tzde3aVaPlSaVS+Pn5wd7eHp06dVJYdmu6rJribVfYmsD7ZvREZcyyXbt2am8VeTzev+YOrybQ19dHixYtEBoa+jZz+fCZgIeHh1KFigMHDnywTjc/Fmzfvv2D91tYE8yePVtjsiDvAzo6Ovjzzz8rhK9bt64uvE5/+EyAz+crdZdVk2uxeiiiul/dK1euKPw2MzOr1JPy+4a+vv4H94GoTCX+XTAMo/TdGBkZ1eg2SyqVVva+/hsmx+upbkkoFFYwK17vqkw9et/9VUn5/y2T4/VUN6TMr0A9A1CP6qK/qutximEY4nK5auX9QTIBPp+vdkPqqZ7+q8Tn86lt27bVetbAwIA8PDzUyv+D3A6YmZlRSUkJqyJcT/VUTxqhj2c78OLFi2oxAHt7e9LW1iaxWExE6jturKe6Jx6Pp9LRZj19GPRBMoF3qXHjiirQRGXLpObNm9Mnn3xCzZo1I6lUSn379v2Xa1dPlRHDMBVcm9XTh0VVMgGGYdYyDJPOMMytt8IMGIY5yjDMvX/+6v8TzjAMs5hhmPsMw9xgGMZXE5VUZdDi7t27VFBQQF26dCEzMzO6du2aUsMPHwNZW1vT2LFjKTg4mEaNGkU2NjbEMMx7q4++vj717t271vmUlpbSo0ePFMIsLCw+WsYwe/Zs4nK5pK2tTevWraO1a9fS1q1bafz48WRpafne6iUSiRT8FqpF1bjDb0VEvkR0662wOUQ0/p//xxPR7H/+70REh4iIIaIAIrpQ1xKDc+fOxcGDB+tCsAJEZTIK/8fed4dFdT3vz93OLiwsHemCKEVBQQVFxRJ712CJNTG22JXEmmA0JooxttiIEmM0Bo36UVCJUYLBBmpE1IhSpIkiIL0v7+8Pwv2yssAuLInm5zzPPLC3nLl17jlzZt531qxZ2L59e70FIj169MD8+fPVbtvMzAw8Hg9hYWG4cuUKIiIikJCQgOzsbNy9exfXrl3DwYMHERkZiStXrmDt2rVwcHDA6NGjW3yum8/nY8SIEVi9erXa+77//vv1chp6eHjAysqKndv/7rvvNHbMPB4P9vb2OHv2LMLDwzF8+HD06NGjTu6Jg4MDNm7c2CQbERERCAoKQlRUFNLS0li+gVu3biEkJIRNha4hx7G0tFSbkkxV7d27N8RiMUaOHAkul4s+ffrg+PHjDZV9Nz1ZiIhsSNEJxBGR2d//mxFR3N//7yWiCcq206QTcHZ2Rs+ePdG3b1+cOnWqXoBHompEInWru2pXv1lYWCAoKAiFhYVITU1VWgorEonqraGvT8+dOwdTU1PweDwkJycjNTUVGzZswG+//YbY2FhUVlaisrKSLY998eIF9PX1wefzNZYhV1N37u/vDxcXF3b5ggUL4OHhAaFQqJS5pyH9/vvvG4TCFgqF4HK5ePfdd3Ho0CGNpd5yOBx4eXlBKBTio48+QmVlJV68eIGNGzdCJpNh586dWLNmDYiqHZy6BWrbtm3D/PnzcefOHeTn56O0tBSRkZEoKChAZWUlSktLUVpaCjc3N1y/fh2pqakgqnZMzSGyVVYEtWDBAkRGRuK7776DTCbDgwcPcPfuXdjZ2WHo0KENFU5p1Ank1vqfqflNRCFE5F1r3UUi8tCkE/D09ERKSgqioqIwYsQICASCBjPGXqXBUvWBqvm/S5cuiI6ORm5uLoYMGaKx7LSaFN7u3btDJBKxEFZeXl7o0aMHtLS0cP36dRYk4+XLl4iKitKI7RqdPHkynj17hq1bt2Lq1KnYtGkTPD09YWhoiJMnTzapzVfvh7GxMb766qs623G5XCQnJzcb/elVijOi6lqL0tJSzJs3D0ePHsXZs2dhYGDAUrA1xQ6fz4dAIMC8efMgkUigpaUFgUAAd3d3bNiwAR4eHti9ezcOHTqEDRs2QFdXt0kVhrUp8Gov19LSwrRp03Djxg2kpaUhKyuLxRSIj49nS40PHjzY0DPaMk7g798v1XUCRDSTiG7+rSpdIDMzM0RHRyMzMxOBgYEtXoDC4/Hg4+ODbdu2Ncgi05Kanp6O8vJytXsajWmvXr3w119/1ek6jhs3TqMEr5aWlnXIU4iqwU7i4uLU7mm8qp999lmdnhGXy1UYjly8eLHZdoiqYd8auw+//fYbAgICmuzc3n33Xfj4+GDr1q0KQ9wa+rirV68iLi6OZce6fv06goKCWAwFf39/LF++vL72NQo5/pxhGDMior//1jA5pBORZa3tLP5eVkcA7APgoWzesj6RyWQkk8koPj6eHjx4oBIybVNFKBSSt7c36enpkaGhIclksga35/F4Gg92WVtbs+1GR0ezy3V1dUlPT6/J7TIMQ/n5+RQREUHPnj1TWBccHEwhISHsb4FAQCKRqEl2LCwsKDU1lUaOHKmw3NDQkG7fvk329vZ05cqVJrVdI2vXrq2DOtyhQwcaNmwY+7tv3751kKIlEgkZGBioZWv16tV1yEdelX79+pG1tTVxOP/3aonFYjI2NlbJxrFjx+idd96h06dPk0wmY4PDIpGIjI2Naffu3RQQEMCej6enJxkYGNDt27dJW1ubsrOz6cCBA2qdV1N7AgGkGBjc9Pf/Q0gxMBilTmCwsW793Llzcfv2bYSHh7OorUKhENbW1hpFAe7evTs4HA46deqEtWvXqgSoYWRkpDY/YH2qq6uLLl26IC4uDpcvX0ZaWpoCgMmgQYMwcuRItdutodSuTWShTGsTiFpaWiqFU2tIzczMwOVyWeLOV/Wrr75CaGgoysrKNIIqVBs6jMvlqtSTqaEra45doVAIOzs7FlqNqHpIMnjwYIUhpbu7u1oAK+bm5iyicM0ygUAALS0teHt7w9XVVWH7L7/8EjNmzMDGjRtx+vRpBWq3V7RpNGQMw/xERD5EZMgwTBoRfUZEXxFRMMMwHxBRMhH5/r35WaqeIYgnomIimt5Y+7Xlb4egVDgcDtnb29OjR48oISGBTSvu27cvjRkzhgwMDMjPz48eP36sjkmlMmrUKLKxsaEhQ4bQwIEDSSAQ0KFDh1iuA2tra0pOTlbYR5O9kiFDhlDfvn1JJBLRiRMnyMPDg3744Qd2fVPJSIYMGUJRUVFkYGBQpwdQW37//Xf2f1XIQF6V1q1bk4uLC9nb2ytdX15eTufPnycfHx9q3749xcbGqm2jtnTp0oXi4uKoTZs2lJKSQjKZjPT19Ukul1NaWhrp6OhQYWGhwvMVHR2t0LtSV6ysrKht27Y0YMAAunXrFhUWFtKZM2dILBbTuXPnFGzdunWLbt26pXLbbdq0oUuXLrE9HA6HQ3Z2diQUConH49GDBw8Utt+zZw/p6OjQ48ePac2aNWzynKrSqBMAMKGeVXWSmVF95h+pdQQqytChQyktLY3Onj1LmZmZ5OPjQ9nZ2TRt2jSytbUlFxcXhXlSqVRKIpFIbc45IqJVq1ZRSkoKGRoaUmVlJVlaWtJ7771HQqGQrl69Srq6uvT999+3SKGIVCql0tJSCg0NJblcTlKplI4fP66Rtu/cuUO9e/emzMxM8vDwYLv9VlZWlJWVRcXFxRqx07VrV5o+fTqlpKQoXa+trU0LFiygjIwMhS55hw4dyMTEhC5cuKCWvYMHDxKHwyFXV1fq3r07HThwgNq2bcsSrWi6DoXD4dCqVavIxMSErl69Slwul+RyOXl4eFBGRgYVFRWRvb09xcfHN6n9qKgocnd3Jy6XS7a2tpSXl0cjR46krKwsCg4OrrN9cnIy2dnZUUREBOso1BGuv79/kw5Uk7J27dpGD0JLS4suX75Mw4YNo379+lGvXr1o4MCBlJOTQ1ZWVpSWlkbPnz9nGW84HA4BUFoVp0x69epFL1++pLKyMgJAOTk5NGjQICooKKAXL17QpUuX6OHDh5SdnU1CoZCmTZum9sPamPD5fBo+fDjJ5XK6efMmxcTE0MmTJ+t4fnVkwYIFlJWVRS9fviSpVEqOjo7Uq1cvyszMJJFIRA4ODpSenk6lpaUkl8ubdfyjRo2ikpISWr9+PTk6OhLDMPT06VO6f/++wnbz58+ntm3b0rRp0+jYsWO0evVqSktLo+3bt5NcLqfLly83amvo0KFUWVnJjo0ZhqE2bdpQRkYGPXnyhLKzs9l1paWlzTqv+iQhIYHOnj1LiYmJ9PjxY+JwOJSZmUm6urokl8sVyF9VlVGjRpGfnx/l5ubS/fv3icPhUHFxMZWWllJ8fDylpqYqpUOrOVe5XE4lJSX1NZ/h7++/r85SVcbsLa2k4lipVatWePToEQv5XFRUhOHDhyMkJARubm7w8vICkfrw30TVY/raYJx8Ph9dunSBu7s7HBwc2LlXhmGgp6enFhGIqqqlpQU/Pz88ePBAYzwKbdq0YaPnIpEIhoaG6NixI9zd3fHhhx/ixo0b6N27t0ZsmZubQywWw9nZGbm5uYiIiMD58+cRFBSE7777DhEREfj8888xc+ZMpKenQyqVgs/nY9WqVbCzs0Pnzp1VBuQwMzOrMytQe+7fyclJ7ViGulof1Fp9iVKq6IoVK3Dv3j14e3s3CipiYmICMzMzdZ731x9ZqCFlGAZdunRBWVkZysrKUFBQgPLycvTq1QsGBgZgGEajjEP/hjIMA6lUioCAAERHRytNTGpu+zV/BQIBOnfujEuXLiEqKgrt2rXTiI0FCxbAwMAA0dHRyMjIQFxcHE6dOoV169bh1KlTePz4Me7cuaPA5mRtbc0m8mhKx4wZg2vXrsHb27vZbZmZmWl02rQhXbVqFT7//PN6GZ1rK5fLxffff68ObFzTAoOvi3A4HHJ2dqa4uDi6dOkSZWdnU0ZGBkVGRrLdWGXdpNdVlKG/AKD8/HwiIgoICGjymLI+qbEHgMrLy+nmzZsUHh5ONjY2jU59qSq7d++miooK6tGjBzskq6qqoqqqKlq+fDkNGzaMKioqKCsriz2eyspK6tKli0bs14iFhQX9+OOPdPXq1Wa31VAQlYjI29ubuFwuRUREEFH1veVwODRhwgT68ccf1bL1448/0pdffkk2NjZ0586derfT0tKi8vJymjVrlspD3nrl3+4FqDMcsLa2RmlpKYqLi3Ht2jUEBQWhffv2kMlkaNeuHVatWvWPeGtNaEBAACwtLZWuE4vFCl3KlsTQW7ly5T9Si0BEWL58OYqKivDLL7+0eKLXmDFjNAYHTkTYuXNnnam5+nTbtm1IT09XefvaunbtWhw7dgynTp2Cl5dXnXvfrl07tUlNa+mbPRwgqh7zfffddwgLC8OZM2fQqVMndO7cGVZWVti+fXuLA04aGBhALBZrDPj01q1bcHR0VErGaWpqWscR6OnpsaSrLXmeTVFVyDa9vLywaNEi2NraNrqtnp5es4d3urq6EAqFkEgkrD0dHR1wOJwmYfwvWbKk3piFgYEBJBIJLC0t8fvvv+PXX39F69atwefzlfIgKlM+n4/Ro0cjLCwMly9fRkREBOzs7GBqagoOhwMOh8OmZb96/VSsJ3nznQBRdQXYwYMH8e2336Jfv37Q1tbG7NmzWxRO29zcHN7e3jh8+DDmzJmDX375Bb169YKDg0OTHY+BgQE+/PBDlJeXIzExEV5eXmjVqhWMjY3RvXt3bNu2DYMHD2aDlUKhEO+++65GC4g0qRKJBCKRSGPt+fr6NrnwxsDAAD179sTXX3+N8ePHY/To0WjdujXatGmDd955Bzo6OujYsWOT2n7//fdhZGTEppHr6+vDx8cHhw8fxvLlyxEbG4uYmBj069cPJ06cgKWlJdauXavyc9ajRw9MnDgRX331FUxNTbFlyxYEBwfD1dUVxsbGcHd3h7a2dp1rXRMUb0T/G06gVatWmDp1qlqwzs1RExMTBAQEIDMzExUVFfj2229x69YtpKamYvLkyU1ud9KkSdiyZQsOHDiAa9eu4enTp9i0aRO+/vprpKamYtiwYZgyZcpr+cK/qhwOp0WCsjUBX3X20dPTg7+/P16+fInCwkJs374dixYtwrZt2zBu3LhmH5OjoyNcXV2xf/9+yGQyfP3115DL5aioqMD58+eRnJyM9PR07N69u8k2hg0bBjMzM4hEIpaLY8aMGXj33Xfh7u4OoVDYVBKY/4YT+KfVysoKW7duRWBgIDuVNXnyZMTExDSr3a5du7LdfQ8PDwQEBODcuXMIDAzE7t27FVKVm1LTX5+6uLhg5MiR9UafFyxYoHabXC632cxEBgYGdb5mpqamajkBPp+PXr16Ydu2bYiMjMTGjRthZ2eHd955Bw8fPtSYo+JwOJg1axZ69OiBoKAgpKWl4cCBA3BwcMAHH3yA58+fN2ua8NXnRF9fn3UCzezxvnUCTVU7O7s6VYSaDDoRVY9fe/bsCWtra9ja2iqs8/X11ZgdKysreHp61tvDqKlO+6dVR0en2dOUXC4XlpaWsLCwQPfu3RXG/WPHjtVozIjD4cDc3BxmZmYYNGiQwrh/xIgRGo3baGtrq9rdb0xff/KRmsquV9NNTUxM6Pnz5//Ksb0V9cXY2JhevHhBr8Oz9VYURCna8GuVJ1BcXEzl5eV1lteHMfhWXk/Jzs5+6wDeIHmt0IYBUEVFRZ3lzc1pfyv/rLy9X2+WvFZO4K28fsLj8YjP5//bh/FWWlDeOoH/z4RhmEZRkmqjFvXr14/Gjx/fYsejbu37W9G8vHUC/5+JQCCgsWPHNrhNbWiu8+fP06FDh5psrzHuBGdn5ya3/VY0I6/V7MBbaVnR19f/x/kdGYYhLS2tegFLGIZhsQjfiqLY2NhQcnIyASAej0dVVVXE5XKVxs1UlDeHi/DfkCFDhtQB72zVqhX5+vrWs4dmhcvlklQq1Xi7Q4YMIVNTUyKqBk9VJl27dqUBAwY0GVC0IXmVKrtr1640e/ZscnR0pFatWpGbmxtJJBKN221pEYvFNGvWrBa1oa2tzf7P4XDIysqKlixZQn5+frRo0SL2vnbt2rVZdl6rKcJ/U7Kyslg4qoCAAPrss89o/vz5NG7cOBo4cCBVVVWxXdsFCxZQSUkJDRo0iEJDQzViHwBr/1XZsGEDSSQSWrhwodrtvnjxgi01zcjIIKFQSH5+fmRsbEy5ubkklUrJycmJzMzM6OLFi1RZWUl79+7VCFYjUXV5d0FBAfs7Ly+P3nvvPRo9ejTl5+eTXC6ncePGNcvGihUr6KuvviKpVErz58+n06dPU//+/enEiROUmJjY3FNQKmKxmKZPn0579+5tdlu6urrk5eVF58+fV1g+depUWr16NW3evJmkUikZGRmRt7c38Xg8ksvlpKWlRdu2bWt+Gfi/nS3YUhmDvXv3xgcffKD2fgcOHEBSUhIiIyORnZ2NqqoqyOVyBY2MjERERASio6M1ftx6enrQ19fHunXr0KZNGxw9ehQ5OTl48eKFRrgHpFIpXrx4gfz8fKSlpaG0tBRlZWWorKxEUVERiouL8ccff2jsfHR0dDBy5Ei4u7tj8eLF2LVrF9auXYv09HTcuXMHcXFxzbbh6uqK4OBghIaGYt68ebh79y6ys7Nx/fp1/Prrr2y2Zw0itbm5eZOejW+//Zat5Bw8eDDc3NxgamoKNzc3zJkzB97e3ti6dSvOnj2L3377TeV2BQKB0lqYWbNmISQkBKWlpaiqqqqj6enpCAsLazaoyL/uAJrrBJYuXaqUh1AikahNOBEWFoYnT56gbdu2qKqqQkVFBfLy8rBv3z788MMPLBtQ7ZugqZelRrlcLrhcLtauXYsOHTrg6dOnKCsrQ7t27Zr04BIRtm/fDkNDQ3A4HNy5c4cteLl16xauX7/Ono9cLkdBQQF27dqlsfMxMDDAsmXLoKWlBUNDQ+zbtw9+fn6Ij4/HsGHDYGlpCYZhWPi2Tp06KUCIN6Q7duzA4MGDweVy8fTpU6Snp6NLly4oLy9nOQKTk5Px0Ucf4e7du7h9+zaIquHr1X029u7di759+4LL5eL333/HgwcP2LZEIhGWLl2Kb7/9FqmpqSx9XHOv3bFjx5Cens7en9q0dHK5HIGBgcjOzoZYLFa1zf+WE+jXrx9L0KmpnHCJRAJtbW08ffoU2trarAqFQgiFQmhra+P+/fvsTSkrK8Ply5c19sLU1r59++LBgwes48nLy8Off/5Zh1xTFRWJRGAYBrdv34apqSmuXr2KoqIi5OXlYePGjejQoQOio6NRVlaGoqIiHD58GNOmTWv2OXC5XIwbNw4JCQkIDQ3F0KFDIRQK0a1bN+zatQvffPMNxo4dq7BPTd28qufF5/Px/fffQyqVQiKRgMPhwNvbGxEREZg1axZCQ0ORlZWFsrIyGBoaNtnBaWlpgcvlIjY2FjKZrE7tBZ/Pxy+//KJAGxcfH9+s66elpQWJRAILCwvI5XLk5OTA398f2tramDp1Kuzt7RviHVSm/w0nIJVKMXfuXKxevVpjlVpEhJ9//hlt2rRBYmKiAuDoq3r79m3WAfTs2RNdu3bV2DEQEQsY4eHhgYcPH7IOp6KiAhcvXmz2S/nTTz+xNmo7T7FYjBs3bqCoqEhjTpXP58Pf3x+ffvopy9ZboxwOB0ePHlWbGPRVvXDhQp2vem28SYZhEBsbi9zc3CbjBK5cuRK9e/fGhQsXGmS/PnLkCCorK1FVVYXTp09j8+bNzb6GLi4uOHnyZJ37xeFw8L///a/OdW1E33wnYGBggI8++gijRo3CwoULNfKgqqr6+vqwsrLCjz/+iPLyclRVVeH69evseolEopHafwMDA7Rp0wbBwcFIT09HRUUF5HI50tLSWuS8aqDMTE1N4efnh59//pldx+PxWCSeprT9aq+l5itvbGzMVjKuXLlS4+dkZGTEvhz6+vqIjY1FeXk5jh8/zm6jpaWlEpinOtqxY0c8fvwYVVVVePz4MbtcJBI1GSCFYRgcOHAARNWxA3Nzc1haWqJbt24IDAxEVFSUOmAuby7QqJWVFVlYWJBIJCJdXV06d+4cnTx5stH9aqL5fzuaJkurVq1o+/btNGjQIBIKhXTz5k1q164deXp6stt0796d5HI5Xbx4sVm2iouLadWqVWRoaEgCgYBu375Nzs7OSkknmivGxsY0depUys7Opl69ehGHw1GI5JuamlLXrl3p0qVLdbj8VJFhw4bR4cOHiaiaS8/Q0JAMDAxo9erV9PjxY2rdujVt2LBBY+dDVH3P8/LyqLS0lCwtLWnFihWUnZ1NISEhCtO97du3J2dnZwoKCmq2TYlEQra2trR582YqKCig8vJycnFxYde7uLhQt27daPv27Wq3DYACAgKoa9eu1L59e/L39yeJREJANYDr8ePHmw+w+2/3AlTpCYwdOxbp6emIiorCvn37MHz48DpfJ3d3d5iYmGiE2+5VHTx4MOLi4nDp0iUkJydj5syZSElJ0bgdourI9ZIlS/DHH38gNzcXs2fPRm5ubovY6tmzJyIiInDu3Dm888476N27t0br4GtjMZqYmKB169bYtGkTzp68pU0hAAAgAElEQVQ9i+nTp+PEiRMax4Xk8/nQ09PDsGHD4Ofnh3nz5mHKlCka44lUptbW1li1ahX27t2LmTNnIjs7W2Nwd1ZWVrh69SpiY2PZgG5ZWRkyMjKQk5ODWbNmqQOW8ub2BEpLS6msrIzc3NzIzs6O9PX1KSkpiWJjY8nT05OcnZ2pT58+tGbNGjIyMtK4/bNnzxKHw6G4uDjy8PCgtm3bUlhYmMbtEBGlp6fTli1bSCgU0rVr18jU1JQCAgJaxNbly5fJz8+PTE1NqbS0lGxsbIjD4ZCNjU2z59eFQqEC808NHkROTg49evSIhg4dqrFchBoRCATk5uZGUVFRlJ2dTeHh4cThcKhPnz4aqVHo2bMnubm50c6dOxW+vsnJyfTFF18QEdHs2bPp22+/Vcj50NHRIT09vSZlRero6JCWlhYlJSWRqakp6ejokFwuJ11dXRIKhbRlyxaSSqXNe0b+7V5AQz0BPz8/GBoaon///igsLERJSQmKi4sRHR2Nfv36gYjg7OyMCxcu4K+//mqIjVXj2lCAqDnq6OgIZ2dndO3alc0LaGl0YRsbG4V4RqtWrZrdpkAgUEDbMTc3h6+vLyZOnIh3330XXbt2ZefvuVyuRr7UfD4fTk5OCsucnJzUmUJrUN3c3ODr64v169fXu83QoUPrIBmLxeJmPS+DBw9GaGgovv32W+zatQshISGIiYlBeXk55HK5OliXb15g0NXVlZ0GysjIQO/evTFz5kxMnTpVIejUvn17rF27Fs7OziCqDmipOXXSqM6ZMwfu7u6Nbrd06dJ6+QTqUw6HAwsLCzg5OSEkJAR//vknDh48CA8PDwwaNKhFnYCy7rimKNZkMhn27duHX375BZGRkUhKSsL69evh4uKCcePGwcPDA+PGjcPUqVM1ilRMVN1Fbykw2s6dO7P/6+npYdGiRexU5+nTpzXOqcDhcODs7Axzc3MYGxvDzs4OwcHBmDt3LuLi4uDm5lZnn+7duyvLt3jznEBtrflqCIVC9oGZOXMm6/lfnf7R9ItjaGiIvn37wtHREUeOHKl3HGZkZNQk0E0+n4++ffsiNzcXcrkcWVlZSEpKgr+/v9oAme3atcPEiRMVlm3ZsqXBKdXdu3dj79698PT0hJ6eHubNm9fka9WtWzdwuVyIxWLk5OSgtLQUFRUVyM/Px/Tp0xEYGAgXFxdoaWnBwMCgDgqwoaFhs53CgAED8Pvvv2uM07E+5XK5mDt3LlJSUhAXF4f+/fv/I3R4JiYmWL16NXx8fJTmqkgkEmVxiTfbCShTkUiEDRs2wNTUtMUv+ubNmzFw4EBcv34dSUlJSEpKYh8CTcGCa2lpYeXKlSgvL0dMTAxSUlLw/fffN5i3oExrSCqICBMnTkRsbCzs7e3h4eFRZ9slS5Zg6NChEIvFiIyMRG5uLhiGgb29fZMTa3g8Hj7++GP8+OOPSE1NxZkzZ5CVlYXc3Fxs2LABVlZW8Pf3R0JCAjgcDkxNTfH555+z+2siWLh48WIsXLgQQ4cOVTs7UF2dO3cum8/x+eefN3k6UF2dOXMmUlNTYWFhgR9//FGVNPb/nhPYvHkzunfvrpELKhQKce/ePVhYWCh96dq3bw9jY2NwuVxkZGTg+fPnzbap7IvBMAw2bdqExMREpKWlwdzcvFk2NmzYgKysLFy+fBl5eXl4+vSpwheCz+dDJBJhxIgRyMzMRFZWFjIzM3Hz5k32ZezXr5/alFp2dnYoLCzE8+fPsXjxYoSGhuLu3bsICAjAjRs30K5dO4XeWlNefKlUWu9Xd9KkSQrZiL6+vs12LvVF/OfMmYOSkhLExMRohAn5o48+Qrt27SASifDdd9+hV69eCs+MQCCASCTC1atX2XTijIyMOojYSvS/5wQ0qfv370diYiIqKirg7+8PS0tLhbiDVCqFhYUF7Ozs8Pz5c2hra4PD4cDExAQikUjl4h4ej8c+/O+//z7Mzc3rjF29vLzg5OQEDoeDnj17NuvhnTNnDp4/f87mm5eVleHSpUvQ09ODQCDA6tWrERYWhtjYWBQVFeHGjRv4/vvvVabOelW5XC7bE3n58iUePXqEjIwMhIWFISAgANu3b0dwcDC2b9+u8TjAqyqTySAWi1kaL6LqbjSfz1c5U1FbW5sdap4+fRqurq51hlX9+vXDwIEDNXrsX3zxBe7evYvr16/DysoKxsbGkEgkmDFjBn766SfcuXOH7X3Ex8crOCixWFxfduRbJ1CfmpqaQiKRwMPDA1lZWaiqqkJxcTH27NkDBwcHtGrVCnv37sXNmzcxatQonDx5Ep6enpDJZNizZw+6dOmC6dOnq2TLysqKzVSbOXMmYmNj8fDhQ7i7u7O4++bm5hg1alSzu5W6urrYuHEjcnJyUFFRwT40hYWFCAoKwujRoxEcHIw//vgDO3bswM8//4xLly5BIpHgxx9/bJJNe3t7WFlZoUePHoiIiICVlRVu3bqFZcuW4f333292mrAqqq+vDy8vLxw7dgyffvopIiIioKenhy5dumDfvn1o3bq1yoQuY8aMYXsUEyZMQHJyMkaMGNEix62tra3wMfn2229RVFSEiooKREVF4YsvvlC4j3K5HIWFhdDV1VU1mPvWCdSnAwcOhI2NDTZu3IgjR47g6NGjSE5ORnl5OX777TccOnQIVVVVGDRoEDZt2qRuvnaDumvXLmRmZiIxMRFHjx6Fi4uLxtp2cXGBhYUFPv/8cxw+fBiHDx9GWloaMjIyEBoairCwMKxYsQJOTk7w8/NrVmprTW/FxcUF7dq1Q+/evbF69WoYGBhg5cqVTSIAVfcYunTpAplMhoCAAMjlclRWVuLSpUsICQnBlClTsHXrVrXa5HA4CkHehQsXYt26dVi8eHGzjtXW1lbpkNPe3p6d4SKqLiLbtWsX8vPzER0dzSYLJSQk4MSJE3j06BG++eYbdaZX3zoBdW7++PHjsWfPHly9ehXHjh3D/fv30aNHDxBVj3eXLVumMVvLli3Dxo0bsX//fvTp06fONp6enho7t6lTp2LevHlwcHDAnDlzYG1t3ew262NK1qSzVOU6Tpw4EWPHjsXPP/+M0tJShISEwMHBAUuXLkVBQYHaAVYej9ekzL/58+c3OEPg7u6ucvEbwzBYtmwZPD09sW7dOvj7+2P06NHQ1tbGmDFj/pkqQiI6QESZRHSv1jJ/Ikonojt/6+Ba61YQUTwRxRHRgDfRCdSooaEh+vTpA2tra/Tp00fhSzl16lSN2jI2NoaPj4/SdZqat6+tryO9eXNVIBDA1dUVNjY2mDZtGhuk4/F4mDRpUotT148ePRomJiaYOHHi63p9m+wEehJRJ6rrBJYp2daJiGKISEhEtkSUQETcN9UJvNWGlc/nw8rKqs7ynTt3tnj3/59UPT09lYKYdnZ2GstObCFV6gQaBRoFcJmIVIWoHUFERwGUAUii6h5BFxX3fSuvgSxfvlzlbSsrK+nZs2d1lm/atEmhbuBNl4KCAhansSFJSEig4uJimjRpEnE4bw6Gb3OOdB7DMHcZhjnAMEwNm4U5EdWukkj7e9lbeUNk27ZtKm8LQCl3ZEpKSk0P7z8hcrlcrfM5duxY88t7/0FpqhPYTUR2RORGRBlE9LW6DTAMM5NhmJsMw9xs4jH861IfhDcRaRy+uyFbAoFAY3ZKSko01tb/r6JKr0GT0hjBS2PSJCcA4DkAOYAqIgqk/+vypxORZa1NLf5epqyNfQA8oIQMoT5hGKbBl6EpoqOjoxT3nsPhkLGxcb378fn8OhDRteX3338nHk+xUlssFpNYLFZqy8TEpN62uFwu/e9//6t3/fbt299YvsDmPsD/FREIBKSjo6N0XWPl8VZWVs0zrmL03oYUA4Nmtf5fTNVxACIiZ1IMDCaSBgODWlpaGsf0mzx5Mpv84eDgwE7tGBoaIigoSOV2DAwMGk2EGTJkCIYMGcIGm2qi1Xp6emol59TOYnvT9TUPpP1j6uzsrHTGiWEY7NixQ1N2mjw78BNVd/krqHqM/wERHSKiWCK6S0SnSdEprKLqWYE4Ihqk6SlCAwMDhVJOqVTa5OkYCwsLBSSiFStWKDyUMpkM3bp1g729PWxtbUFUncBRM8crFArZvO6ePXs2WMdgamqqMNXXqVMnhUQUXV3dOvu7urqy2/D5fNYBtm3bViGp5K1Wq0gkUsizb0kVCATo378/i71gaWnZ5EIlPp+vgMKkispkMoXnp/Y70YA2eXZgAgAzAHwAFgD2A5gMoD2ADgCGA8iotf0XAOwAtAVwrrH21RVTU1Pq168fOTk5ka2tLU2cOJGWLFnSpHGxnp4emZtXxy2HDh1Ke/bsoQ8++IDtokqlUnJ1dSVjY2MyMDCgsWPH0oEDB0hbW5sWLVpECxcupDZt2hBRNUrPlStX6rWlq6tLFhYWREQ0YsQISk1NVYggm5iY0NSpU9nfo0aNoh07dpCuri717t2bJk2aRDY2NkREFBcXR/fv31f7fF9H4XA4zabRqhEdHR368MMPNdJWY8Lj8cjR0ZGMjIxILBaTvr6+0qGeKsLhcOoMBWQyWb0zDPr6+tS/f38yNDQkIqJ3332XfTaaIm8EvJgyKSsro4qKCurWrRuNHj2aWrVqRQKBgLKzs+mzzz5TqY2cnBw26ltUVERyuZxyc3OJqBo8csqUKVRcXExXr14lIqK1a9eSpaUlffPNN9SjRw86fvw4bdq0SSVbhYWFLMRWja0a2zW8dlpaWmRubk7W1ta0ZMkS6t69O23ZsoUsLCzo2LFjGgHFrC0ODg7Uo0cPCg8PbzG6LmXi7u5OXl5e5OTkRHw+n8zMzGjr1q3022+/NavdiooKio+PV1g2bNgwunLlCs2cOZPMzMyaROVWnxQVFdH9+/eJx+NRTEwMTZs2jS5cuEDp6UrDYPVKWVlZneNuaHZBX1+fhg4dSl5eXhQUFERFRUV09uzZJp0DEdE/lhqsqeGAp6cnvvvuO4wfPx5nz55FSkoKCgoKUFhYiLKyMiQkJKjclra2dr3jeD6fjylTpuD48eMYO3YswsLCkJmZyRZveHt7q4Ugo62tXW+XT19fH2lpaTh79iwmTJiA2NhY5Ofns7bS0tI0HgOQSqVYtmwZHj58iBMnTmDHjh0wMTGBkZERhg4dCqLqIUqbNm3Ubrsm1rFixQp2Wc+ePTFx4kQsWbIE69atw+PHj1mijsTExCanL/v7+7N4Djwejx22ERHmzZuH8ePHY+PGjUhNTUVRUZHGrp+Ojg4LM9anTx98//33mDJlCrS1tdn6BU3ZYhgGxsbGcHZ2RlBQEE6ePIng4GDEx8dj9uzZzQYa/dcdQGNOYOHChewY3MTEBOfOnUN4eDg+/vhjdOrUCevXr0fXrl2RnZ2NoqIijeSr8/l8/PTTT0hISEBubi6+/PJLHDlyRIGCTFke+vTp09GpUye1bHG5XERGRrLIO19//TWCgoIUbDV3/D9w4ECFWAePx4OPjw9OnDiBJ0+eIDU1FevWrYNUKsX58+cxf/589tiaU+5rbW0NX19fEFU7HUNDQ+zevRuPHz9m+fXCwsJw8+bNJrX/4Ycfwt3dHRwOBwzD1BkX11SH3r59G5WVlSpfR4Zh6gQs161bBzs7O/a3jo4OrK2t0bFjR0ilUtjZ2UEikYDP5yMyMrJJzlOZmpiYQCwW4+jRo1izZg0WLlyIvLw8PHv2TAG/gMfjoX///mjdujV8fHwwevTo/44TqJ1+KhaLsWzZMkRERLAoOUKhEAzDQCaTIT8/X+1KMWV6584dSKVS9OnThy0rTk9PR1FREaqqqnDz5k2l3lckEqldpJKQkAADAwNMnjyZtZWQkICXL1+iqqoKJSUlzQY1VVas0rlzZxw4cICFE6t52WfMmIG2bdtq5DrW3J/av42NjXHlyhXWwZWWliInJwdz5sxRu+0aerWa38qu/ZEjR1BcXIyqqio8ffpU5RLiV7WG4qzmt0wmw9GjR5XavHfvnsbYsTgcDpycnBAVFYX8/HzExcUhOTkZeXl5OHfunEIFoZmZGcaNGwc+n1+f/TfTCbx60+fNm6cU9ur06dPIy8tDSEhIk6ad5s2bx8KUSSQSlJeXIzk5GadOncKTJ08wc+ZMhIaGoqqqqtlAkosXL2Zz7rW0tFBaWoo7d+7A3d0dAwcORJ8+fVimowEDBmiUJfjVB+zVZbNnz8aaNWtaDKSTx+Ph1KlTbF18RUUFIiMjNVLcY2JigrCwMPY3wzA4ffo0O+woLCzERx99pJHzMDU1VWCgqlGBQIC7d+9i586dGrlWsbGx2L9/P4YPH46oqCjs378fu3btwpQpUyCVSrFmzRoIBALweDz06tWrsev45jsBoVCoFMHH2NgYOTk5kMvliIqKavbFb9WqFZ48ecL+Hj58OOLj49mvV2P5AEZGRipPW7q7uyt0h8ViMXbu3InKykrk5eVhwIABCjf21bJdAwMDtadI6xtD6uvrIyEhAdevX28RsExtbW1s27YNERERKCwsRHl5OfLy8tj1mq68s7a2xq5du1BQUMDGHlTZrzHMSBMTE6Ww41KplOWqfPnyZbOOncfj4fPPP0dERAT4fD7Gjh2LyZMnw9jYGJ988gkGDhyocI+0tLSwffv2xvA2mzZF+LoIl8slHx8fysvLI6LqCKmdnR25urpSVFQU6ejoUEVFRZOonl6VrKwsunfvHnE4HBKJROTg4ECtW7cmIqL79+8rEEsoky1btpCurq5Ktu7cuaMQTZ4yZQrNnj2bOBwOpaWlUZs2bRSy6kQiEclkMvb3Z599pvC7MeFwOOTg4ECtWrUiW1tbNr1ZIpHQoUOHSCwWU0pKCsnlcpXbVEVkMhmtX7+eOnbsSA4ODpSQkEAvXrygiIgIIqrOmFPnPF4Ve3v7OssAUIcOHejJkydUWVlJDg4OjbbD4XBo2LBhSteJxWJiGIYuXLhQJxuUiMjf35+dMt6/f7+aZ6Aotra2lJKSQkVFRWRqakrXrl2j8+fP05IlS0hbW5vEYjE7RUhUfa6XLl2iDz74QH1j/3YvQNWegEAgwKeffsr+7tGjB/z8/PDgwQNUVlaisLAQxcXFGgMeJaoefrRq1Qrz5s1Dbm4uKioqsHDhQowaNapeMAdPT88m0YfX6JQpU5CZmYni4mIsXLiwQd4BiUSi9hfb1dUVK1euRFBQEEJCQvDee+/B1NQUQ4YMQWJiIm7cuKEOmYXKOmTIEKSmpqK0tBSVlZWYMWMGLly4oLEa/+XLl9dZtn79evY65uXlqR2veVVbt24NR0dHFBQU1AF6MTU1xfnz51FSUoKqqiqNDDvatGkDX19fTJs2DZMnT4aXlxeOHz+Or776Cr1791Y4nxo8RS0trYYSj97s4YCBgYFSNNXQ0FBUVFSgoqICxcXF+OSTTzT+AHfq1AlLlizBX3/9hQMHDqCwsBBffPEFu97GxgbdunUDUTXYSHMg0O3t7TF79mzcvHkTe/fuRVBQEBYsWMCuF4vFbEzC0NBQrQAUwzA4deoUnj59imfPniExMRGPHj3C7t27cfLkSfz11184f/68Rqe3atTBwQF+fn64evUqDh8+DH9/f42BpcyaNUupM+ncuTOOHz+OQ4cO4d69e80e4kyYMAGnT59GdnZ2nXUffPAB0tPT2SFjfn4+u04gEKiFAOTq6goXFxeMHDmSZYmumSa0t7eHl5cXevbsCZFIhK5du7IfCYZhYGZmhrZt29bX9ps9HKiqqiKJREIMwxCfzycXFxeaP38+RUdHU05ODhUVFdGVK1do3759SrtqDck777xD1tbW9a6/ffs2RURE0ObNmyk3N5cKCgqoT58+RERkZmZG48aNY0tqDx48qLTGXlWJj4+nPXv20MqVKykjI4NevHhBhYWFRFSdVThr1iw2kSQrK0tpKW9DEh4eThUVFaSrq0tSqZQqKyupqKiIpFIpy+Z77969Jh+/MjE0NKRRo0aRmZkZHTp0iJYtW0b+/v509+5djbRfVFRE69atq7M8OjqaduzYQTExMfTxxx83u7zXxMSEPDw8SCAQ0MaNG2n+/PlEVD2USkhIoKdPnxJRdenx0qVLadq0aSSVSsnHx6fmY6eSVFRU0HvvvUc3b95kOQYBUGZmJsXHx1N5eTl17tyZZs6cyRbUiUQiWr58Ob18+ZLi4uLUOi9GnYNrKfnbize2DbVt25ZWrFhBEomEzMzMyM7OjoKCgmjSpEmUm5tLBw8epM2bNxOHw1Hrhtva2lJOTg4bb3hVxowZQ6tXr6bFixfTjh07yNbWll6+fElnz56lqqoq2rlzp0bTeH19fenx48e0efNmsra2ppiYGCopKaHY2Fj69ddf6c8//yQiol69etG9e/coOztbpXbd3d0pPT2ddu/eTS9evKDg4GAqKiqiR48eUceOHam8vJxsbW3p559/1ggoiEAgoM2bN5O9vT116dKFtLS06I8//qAFCxbQo0ePmt1+benTpw9169aNdHR0yNHRkXg8HlVUVFBmZiZ169aNvL29m0SvXlt0dXUpJiaG+Hw+VVRU0LNnz2j//v3UuXNnCgwMpOXLl9Pw4cPpzp071L17d2rXrh3FxcWRqakpJScnq2TD09OTsrKySEtLi+Li4uo4eS6XS0REAwYMoI8++ohKSkpILpdTTEwMhYeH07Vr1xpq/haUVe3+20MBVYcDXC4XM2fORE5ODoqKipCVlYW8vDysX78eaWlpCAsL0zjzi5OTEy5fvoybN2+ivLwcgwYNQmxsLH7++We4uLigQ4cOKg8/LCwsVC3ygKmpKaRSKaKiopCZmYkOHTrA3d0dBw8eVNhOV1dXrXGutrY2uFwuzM3N68xw1AwrNMkFIBQKERISwkbnq6qq8Mknn2Dr1q0N8hqMHz9ebRIPHo+HwMBAhIeHs9OPlZWVKCoqwvLlyzVGFd6+fXvcvXsXly9fxm+//QZTU1OsWrUKN27cwJ07dzBu3Dh22Kqjo4NvvvlGrfZ1dHQgEonw5Zdf1rlHJiYmbBFZQEAALl26hJEjR8LJyQkRERGqtP9mxwQEAgEOHDiAP//8E76+vujQoQPCwsIQFxeHlJQUPHjwAPfv3wdRdZVdc9CAR44cCW1tbXz44YeQyWRYvXo1qqqqkJOTg7t376KgoADp6ekgqh53/vDDD422yeFwFF7YmjHs5s2bFbYbNmwY7t+/j7CwMPz0008oLCzEs2fPwDAM3N3dERwcrLGXlKi6jFlTNGqvKp/Ph7+/P44ePYrKykpUVVVh+vTpLHHL8uXLlY7lRSJRk8bvEokEUqkUEyZMYBOEqqqq8OTJE5brQROqq6sLqVTKBoDnzJmD8vJylJWVoWPHjgrXNjQ0VO3233//fTg7O8PX11fhOhgaGmL48OGwt7eHtrY2goOD8ezZMzZONGnSpMbafnOdAI/Hg0QiQV5eHn799Vf2wdm2bRuysrJQWlqKvLw8jBo1SuGlU/WiDxgwQCHouG/fPpSXlyMpKQl79uxBeXm5QhpvzTywsbExwsPD2RtVm12oPh02bBgcHR3B4/EgEAiQl5eHkpISXLhwAUKhEHPnzkVxcTEqKirYJJcXL15AX18fN27cYG3VRINb4uVtrgoEAjAMg8DAQFy4cIF1gIsWLYKvry+2bdsGa2vrFkPkZRgGfn5+7IupLoWaujpnzhzI5XJcu3YNW7duVajzUNeZOTo6wsrKCjweDzdu3MCTJ08QHh4ObW1t+Pr64ueff8bhw4dx+/ZtHDx4kA0St2rVSpWZljfXCWzfvh2WlpZISEhQIK7csmULMjIykJOTg4cPH2psukkoFCp98Wu0vLxcaUbd+vXr0a9fv0Yj9rq6uti6dSvu37/PshDXvPDFxcVsenINy4y1tTUYhlGIMK9evRqDBw9u0gv66rKmTDUqu2Z8Ph/6+vpITEyEg4MDcnJy6vQydHR0wOfzMX/+/CZ30QUCgUItvbJz6tmzJ6ZNm4bevXtj1KhRGkvjVaZjx45FbGwsbty40eyaAS0tLXh7e2PRokW4cOECMjIyUFpaisLCQty7dw9//PEHsrOzERkZicjISJZ+XNmzr2TZm+sEzM3NERkZibi4OFhZWbH50pMmTcL8+fPxySefaGzMR1TdjT127Bju3buHqqoqPHv2DJmZmXj06BGKi4vxyy+/4OrVq/Xu36VLlwbpydesWYM5c+ZAV1cXQUFBiI6ORlxcHKqqqpCZmYlnz54hPj4ehYWFuHHjBm7cuAEtLS3MmDGj2ec2ZMgQWFpagqi6u+rk5ISNGzfCy8urWV/mbt26oXfv3rh8+TI7Ji8vL8eWLVsUxvfz589XAHJpinbq1EmhGMjDw4OlqH/TddCgQejVqxf7/Bw7dozNhcnKysL169cRGBiI9957DzKZDF9//TWEQqHSWI5YLH7Vub+5TmDSpEnYuHEjDh8+jA0bNmDs2LEa47Szt7evt4zVzs4OV69exZdffokZM2agY8eOdbp7tbVDhw4NIsRYWlqyNQPz5s1jKx4ZhkGHDh1w5coV7Nq1C9OnT0fnzp0REBBQL1qNo6OjyqShtV/uUaNGISAgAIaGhli3bh0ePnyIS5cuYcqUKc0OCg4fPhyPHz9GaGgoCgsL2d7M/fv34e7u3qIvz/bt25u1f5s2bVokVbop2q1bNzbIzTAM+vTpg5CQEBw9epTdRiAQNMVpv7lOoEaFQiE6dOgAU1NTtG7dWiMX3MfHp0HcQicnJwwYMECltkaOHAk3NzdMmTJFKfmGh4dHgzME7dq1U4hrNKSDBg2Ci4sLhg0b1mhsoPbDzePx0KNHD9jb2yMwMBB79uxBv379NDYr8OGHH0JfXx+rVq3Cli1bcOHCBTx58gQTJkz4R16g+vTdd99tcLjYu3fvFh0yNFVrXnRdXV0MGjRIrf3+U8OBN0kFAgEmTpz4jzHwDB48uOs3FBYAACAASURBVMm2TE1NlTIIaUoZhoGLi4vKjq0l1MjICHw+H6NGjWpxGrLXSd86ARWUz+crVCTa2trC0NAQR44caXEeOVNTUwgEAmzYsOG16YJqQh0dHTU6FdeQCoVCla6dWCx+XXkBG9QW6pW8dQK1lWEYhYdIJBKBz+ez0dbG9OLFiwq/hw4dqnJ3rWYKrTYUVkN65coVhd9t2rRR+Tj/SRWLxc0u0lHn/v3b5/s6nF/fvn2bDS/2xqQNv26ir69POTn/R9FYk8PdEuwzBgYGCqnBXC6XGIZptKT5rfz3RSAQqFM/ojRt+K0T0KAwDEOvw/V8K40LwzDEMMwbxRmoAVHqBN6YKsI3QTp27EitWrWqd33Ng/dWWkZUBXIhIurWrRvNmjWrxY6lNhellpYWGRgYNLg9j8drMm9Bs+Xfjgf812YHGlKZTKZ03v/VLLOaAqJ/+3jfJOXz+fj666//9eOo0RrYdlXVxcUF77//fp3lqsaNVNS3MYHXUTgcDgUEBFBgYCBZWFjQ8+fPaeLEiVRRUUHXr1+ngoIChVr1t1JXRCKRRkqfX0dZs2YNRUZGUnh4OBERaWtrE5fLJSMjI3r27BkZGxtTUlKSqsPQtzGB11X4fD6988475O7uTlVVVVRVVUWTJk0ia2trevbsGY0bN45u3brFbl8zpHgd7t2/JR07dqT09HTKzMwkqVRK+fn5xOFwyMDAgF68eEFERHZ2diSXyyk1NVXjmIktLTKZjPLy8ggAffzxx7Rx40YiqgY24fP5NHjwYEpOTia5XE4mJiZ0+PBhVZpV6gTeWBqy2iKRSGjmzJlkYWFBcrmc/vjjDzpz5kyL2fPy8iKBQECdOnWib775RmHdkCFD6Pr16yoDfRBVI8mcP3+ewsPDycrKirhcLt28eZN2795N3333HQsi8ibJokWLaOvWrSSTyWjJkiVUUVFBUqmUSktL6datW3T+/HkqKSlRq02GYYjD4dR5oT08POjy5cu0atUqcnBwoMzMTGIYhnUCoaGhdPDgQbVRmBo7FolEwqI+ERGNGzeOhEIhOTg4UGFhIf3555908eLFZs3iAGAdABGxVHYXL14kbW1tevDgAY0ZM6bpJ0L/gZ7A+vXrKSwsjH744QeWXPTMmTM0fvx44nA4Gpmy8/T0JDMzM+revTuJxWISCoVkY2ND+fn5FB0dTRs3biQul0vl5eXUrl07SklJoeLiYrVsMAxDXC5X4YHx9vam6OhojZxD69at6+02Ojs7U1paGvn6+lLHjh1JT0+PJk6cSDY2NtSxY0c6efKk2va8vb1p/vz5pK2tTd27dycej0daWlpUUVFBaWlpdObMGTIyMqKMjAzy8/NTuV1lMzBubm60dOlSGjlyJEkkkupxbq0AbEZGBv3555+UlJTEQoI1V6ytrWnEiBEUGRlJixcvJoZhyNzcnMzNzcnS0pLKy8spJiaGJkyYoDY3YWPC4XBqx9NYMTQ0JF9fX9q1a1d9u77ZyEL16aZNm9C6dWvk5OSgsLAQPj4+2LlzJ4vPb2tr2+wgm66uLpYtW4ZLly5h6dKlSEpKwvPnz2FnZ4dhw4aBqDq5o2fPnkrBUB0cHLBly5YGbRgYGGDVqlWYOHEiiKoRbDTFPxgYGNgg15+rqytMTU0RHh6OnJwc5Ofno1u3bhCJRGoTrcyYMQMymYxFuykoKEBERARSUlIQFxeH4uJivHjxAk+fPkVZWRmWLl3a5PPq1asXpFIpDh06xKIXyeVyJCcn49atWwql38XFxc2qNFy6dCmbYu3k5ITz588jLCwMbdu2xerVq1FQUIC8vDyUlZWhtLQUz549w9mzZ1WiK2cYpt4MwZr0X11dXTY9/MMPP0S/fv3qbMvn82FhYQE3Nzf07NlTWXv/rYzBmoyqVq1a4YcffkBJSQnkcjkyMjIQGRnJVvNxudxmZ5f16tULGzZsQHBwMEJCQpCcnIy0tDTExcXh5MmT7Hb1pbLyeLwG02l5PB4mTJiAx48fs+gwfD5fY1lxMpmswdTZGjCUadOmobCwEBcuXGgyiUsNXdf48eMhk8lgbGyMrl27Yu3atWjdujVsbGxw7tw5ZGRkoKysDImJifj999+bZKuGgu7hw4cwMzNDmzZtEBISgufPn2PZsmVwdXXFlStXkJubi5ycHGzbtk2ll1KZ6ujosPeWz+fD09MTixYtQmhoKJYsWQJjY2MEBAQgMzMTpaWlyM7ORkpKSrPvIcMw2LNnD5KSkvDkyRN8+umnkEgkDZbO8/n8+tb/t5xAjXI4HOjr6yMpKQnl5eUoLCzUGI8eUXU6sbe3N1xcXFjgjNmzZ2PlypXsS9vYjXZxccGRI0fqXW9qaoqioiLk5+fD399fYd0/WVuwYMECFBUVISYmBufPn1d7f4lEAh6PBzMzM4XjfjVFm8fj4cGDBygsLERCQoJCiayqunDhQpb8lc/n47PPPmPb5vP54HA44HA4mDp1Kh49eoSXL19qFHOi5tmrjSbF5XKxZ88eFBUV4cKFCzh37pxGbIwZMwbvvfceTp8+3dzn4b/nBEQiERYuXIihQ4ciLS0NDx8+RHx8vMZuck03rU+fPpg6dSr+97//oUuXLtDV1YVQKMRvv/0GPT09lnOgvjYa+vrweDw8f/4cSUlJWLRoEaZMmaKwfu/evUqp11pCw8PDWfozb29vEFV/bTVRESkQCCCVSiGRSCCTyRAUFISysjKkpaVp/DxqEI78/PzQr18/vPPOO7h9+3aLO1RtbW0sXrwYiYmJyMzMVLjH9fXEGitumjlzJpycnNC6dWscOnRI6TZcLlfVfIL/lhPQ09PDokWLMHjwYCQmJiImJgZ37tzRKBCnjo4Oxo0bhx07duDGjRt48OABkpKSEBISAjc3tzogocpUX1+/3i+dmZkZXF1dUVFRgTNnztRZb2FhAYlEglWrVrXow0tU7ax++OEHlJWVKfQC+vfvj/fee69ZbYvFYri4uGD69OkIDAxETEwMCgoKUFxcrPS8m6MikQiTJk1CYmIiiouL8ddff+HMmTP46aefWqSaUCAQQEdHB8bGxti9ezcb//jll19AVO2QHBwc6iV4fRUcp3YJsJ2dHS5dugSxWNwgQayPjw/c3NxUOd7/lhMYN24cTpw4gadPn6K0tBTjx4/Hr7/+qtEbLJPJsHbtWmRlZaGgoAAFBQW4f/8+tm/fjrlz5za7/RkzZqCoqAiVlZU4e/ZsnfVHjhzBxx9/jEOHDikNBGlSa8BGXr58qTJikSrK4XAwcOBAlJeXo6KiAjdu3MCtW7eQlpaGpKQkjb+YnTp1QmlpKeRyOWJjY9GrVy84Ojo2m0m6PrW0tESfPn0wffp07Ny5E6NHj8bevXubXE0pFovZIOHZs2dx4MABjBkzBocOHVLAfuBwOOjatSvc3Nxw6dIlbNiwQZUy7jebgehVKS8vp9DQUEpJSaHg4GByd3fX2PRPjbx8+ZLCw8MpPz+fiouLqbS0lKKjo+nixYu0e/fuZrdfVlZGPB6PSkpK6iR7+Pj4kLOzM3355Zc0YsQIWr9+PRERWVpa0ty5c8nNzU0tW8OHD6cPPvigXtJPLy8v6tevHwUFBZGHx//NIhkZGZGFhYWaZ/Z/YmNjQ+PHj6eioiKqrKyke/fuUXx8PMXGxpJYLKZRo0Y1uW1lkp+fTzExMfTkyRMKCwsjgUBALi4utGjRInr//fc1aouomv0oPz+fHjx4QHFxcdSpUyc6depUzcdNbSkuLmbzGWqYiPr3708FBQU0ffp0IqrOi+jRowdt27aNevToQUREq1evJiMjI3aaXB1pNFmIYRhLIvqBiEyo2pvsA7CNYRh9IvqZiGyI6AkR+QJ4yVRP0G4josFEVExE0wDcVvvIGhAXFxcaN24cFRUV0blz52jHjh0KZb2aEoZhSCqVkp6eHpWUlNC9e/dozZo1lJqa2qx2Bw0aRFFRUWwuA4fDoY4dOxKXy6UffviBevfuTe3atSNdXV1iGIbKyspo/fr1tGLFCrKwsKAZM2bQypUr6c6dO43a6t27N7Vv35569uxJhoaG5ObmptRZcrlcev78Oa1bt47MzMzY5RwOp1lFT0KhkKytrSklJYWioqLozz//pNzcXBKJRGRvb682ZVxjkpqaSkuWLCEjIyPicrmUmZlJRUVFtHz5cgoMDNSoLV1dXZo8eTKZmJjQgwcP6NSpU+yzweE07fs6ePBgSk9Pp5KSEnJ0dCSGYcjd3Z1evnxJDg4ONH36dNLV1aVOnTqRnZ0d/frrr/TXX38Rj8ejLl260OXLl9U3qkJX3YyIOv39vw4RPSIiJyLaRETL/16+nIg2/v3/YCI6R0QMEXkS0Q1NDQeMjIwQHByMK1euoKysDCUlJTh58mSLdPWkUil2796NyMhIVFZWoqysDFOnTm0QRVhVbdeuHcRiMTp06PD/2rvysCiu7Huqd6CbTWRtSRTQuKA2ooJEAZ1oXBB3ZbK4zajJZI8RZQw6mmQ+RyNqoqNmQ52YEKMGMmqCYBIV1Bg1sohoBCXgwkSwlUVo4fz+gO4fYKMsjYD2+b7zdfWrqle3X1fdeu++++41ZOnVTynt3LmTP/30E4cOHcpffvmFOp2OBw8e5PPPP0+tVssDBw5w/fr1DZ5f9/T05ODBg+nj48PDhw9z5MiRhm6jk5MTR48ebfAh2Lhxo8kt6FKplBqNhoMHD6abmxuBquQwXl5eBh+LunRycjJZTgUXFxd6enry6NGjRm0rU6dObXT0Y0EQOGbMGE6cOJEJCQnMzs7m3LlzTWJ47N69O8eNG8euXbvywIEDTE1NZXFxMUtLS3nlyhUmJSUxLCyMAwcO5KlTp7hnzx7GxMQwJiaGK1asYNeuXTlz5sz66m/acIDkFf2bnOQtABkA3ACEAthSfdgWAOOqt0MBbGUVjgKwFQTBBSaAhYUFRo0aBT8/P0ilUsjlcuzevRvTp083BPUwhmXLljW6mySTyRAQEIB+/foZunZXr16FTqe753l//etfa71JjeHs2bMoKSlBSkoKCgsLIRKJoFKpUFlZiV9//RVarRZWVlZ45pln0L9/f8yePRvLly+HVCqFRqPBiBEj7iuHHhqNBtOnT4dWq0V8fDz27dtncHUtLCxEVlYWSkpK8MYbb2D9+vUmda0Fqrq0p06dwqFDhwyec7m5uQgJCcGNGzeMnlNYWGh0QZCdnR0GDhzYqOsXFBTglVdegUqlgkgkwttvv11r/08//YTs7Oz71uPk5AQHBweDx+KxY8dw4cIFAMDXX3+NXbt2YcmSJZgwYQKkUmmjZKyJjIwMVFZWwt/fH6WlpZDL5YbeUkFBAVQqFWxtbXHs2DFMnjwZERER8PPzQ1BQEDZs2ABbW9vG91QbacB7HEAOAGsAN2qUC/rvAP4L4Mka+xIB+JqiJ+Dq6sr09HTm5+cbDE2BgYH39ayzsbFptJa2s7Pj3r17mZSUxPT0dO7du/deKZ8N1Of7M7bvmWeeuStVlKurKzMzM+nl5cWOHTvSysqKs2bNYkpKCk+cOGGwHjs7O3PIkCE8cOAAnZ2dG/ymtLS0pEajoUKhMHpOeHg4Dx48yNjY2BYznunp6elJtVpNHx8fOjk58YUXXmiUM41IJKrlWbd69ep7ekLqeejQIZaVldHGxoaenp785ptvGi37Cy+8YMjXoKdareaiRYv42muvccaMGbSxsaGlpSUTExOb1WOUy+W0srJiVFQUL126xFWrVvG1117j9u3buWrVKk6aNKnWbEDHjh3p6OhIoKrndY9rN292AIASwAkAE6q/36izv7AxSgDAHAC/VLNBjdOlSxceO3aMEyZM4NixY7ly5Ur6+fnx3XffNXl0Xzc3N2ZlZXHLli2cPXs2bWxsDI3bVC8wvQNL3XJXV1cWFhbyyJEjXLlyJb/99lvqdDqGh4dz3rx53LNnDz09PQ3Ze5py3foUU2RkJJOSkkyWvGPJkiV0cXEx+jv17SYIAvfu3cstW7Y0uS2joqJ4+/ZtHjlyhBkZGUxNTa1Vl95BKSgoiDk5OayoqGBRURGzs7MbpMzrym1nZ0e5XM4JEyYwOTnZUIdYLK714I0cOdJksSDEYjEVCgVLSkp49epV5uXlMS0tjTNnzmzqrErTlQAAKYDvAbxRoywTgEsNu0Fm9fYmAGHGjmtqT0Amk9HZ2ZkpKSkMCAigVCqt5cIpCEKtjDTNpUwmY3x8PMViMfv27ctXX32VvXr1okqlokgk4oQJE0wa6NLOzo4HDhzgrFmzGBgYyFmzZvHYsWO8du2awSuuLi0sLCiVSmltbV2vLPpjhg4dyqSkJDo7O7dY8lE9e/TowZ07d3Lt2rXs0KFDLeWsUChob29POzs7xsfHMzw8vJZiaExvbf369SwvLzekb7tx4wbfeOMN2traUqlUct68eTx58iTz8/NZUVHB8vJy/vbbb7Wm0aysrO7bHhKJhEql0uCanpyczOvXr/Pll182HCOVSo1GNTaFjUAmkzErK4uZmZmMjo5mWFgYw8LCDM5c96KRsONNUwKo6upvBbCmTvlK1DYM/qt6ezRqGwZ/bqphUKFQUCKRcMSIEUxOTubFixcZEBDAUaNGUalU0sLCgoMGDTL5jd2zZ0+eO3eOISEhjIuLY1xcHD/88EN+9tlnLRqnvy7vNfc7b948DhkyhJs3bzakZavLWbNmcciQIZRKpXzllVd48uRJfvLJJw9E9tOnT1Or1fLf//43PTw86ObmxnfffdeQ0fnChQvct2+f4SZVKpUNTkeuUqkYGRnJM2fO8OrVq4aMx/rFQ999950hFVpFRQWLi4t56dIlWlhY8L///W+jfoePjw/XrFljcHPW6XTU6XTMyMio5aXXv3//u+4NDw8Pk7SlQqFgVFQUN23axN69exs9xljvw93dve6z0WQl8GR1BSkAfq3mKAAdUNXVPw8gAYB9DaWxHsAFAKm4jz3gXkrAw8ODgYGBlEgkzMvL4507d6jT6RgfH2+yBq5Jf39/SqVSpqens7CwkDqdjoWFhYyNjeW6detM2tt4kHRycqKzszPffPPNBnk5Noc2NjYUiUT89NNPmZ6ezvLycp49e5YJCQmsrKxkWVkZk5OT+cMPPxjSsDWWgwYNoo+PD5cvX84PPviA33zzDQsKCqjT6ajVag0Pf2pqqmHY0ZA3Z3308fHhtm3bGBcXx8TERBYVFbGgoIB79uxhr169Wv3/BcCAgICGHNc+w4stWLAAa9euRUREBMaPHw8HBwfk5ORg6dKl+O6770wqx8KFC7Fu3TrMmzcPXl5emDJlCvLz8xEREdGkNfUtAQcHBzg5OSE9Pb21RTGKxx9/HHl5edDpdJg4cSJGjRqF/v37Iy8vD76+vkhISEBERAQ8PDxgZWWF2NhYk1w3PDwcrq6uhsAjlZWV+Oqrr3D48GG4u7sjNze3WZGFHRwcoNVqoVKpEBERAbFYjNu3byMtLa2hUX3aAtp3PIGOHTty+PDhfO655xgUFNTimtXa2ppz5sxpVP63B0FHR0f26dOn1eVoKFUqFSdNmkQvLy9Onz69VryFCRMmmPRaYrGYrq6uLf6blEolZTJZfWv22zIfrrUD7YmPPfYYw8PD7yr/6KOPHljGHjPbJhUKBefOnXtX+bJly2plJtZvN5NmJdBatLCwMDr+7dOnz0OfTqutsKV9IJpKkUhk1NehW7dutaaD9duBgYEMDQ1t6vXap03ADDNMAb2doL1DoVBAJBI1OoZlNR7eaMNmPDi011RrD4MCANAi+RXa7VJiM+4NmUxWKxWWHvqVkU3FxIkT71r5J5FIIJPJjB6vVCqbfC0zmgaJRNKo9QtmJfCQYsyYMQgLC7ur3MrKCps3bzZ814dQt7GxadDy16+//vquOPoajQbDhg2761i5XI733nuvCdKb0RzcuXOnwQvMgIcg78DDAolEAhsbm0YlLakPIpEIYrHY6I0gFosxYMAAFBUVwcLCAr1794ZOp0OPHj2QlJSEoqIiHDhwoMHXsra2hpOTE86fP290v1QqhZubG/Lz8yGXy3Hjxg106NABt2/fhpOTk2ElnhkPBGabQEtCLBYDQJPTXclkMjg6OppECYjFYsjl8lpKYMqUKdi5cyekUimGDRuGy5cvo0+fPhCLxfD19YW3tzdCQkJw5swZuLm5Ydu2bQAANzc3KBSKeh9WW1tb9OzZs5YS6NatG86fP4/KykrIZDJ4enrCwsICTk5OEIlEGDt2LDZu3IixY8fi0qVLiImJafZvfpTh6OiI/Pz8Jp//UCoBW1tbPPbYYzh9+vQDu2ZzU46XlJQgIyOjVllYWBgKCwsREBCAiooKfP755/W+cWtCrVajW7dutTwqVSoVBEFAZWUlLl++jOLiYhQXF0OtVkOhUEAmkyEjIwOLFi3C8OHDDedJpdJ6x/sAkJOTg5ycnFplNY8XBAEuLi7QaDTw8vKCj48P+vTpA4lEgitXrmDq1KkPTAloNBpkZGQgODgY+/btA1ClMCsrK9udsbNmO/r6+mL58uXIzc017O/Tpw9u3rzZoFgJre4j0BJ+ApaWlpw2bRqnTZv2QOZ6fX19+dxzz5mkLpVKRVtbW86fP59hYWE8dOgQy8vLeevWrXtFjKlFBweHeqPliMViTp48mTExMYyMjKRWq2VxcTHLysp4+PBhKhQKk7aNWq3m3r17uXDhQhYXFxsW9pSXl/OHH35oEe/HJ554gnPmzOE//vEPvv/++3R0dGRYWBjj4uIYFRXFsWPH8vXXXydgdKWdyX//okWLTFrnlClTuH//fr799tv88ssvuX37dn7wwQcUiUSG8PSdOnUytrDs4XQWmjFjhsGbSiwWc/jw4QSqQn3fK0xzUxgeHm60TltbW5OtLtQnz5g5cybd3NyYm5vL8vJy+vr6GrIq3Ytisbje9ezz5s2jj48PPT09mZuby+PHj/PKlSssLy9ncnIyAwICjD4QLi4uTcrcI5FI+Prrr/PSpUtct24dN2zYwLKyMhYUFPDkyZP8+eef77pe9+7d2aVLl2a1oVKp5IIFC3j58mVu2rTJkDVqwIAB3LRpEy0tLZu8eKnuWn5/f38mJCQwISHBqBuxQqFodPyCe7Fv377cvn0758yZw8jISF64cIEeHh7s3r27oc2HDBnCcePGGTv/4VICc+fOZVpaGp999lnGxcXx+++/54EDB+jq6lprrXdjGRwcfNeNOXnyZJ48eZLjxo3j2LFj680bZ0oqFApu376dJSUlrKysZHZ2doMj4tQXcMLa2poKhYL+/v6sqKhgSUkJlyxZQrVaTQcHh3rPE4vFTQ4N3rNnT96+fZtZWVmcO3cu3dzc6OrqWisaTk1KpdJmu1IHBwczLS2NcXFxTEhIYGFhIYuKinju3DmeO3euWXXXjGKlVqsZHx/PO3fu8Pfff+euXbsaFOmosRSJROzSpQv79u3L8PBwdujQgXK5nGFhYQwJCeH69evvunfqWV7ffpXAO++8Y9ju1asXjxw5wm+//ZZ+fn4Ui8WUy+XcunUr161bR7FY3KSbaPHixRw8eLAhU40gCBQEgSEhIczPz+fs2bP5/PPP09nZ2eR/MlC1BLfum2Tbtm0sLS1lZWUldTpdg9JadezYkbNnz653v729PXNzc3n+/Hlu3rzZ5BGZajI0NJQ7duxg165dOXXq1AeSUk2pVNLb25sKhYIymYxyuZz79+/nmTNnmJSUVG/shYZw165dhnBvgiCwV69eLC8vZ3p6OleuXMkePXq0yNBCLBZz0qRJjI6OrnVv65XzsmXLGlpX+1UCejo4OPDtt98mAL788sucPHmyYd/o0aNpaWnJ5ORkQ5lEImnUjbd48WI6OjpSLpdz6dKlXL16NUNDQ5mfn89Vq1YZfXPpqVcapvrTe/Towc2bNxt6AteuXWvQufcKsCISiZiQkMDz588zMTHxvpmSm0tBENi1a1dOmzaNSqWScrmcCoWCSqWSSqXSZGG46tLDw8Owvt7CwoKBgYFUq9X83//+Z5L6RSIR33rrLQ4YMIDXr1/nxx9/fFcmIVNSJpMxODi4lr3GwsKCjo6OBlkaWFf7VgJeXl6NNlr5+fnVG4mlPu7Zs4dTp06ll5cXg4KC6Ovr26DzbGxsTJIzUCqVcsSIEQwKCmJaWhqvXLnCO3fuMDY29r7nKpVKbtiwod79CoWCsbGxXLFiBf/1r3+xU6dOhhBgIpGILi4uJn2TiUQiDh48mBqNhhqNhu+99x7XrFnDxMREHj16lDt27DD5m1MqldLBwYFWVlZUq9WMjo7mDz/8wK5duxrN8tRYenh4UBAEdujQgYcPH34gS5cfe+wxHjlyhNOmTaNaraa7uzujo6O5fv162tvbN8aG0r6VQGxs7D0NLM3p5tXkli1bWFJSwqNHj/LVV19lWFhYvSG+6kafNQVdXFz48ssv89y5c6yoqOD777/PkpISk9St0WgYFRVlSAQaGxvLZ599lt7e3tRoNIyPj2dQUFCjFWd9tLKy4qJFi/jVV18xMzOTRUVFvHXrFnfs2GEI4mqiJbK1/pPIyEi+9dZb/P7775mens6FCxdyyJAhJlE4MTEx7NmzJ8ePH0+tVmvS3Jf1UaFQcN26ddy6dSvj4uKYlJTEq1evcu3atY21QbRvJXC/pJimmmqaMGECCwoKWFZWxsuXL/PLL7/k0KFDDfu7dOnCoKAgisXiFs0P+PnnnzMtLY3btm1jUlJSk+qomdcOAA8ePEidTsfr168zOTmZ0dHR7NWrF0eOHMm9e/eytLSUOTk5hpyOzs7OzQrLZWNjQ1dXV3p7e/P06dPMzs5mbm4uCwsLDdfSt6E+oGdz2kwqlXLgwIFcunQp09LS+OOPP3LLli2MiIgw2dSnPmS5PvnNF198QaBKwarV6hYzGqtUKs6fP59bt25lbGws9+/fz717995zgNHq+AAADA9JREFUiGqERpVAm3YW+stf/oKdO3eisLAQLi4uGD16NBITE42upGquY9CMGTOwZ88e2NvbAwBKS0tBEjdv3sSlS5cMx82aNQtjxozBf/7zH6xatapZ1zSGfv36QSqVYseOHTh48CC2b9+OHj16NKkuvSOMHtu2bYOdnR2kUimysrIQHx+PP/3pTxgxYgQGDRpkWEPw+eefw87ODrNnz8apU6ea/Fu0Wi3Ky8vx9NNPQ6vVwtbWFjdv3oREIkFZWRlEIpHBE1EfFqw5EIvF8PHxwciRI1FWVoaLFy8iKiqq2ffGyJEjkZWVhczMTCgUCuzfvx/Dhg3DqVOnkJqaCo1GAysrK2i1WgiCgIEDB+Lnn3/Wv+CaDbFYjODgYAwbNgydOnVCYmIidu3aBa1WW28Cl8agTSuBCxcuGDLirF69Gr179za45YaGhmLKlCn46quvsG/fvmZnzsnOzkZISAi2bduG7t27G3K6paamIisry3Dc3r170a9fP5w9exZA1QIctVqNc+fONfnaKpUKa9euhUgkwhNPPAGJRILjx4/j+PHjGDRoEOLj45tU761bt2p9//jjj+Hu7o60tDT06tUL27dvR9euXfHLL7/gww8/hFqthkqlgq+vL5566ink5+cjLy8PgwcPxqFDhxp9fZFIhP79+yM0NBRFRUU4f/48oqOj8dJLL+HkyZMYPnw4Bg4ciOzsbOh0ukYteqkLiUSCFStWoG/fvujXrx90Oh2OHTvWLHdaPa5cuYKbN28CANLS0pCeno6rV68iKysLf/zxB8RicS1l+ccffzT7mnoIgoCPPvoIfn5+htyNu3btQkpKCm7evNlkN/VaaO2hQEOHA3U5efJkXrx4kRcvXjSZo45araZIJDLaxXrllVc4bdo0KhQKdu7cmSKRyDBF2dxurL29Pa9evWqYCaisrOTx48f566+/cvHixSaZWnvxxRcplUrp5+fHyMhIRkdHEwDHjRvH/v3709/fn4GBgfT39+f169eZmZnJYcOG8aWXXmqyvUUul/Obb75hamoqo6KiuGXLFg4YMIDvvvsuFy9ezAEDBpjMriIIAkeNGsUjR46woKCAFRUV/Oijj+47pevu7t5sg+6oUaP4zDPPmDyPI1BlXNVPE+u5ePHi+9o3pkyZYmwo175tAnU5cuRInjlzhnfu3GmR8ON16e3tzX379nHJkiWG8aWpxpkqlYrR0dFctmwZExMTWV5ezl27dvHAgQNcuXJlY8d9BMAOHTrU8jC0tbXlsmXLuGnTJnbp0sXwYCuVSi5ZsoSLFi2iSqXi0aNH2alTJ/r5+TEmJqbJ03i9e/fmokWLeOLECT755JP09fXlggUL2LNnT1pbWzMiIoIZGRkUiUS0t7fnwoULm92OYrGYnTt35jvvvMNbt27xxRdfvK+Tk0QiabIjlJ5WVlb3TALTHIpEIl67do0FBQU8e/Ysd+zY0aBQaSqVypgPyMOlBMRiMT/99FM+/fTTDyROX1RUFENCQlrE8NO/f3/u3r2bEomEcrmcq1evZmJiIvPy8uju7t7k31f3PIVCwQsXLvDy5ctMTk5mamoqf/zxR2ZmZjIxMZE5OTnMysrizp07m72OQCKR8Pr169Rqtdy9ezdXrFhBX19fTps2jQcPHqRWq+WRI0colUo5ceJEk2R71lMqlfKpp56iv79/i98XABgWFsbp06e3SN0SicSQTyEuLo4BAQEMDg42+v82gA+XEngYqFAoaG1tzR07dty1b/To0XR0dOSHH35osojECoWCCQkJhqm61NRUnjhxgiUlJYay0aNH33XekCFD2LNnT8pksgbfeBs3bmRRURH/+OMPpqam8vjx44yLi+ONGzdYUFDAgoICQ6pyU/22umUymazZb/nWZkpKCufPn89u3boxOjqaLi4uhjR88+fPb+wUq1kJmJLu7u4UiUTN8k/o27cvDx8+zJycHHbu3JkuLi6GfWq12uQr+oCqcfo777zDnJwc5ufnMyMjg8nJyczJyeE///lP/v7773edM2DAAEPegPp8JuqyY8eOzMvLY15eHktLS3nr1i2WlpayqKiIhYWF7N69O3/88UeT9OLc3d25ceNGenh4sFOnTpRIJHRwcODs2bNbPGuU3ibk6upKKysryuVyPv744xQEodk2AqVSyWPHjrFHjx5cs2YNe/fuTW9vb4Mdpwl1mpVAc+np6Wl4MFNSUqhUKvniiy82uT5LS0vu3r2b169f5/nz57lmzZomjf8bSwsLC86cOZORkZF0cnLi+PHjuXDhQlpbW/Nvf/ubSa7xxBNP8K233mJSUhJPnTrFrKws7t69m1988QU/++wzk/xOb29vWlpaMiYmhvn5+SwuLmZaWhqHDh3KOXPmcNCgQS3eljY2NpwyZQp/+uknhoSEsFu3bjx+/DhlMlmTVyp6eHjQysqKISEhPHPmDC9cuMAzZ86YInP0w68E7udQ1Fz++c9/NhhlduzYYTBENadOkUjEv//973zzzTfZrVs3Dhw4sMVvXKBKETQmFr+1tTX79u3L4ODgBs9WSKVS+vv709vbm6+//rrJvQNfffVVOjs7s0uXLjxy5AhLS0uZm5trVDEHBga2iO1IoVBwzJgx3LBhAzUaDQHwiy++oFQqbfKsVU334E8++YRff/01ly9fznnz5jVX3odfCTRiIUWDbmB9YA5jS2n1yUtN1d0UBKFNZyOyt7dnYGAgJ02a1CblnDp1KhcsWMAZM2YY3T9+/PgWUQKWlpZ3KdO5c+dSLBabJI7A2LFjOWLECFPJ+/ArAVNSIpEY/LJbOvqMKeno6Gg0rdW8efNM/vCKRCKTp4U3s0VpVAmYQ47Xgzt37hjchdtTDLqbN28ajRacmJjYJO8yjUaDoKAgo/sqKytRVlbW6DrNaFswhxw3455oZtorM9oWzCHHzWg8WiLtlRltC21FCfwBoLj6sz3BAWaZWxrtTV6g7cr8mLHCNjEcAABBEH4x1lVpyzDL3PJob/IC7U9ms2HQDDMecZiVgBlmPOJoS0pg8/0PaXMwy9zyaG/yAu1M5jZjEzDDDDNaB22pJ2CGGWa0AlpdCQiC8LQgCJmCIPwmCMLC1panPgiCcFEQhFRBEH4VBOGX6jJ7QRD2C4JwvvrTrpVl/FQQhHxBENJqlBmVUajCuup2TxEEwacNybxUEIS86rb+VRCEUTX2LaqWOVMQhBGtJHMnQRB+EAThjCAI6YIgvFpd3qbbul608poBMYALALoAkAE4DaBHa69lqEfWiwAc6pT9C8DC6u2FAFa0soxDAPgASLufjABGAdgHQADgB+BYG5J5KYD5Ro7tUX2PyAF0rr53xK0gswsAn+ptFYBz1bK16bauj63dExgA4DeSWSTLAXwJILSVZWoMQgFsqd7eAmBcK8oCkgcBFNQprk/GUABbWYWjAGwFQXB5MJL+P+qRuT6EAviSZBnJbAC/oeoeeqAgeYXkyertWwAyALihjbd1fWhtJeAG4Pca33Ory9oiCCBeEIQTgiDMqS5zInmlevsqAKfWEe2eqE/Gtt72L1V3nT+tMcxqczILgvA4AA2AY2inbd3aSqA94UmSPgBGAvibIAhDau5kVb+vTU+1tAcZq/FvAB4A+gK4AuD91hXHOARBUALYCeA1kjdr7mtHbd3qSiAPQKca39XVZW0OJPOqP/MB7EZVN/SavltX/dn8TBemR30yttm2J3mNZAXJSgAf4f+7/G1GZkEQpKhSAJ+T3FVd3O7aGmh9JXAcgJcgCJ0FQZABmAYgrpVluguCIFgJgqDSbwMYDiANVbJOrz5sOoDY1pHwnqhPxjgAz1dbrv0AaGt0ZVsVdcbL41HV1kCVzNMEQZALgtAZgBeAn1tBPgHAJwAySK6usavdtTWA1p0dqGE5PYcqS+/fW1ueemTsgiqr9GkA6Xo5AXQAkAjgPIAEAPatLOcXqOo+61A17pxdn4yoslSvr273VAC+bUjmbdUypaDqAXKpcfzfq2XOBDCylWR+ElVd/RQAv1ZzVFtv6/po9hg0w4xHHK09HDDDDDNaGWYlYIYZjzjMSsAMMx5xmJWAGWY84jArATPMeMRhVgJmmPGIw6wEzDDjEYdZCZhhxiOO/wM2rhZFKcLDIQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"loss d: 1.344, loss g: 0.386\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 d: 1.459, loss g: 0.367\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 d: 1.310, loss g: 0.383\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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erLGO9u/fX+15DoeD5cuXw8XFBaGhoXj8+DHS09Nx6dIldO3aVVNT3hpZPklcbnjVq1cvNGrUqIJNiZqs30qAz+fjiy++QFFREc6dO4dff/0Vly9fRvfu3fVi6fY6mzRpgpKSEqSmpiI2NhaxsbEYOnQou3zXu3dvGBsba/MgKpTp+vXruHfvHogIXbt2RUxMDB48eICUlBTk5uZCJpMhLCwMBgYGWiu5HTt2wMbGBlwuF9nZ2SgtLcWuXbtYk9jX7RMEAgHGjBmjdbkuXboEhUIBhUKBsLAwGBkZwcDAoEobB4lEgufPn+Pw4cOYMmWKxmUMCwtDZmYmnj59+kaLQCMjI2RmZuLJkyc1Wg4yDPPGvRt8Ph8lJSWIi4vDunXrcP78eSQlJeGDDz7Ahg0b9N4TeD1v/fv3x8KFC3H79m1ER0ezFqZq8O3tIqwNyOVyOnDgAO3Zs4f++usvYhiGAFDTpk317tiCYRhyd3envLw8EgqFZGNjQw4ODuTt7U0ikYiIiDIzMyk0NJS+/vprCg4Oprlz52ok45tvviGhUEipqal06tQpcnR0pLCwMGrRogW99957dOHCBeJwOASATpw4QcXFxeyYV13w+XySSCRkYGBAEomE4uLiyNXVlSQSCY0cOZKKioqoqKiInYQsh0wmo82bNxOHwyGRSERcLlcteUKhkE6dOkVJSUls3QUGBlJhYSEVFxdXOfehUqmoZcuWZGpqSr179yY/Pz925acmzJw5k1QqFTvuLy4urjavW7duJQsLC7p79y4NHz6cFixYUG26ACqtGL2KkSNHkoGBAbVu3ZquXLlCDg4OtHz5ctq3bx9NmDCBcnJy1Mq/NgBAGRkZZGhoSKamptS3b18qLS3VPdG6JqmpBcViMbp27Yrg4GA0b94c+/btw4IFC2BkZKR3jevo6Ijjx4+jtLQURUVFkMlk2L9/P2xsbGBsbIzp06fjxx9/xO+//47GjRujY8eOepW/fft2lJSUICoqSmtz6KlTpyI/Px99+/ZFeno6VCoVEhISqvyyVfUF7ty5M27evKnxngxHR0dYWlrC1NSUPSYUCqtcz758+TJ27tyJU6dOITExEUuWLGH3gmgqs2nTpvj0008hkUhgbm7OftEdHBzw9OlTqFQqpKSkwMPDA0uWLNH62fTq1Yutt3bt2mHDhg0YOnSo3tvgm/wcfPTRR3jw4AGaNWumSZr1ezhARKxFV2BgIGv80b9/f72PwTgcDj788EOsWLECz549Q1lZGdLT09GlSxf2ml9++QUCgQABAQF6f/hEhP/9739ITExEy5Ytq8yfOmV2dnbGypUr2bHwlStXMG/ePAQEBMDb2xu+vr5o06YNhg4dyu78I3rR5bS2tkbTpk0xbtw4jfNenreJEyeCw+HA1tYWn3zyCaZPnw4LCwv2unfeeQdhYWG4cOECWrZsiXbt2mn8nMp/R0ZGIjg4GDdu3MDs2bNx8OBBdOvWDfPnz0d2djYUCgXkcjni4+M1kmFoaFjtR8bBwQFff/11rQxHiQghISFVdvUdHR2xZ88eZGdna2pxWb+NhYiIcnNzieiFMYpIJKLU1FSysLAgPp+vs8HEq1CpVLRnzx46f/48SaVSsrS0pMjISLp37//9okyZMoWIiK5du6aTLJFIVKk75+joSM7OzmRkZESzZs2iYcOGVeiy8/l8Yhim2jLb2tqSk5MTubm50Z49eygnJ4c8PT1p0qRJtH79evrkk09o69atZGtrS66urnT//n26evUqez+Xy6XmzZtTWFgY3b9/X+Myledr3bp1JBQKqUuXLvT555+TWCymmJgYOnHiBBERTZ8+nR4+fEgtWrQgd3d3OnDggEZyBAIBlZWVkaGhIYWHh9P+/fvJwMCAWrZsSUqlkoKCgqi4uJgMDQ3p6dOnFBoaSgUFBWqlbWBgQM7Ozmy9FxYWVromMzOTduzYQTweTz9LdS/h7OxMPj4+ZG9vTwzDULNmzUggEBDDMGRvb08jR46kXr16UVpaWqWhnDaoV0qgHE+fPqXw8HCKioqiI0eO6D4mqgZZWVn0ww8/6C09iURCRERSqZQ99uoY1tbWlgIDA6ldu3bk7+9PJSUlFB8fX95bYlGTcYijoyN17tyZli9fTkREERERRPTCgeaWLVvowoULtHHjRnJ0dCShUEgpKSkV7CUUCgWFhYUREZGRkRHxeDxWAVdVJjMzM0pPT6/yvEwmo4cPH1JBQQGdOXOG7ty5Q0REo0aNopUrV9LVq1epT58+rKWkJih/7iKRiIYNG0YZGRnUuHFjKisro4sXL5KpqSnduHGDBgwYQD///DOtW7euUl1WBz6fT9bW1nThwgUKCAggJycnSk1NpR49etDZs2dfTKhxOMTn8/WqAIheeDvy9PSkI0eO0Lhx46hTp04kFovp/Pnz1LFjR+rYsSMVFxfTwYMHq1ROmqJeKoHS0lIKCQmhs2fPUl5eXl1nR22oVKpKk16vTkApFAoqKCggMzMzEolEtHjxYtq0aZPGvZz79+9TZmZmpeO5ubn0/PlzOnXqFBERPXr0qMa0lErlGyfqVCrVG1+C8i5nTk4O7dy5k1UWubm5lJCQQAqFQisF8CqePXtGs2bNooyMDHJ0dCS5XE63bt0iExMTevz4MZ07d45OnDihtgIgIsrLy6MLFy4Q0QujsvIylhsQmZiYkLOzs8YGauogOjqaoqOjiYjogw8+oIMHDxLDMHTt2jVKSkqi5ORkiouLo0OHDr1xAlNt1PV8gCZzAuUUi8W1MhlYF6xqzN+oUSMEBATodattXdLQ0BAeHh5vxTXb26JAINDKr4Q+6tLa2lrbuqz/E4P/Rr6+j10gEKBx48YVZtb/zWQYBh4eHnWeD3W5Z8+e+qzMGpRAfSGHw6kw4/xv6RG8qbw1XVPu7q2u86qpi7JGjRph5cqVdZ7vl6xSCdRKQFJN0RCGrAH/ZpQbtv0DcBNVBPupNxaDDWjAm2BsbFzXWagWb1IA/4Q4Fg1KoJ7A29u7rrPwj8bQoUPrOgtawdXVta6z0KAE6gM4HA599NFHdZ2NfzR+//13re5zcXEhU1NTPedGfSQkJFR7zsLC4q3kod4rAR8fH3ZTzz8B3bp100uj6tq1K5mbmxPRi7X4adOm6ZymLujRowfZ2dnVaR5qA+bm5vTee+/9IyMRGxoaqr2Z6nX4+/uTu7u7WtfWS2OhVyGTySqMuUxMTGjQoEG0ZcuWOsmPVCpVe7efSCQimUxGQ4cOpd27d1PTpk1p/PjxJBKJqHXr1hQbG0uTJk1iTV1rwzpNXUilUr2YqNY2TExMaPDgwazJrbm5OfF4PJo+fXqVhjW3b98mAwMDjXdovg3o4t+ytLRU/bZS18uDmiwRCoVC1vc6EcHAwAA8Hg+enp4wMzPDwIEDIRAI4O3tXddLMWqxfKNNmzZtsGrVKgQHB0Mmk7Fef54+fQpra2s21oG+nKa8TfJ4PNjY2KBv374aGdeYmZnVuElq/vz5lXYcenl5ITk5GXl5ecjLy0NZWRlkMhnOnj2rlZek+kShUFiTzUX9txNwcHDA7t270bt3b8TExOD+/fuIiYmBh4cHjh8/rnZgEH3w6NGj1Xrk0ZTm5ua4e/cu9u3bx0bOUSqVyMzMxOrVq/HOO+/UeQPThgKBAPPmzcOSJUuwceNG1sqzPOLSrl27qt2Bp84uSScnp0qOSvz8/PDXX39h4cKFKCkpYcOfqVQq3L9/H5s3b67zetE3X63X13cdvhZEtv4rARcXF5w5cwYCgQALFy5k483l5uZCKpXqfUsxEaFbt26YPHkyiAhr167F5cuXkZWVhaSkJL1FAzIxMcFvv/0GIyMjfPvttyguLkZBQQGKiorQuHFjvZfLxcUFd+/exfLly0FE8PX1hampKX766SeNzWEtLS2rVFI//vgjG/nHwMCgkqcekUiE7777Tu/bcLlcLgwMDCAUCtGvXz/4+vrizJkzKCoqwunTpxEXF6f3NlLb5HA46Ny5MzZt2gQfHx/MnTsXHTt2xIEDB9C7d2+0aNGi2uAmr9Vv/VcCHh4euHDhAj766CPk5OQgKioKKSkpcHd3V8vxRk0v05AhQyASicDlcjFv3jxcuHABhYWFePjwIW7dusU6tFSpVEhPT9f4YdrZ2VX7sLhcLng8Hjw8PODl5QUul8vmtzqnH+rS2toaEokEQ4cORWZmJnJzc5GdnY2IiAg8fPgQT548wdOnT5Gbm4u9e/fqpNzmzJmDHj16wM3NDX///Td27tyJUaNGVcp/u3btcOfOHUgkEp0Chb6uRAQCAdzd3REQEMD6neRwOFi0aBGePXuGzMxMrSz4du7cyQ4zhwwZgsTExArneTwePv74Y0RHR7/RGYi6LH8GHA4HpqamiIqKwr59+/D3338jKioKq1atwoULFzBhwgQYGBiAz+ejd+/eICL4+Pigffv2VaVbv5WARCLBo0ePkJqainv37rEhx+bMmQNbW9s3eu0t56hRo2r88lhaWkIkEqGsrAyFhYXIz8/HggULEBwcjCtXriAtLQ0KhQIlJSU6PWRDQ0M2L+bm5mjfvj3WrVtXIepxeUPYsGEDBg4cqJPvunnz5iE2NpYNClpUVITIyEgsXboUnp6eWLlyJYYOHYro6GisWrVKazmrV69GfHw8Hj58iIcPH+L48eOYNGlShYCgxsbG4HA4uH37NjIzM7Flyxat5fn4+IDL5cLc3BweHh44dOgQrl+/jpkzZ+LEiRPo3r07iAgpKSlsua9du6ZW7MHqGB8fDw8PD4jFYgiFQtjZ2WHx4sWYN28eEhMTtQ459iq3b9/OOrOdM2cO0tLSEBkZiU2bNrFlIiIkJCQgJSVF3XTrtxLgcDjo1asX/vrrLwQHB1faRbhx40b4+fnpXPnlL9/9+/cRHh6O2bNn48MPP8SSJUvYAJA5OTk6KwEiYnfWnT17FmVlZUhISKgQt8/Hxwd8Ph/bt2/H8+fP0aFDB516BBwOB/n5+Xj+/DlWrlwJX1/fCt58Ro8eDalUWmXgUXXZpUsXbN26FcOHD8ezZ89w69atCumJRCIMHToUAQEByM/Ph0KhwOXLl7XeFdq8eXPw+XycPXsW9+/fx4ABA3D27FmMGTMG7777Ltq2bQuBQIBTp06xHqpTUlJ0ms/hcDhYu3Yt3n//fQwbNgznz5/Hhx9+CCJCeHi43uIrEr34WNy5cwfTpk2rsv2kpaXh9OnT6qZXP5QAj8ersmtvYGDA+sjfvn07OnXqhHfeeQempqbo2bMnLl68iPv37+ul4rt06YIHDx6A6MV4uX///uy5kJAQvfQEiAinT5/GBx98gKKiIuTm5rJ+911dXSt89QcNGgSlUolHjx6hW7duWiuCLl26ICMjA4sWLapyJ1xiYiLkcrnOW2Rv3ryJr776Cjdu3MCiRYtYl2IcDgdOTk4wMjLC+fPnIZfLoVQqkZycXGHVRx06OjqicePGuHfvHsaOHYucnBzExsZi9uzZ6NWrFw4cOIBvvvmGdZnu7e2N/Px8lJaWIisrS6sIwa/TyckJ8+fPh4ODA3ts+vTpcHZ21jltPp8PiUQCb29vBAUFVThnbm4OQ0ND/P333ygtLdUkSG39cC/G4XCIy+VWWuMcN24cGRsb0/z582njxo1kbm5OM2fOpCtXrtDw4cPJ0tKyQsgrXeDu7k6bNm0ioooOHgwNDcnR0ZE4HP3YWB04cIC2bNlCCoWCEhMT6ddffyUiIhsbGwLAeq3dsmULGx/R2dmZOByOVuvazZo1o19++YV27txZac2/R48erOej6rwIqYtt27ZR27Zt6dy5c3T27Fl6/vw5Eb14tk+ePCFzc3MSCoXsxprCwsIKrtvUgaWlJYnFYhIKhfTrr7/S8uXLydzcnObOnUuOjo504sQJun79OhvazdPTk6RSKd25c4f8/f2pZcuWOpVRJBJRQEAArVmzhmxsbFhnKdnZ2Rp7G5ZIJNSkSROKiopij9nZ2ZFUKqXHjx/T3bt3K1xvZGREAQEBZGpqShwOhw4dOqRTWeq8F6DucGDGjBlQqVSQy+W4du0a9uzZg6KiInaFoDzQhb29PWxtbXXWxLa2tpXCn3///ffIzc2FSqXSS1iUasMAACAASURBVE9g0qRJyMvLQ3Z2Nvr161ftdUVFRVAoFHj27BkmTJigs9zXOXDgQNy8eRNyuRxSqVQvXzF7e/tqJ/zGjBmDR48esQ5cR44cia5du2okw8jICJ9++ikyMzMRFRWFJUuWvHFCTiQS4ciRI7h48SKuXbuGn3/+GU2bNtW6jEKhkJ2IIyIMGDAAa9aswfjx4zWebxCLxWjevHmFY6NGjYKRkRHmzJlTYT6FiNCzZ09cvXoVBQUFyM3NhUQiYQOU1CBL/3EHGIZJZhgmhmGYOwzD3Hh5zJxhmFCGYRJe/tWLPWanTp2opKSEOBwO+fj4UHBwcJXxBoKCgvRi3pqTk0NXrlypcKxLly5kYmJCRC+2h7Zp00YnGVeuXGGtAI8dO1btdTdu3CC5XE5xcXHUunVrnWRWhcaNG5OLiwtxuVxSqVQ0adIkndJTKpXk6+tbbSw/Pz8/1j8gl8ulPXv2UFJSkkYyevToQf3796fs7GyysLAgd3d3evr0abXXl5aWUkZGBjk4OJC1tTW1bt2agoODNZL5KsrKyujkyZPs/yYmJjRgwAAaMWKExmbsJSUlFBsbW+HYlStXqLS0lExNTSuVy9bWlkxNTSkvL49u377NRuLW1tWYPoYDgQCyX/l/OhGdBfAzwzDTX/6vs+H7rFmzKDIykvXTJxaLiWEYGjNmDF2/fp3WrVtH7du3p1mzZtHNmzd13lUmk8kqRaRVqVQEgNavX09lZWWVHpwmCAgIoDt37pBCoXhjNOVZs2aRp6cnMQxDzs7OdOTIEa1lVodmzZqRiYkJRURE0Oeff14hOrI2UKlU1SqAqVOn0oABA8jIyIiIiFJTU8nLy6tCV1gd+Pv7s8MioVColuKSSqVkZGREcXFxNH/+fBKLxTXeM2zYMGIYhv788883Xufu7k5WVlY0ZcoUvTj/fPjwIa1YsYJCQ0Np8+bNNH/+fHr27BkxDEMDBw4kqVRKU6ZMoXv37pFEIiEAFRzYagQdu/HJRGT52rF4IrJ7+duOiOL1MRwgejFb/vjxYxw7dgwHDhzA9u3b2UmYUaNGQS6XIzk5Gd98843eu8zlFmgqlQpFRUU6+zjk8/mIiIiAXC5HRkYGiF4Y8YwbNw4BAQGs5ZeBgQHOnTuH06dPIygoSONuc02cMWMGSktLoVKpIJVK9ebFaMaMGTh58iSICJ6entiyZQtOnTqFp0+foqioCHK5HOfPn4epqana7rq8vLywaNEiEBEWLFiA+Ph4FBUVobS0FKmpqTXe/8477yAxMRELFy7E2rVr1ZIrEolqDPMVHByMBw8esIZr+gqNZ2RkhLlz5yIhIQECgQA8Hg9Dhw5FTEwMZs2aVSGGg5rU/+oAET0ioltEdJOIPnt5LO+V88yr/+uqBGxsbHD8+HFEREQgJCQE33zzDRwcHMDj8dCjRw/IZDKUlpZi+/btGDhwIGbNmqW3l6V8mam0tFTjmeyqeOHCBWRlZSE/P79CY2QYhm1Affv2xfnz55Gfn49du3ax5/VVJoZhMGfOHMjlcsjlcr0EPC3n65aOHA4HFhYWWLNmDfLz85Gbm6tVvMPylZF169axykSpVFYbE5JhGDRp0gQikYiN4mtqaqrXfRhcLhe//vorlEolFAqFXuwEXi3vq/X47rvvYuHChdquQNSKEnB4+deaiKKIqDO99tITUW41935GRDdeUq0G26JFCyQnJyM1NRWff/45Pv74Y7i5uWHNmjV4/vw5FAoFlEolzp07x1qN6ethrF69GoWFhdixYweWLl2q9808PB4PZmZmEAgEEAqFcHNzw/Xr13H58mWEhYUhJSVF7zKbNm2KEydOoKSkBDExMXpVAtVx5cqVyM/Px4ULF7TudZiZmWHlypXo27cvbt++DYVCUaU1qLGxMQYOHIiQkBAcPHiw1py3vv/++4iPj0dUVBQSEhL0YjFYFV1cXLBnzx48evSIDYWmIWvXToCI5hDRd1RLwwGRSIRDhw5h8uTJkMlkrG392LFjsXnzZuTl5SEyMhKRkZFYvXq1XitfIBBgw4YN2LZtGzw8PPRu7+7h4YGePXvi/PnzGDRoEPr27YtVq1YhNzcXeXl5SE1NRUhICNu4LCwsNA4ZXhXNzMywYsUKbNq0Cfb29rXScF9ncHAw/v77b3h6euqUTlBQEGJjYyGVSiGXy+Hn54eWLVvCz88PLVq0gK+vL3bt2oWysjLk5OTAzMwMX3zxhd72e7xtMgyDd955B2fOnNElYrR+7QQYhjEgIg6Awpe/exHRPCL6i4g+JqKfX/7VLbLES5SWltKECRPojz/+oOPHj1NmZiYBoG7dulFkZCQ9ffqUZsyYUa5U9Ap/f3/y9vamvLw88vPzo0ePHultXz+Hw6Hp06eTu7s7+fj4ULNmzejJkyf07rvvklgsJj6fT+np6TR16lTWr0CLFi3YCMC6wMbGhrhcLm3fvr1Wgmi8DktLS/L29iZXV1f6+OOPac6cOVVGKlYHBgYGdP36dSooKKCWLVtSWFgYSSQSYhiG5HI5KRQK1u6Bw+EQwzC0du1asrGxoaysLH0Wi0Xr1q1JIpFQRESE3v0+GBoaUv/+/cnJyUntUGrqQpfVARsiOvzS8wmPiP4E8DfDMNeJaB/DMGOJKIWIPtA9my+Ql5dH06ZNo7i4OLK2tia5XM4atrz77ru1ogCIiNq0aUN+fn700Ucf0ZEjR7SOe1i+dPR62LR79+7R06dP6fr16/To0SNKTEyk/Px8un//PgUGBtLKlStZgyUionPnzmlfmJcwNzenIUOGUHBwMJ09e1bn9N4EExMT6tKlC3Xq1Ik6depERkZG1LJlS+LxeBorARcXF7KwsKBDhw7RoUOHaPjw4eTr60vffPMNSaVSMjQ0JD6fTxwOh5RKJR09epSioqLYFZjaUAC+vr7k6+tLY8eOpfDwcLp586ZelICrqyulpKQQALK0tKSRI0fS3bt3NV5JqQlaKwEASUTUoorjz4mouy6Zqg4ymYzi4uKIiCqtndaW1xsPDw9q27YtFRcXk1AoZBuXNgBQyV2USqWiM2fOUFRUFNna2pKtrS3duXOHfvzxR0pISKDOnTvT1q1b9VCS/4dYLKbevXvToEGDyNHRkbp3705Xrlyh7Ozsmm/WAgDIwsKC2rVrR66urnTo0CH6448/tIohqVKpKtT/n3/+SX/++SclJydTSUkJOTg4UOPGjen69etERHTy5ElKTU3VW1mqQocOHWjOnDm0a9cuWr16tfZLda9BpVKRlZUVGRgY0PDhw8nMzIzi4+Pf6JdQK+hrTkDH+YQ6H3NVRwsLC/zyyy/s7jMXF5c6z5Ou5PF48PHxwbp161BSUoKMjAydNg1Vxddnrw0NDdG/f3989NFHcHJy0mn78JtYvqvvTddYWVmhb9++epHXtGlTTJ48GTt27KhgQagvSiQSWFlZYf78+bh+/Tq2bduGtm3bapteQ/ARbWFpaUnLly+nS5cu0fbt22uMCvxPB4fDISMjIxIIBDRnzhxKTEyk9evXv9FoSVMIhcIK9cThcGjIkCH07NkzOnfunNb7H/QBPp9PRkZGGtv4VwWJREISiYQ4HA5JpdJqjaQ0gbm5ORUWFrJDCg6HQ56enlRSUkJt27YlpVJJ+/fv1ybpKoOP1Hkv4J/eEyhnueMGbe5t0qQJlixZUudleJXlKxwSiaTaNXZ9UyQSaT07b25ujtmzZ9d5vb3NZ/Mqy5eH+Xy+Ls+roSdQl+ByuVrPJTTgBeqy9/AvQUMYsrrEP0UBvK2AFrWBBgVQO2hQAv8hMAzD7jjTFjY2NloHxPinQSwWq7WJ6N+OBiVQj2Fubq5RQEsA1LdvX61keXl5kYmJCXXu3Jm4XK5WaVSF8ihLr6NFixa1/oLa29uTra1trcqoD2hQAvUYJiYmby2qrbu7O40ePZpCQkK0sskwNzcne3v7SserC9nWtGlTnZVAmzZtyMHBodrziYmJ9OjRI51kaAI7OzvWH8U/Cf8492L/dQQEBFD//v2Jz+ezlm83btygnTt3VrpWlwbs6OhIw4cPZ11Ulbt0mz17dpXWbkePHqVBgwZVm569vT2VlZWRSCSirKwsVlEYGRm9cX99dc5E9u7dq2GJagaXy6Vp06bRokWL9J52vUZdLw/qc4nQ2Nj4rSzh/PLLLzpHH/r+++8r+SRo3bo1bt++jdLSUsjlctZtWmpqKnbu3Km1rCVLllTae96hQwc8e/aMjdAjl8tRUFCAQ4cOaV33EomEdSdeflzd5SwnJyfWYy8RYfjw4Tq5WK+KHA4HgYGBb6WNvA126tQJU6ZM0WTpun54G1aXr6+lHjp0CBcvXqyVyh48eDCmTJmC/v37w9jYGImJiUhNTcUPP/ygdZouLi6Vtr/27t0boaGhOHXqFJRKJf7++29IpVI2hNaPP/6olayqgrN069YNBw4cwKpVq1BYWMh6UJbL5XB2dsaaNWu0Ltu6detw8eJFjXZbWllZoUuXLuz/tra2WttlBAYG4tKlS5g6dao2jjf+UWQYBt9++y2IXnwkTpw4gZMnTyIoKAibN29GbGysJj4N/z1KgMPhgM/nY/LkyYiNjUV6ejrKysqQlpam94fg7++PsLAw/PbbbwgNDcWXX36JvLw8FBcX66Xn8aoZskAggImJCUxMTGBjYwMTExM8ePAAcrkcY8aM0Ysr61dlGRsbw8DAAGvWrMHhw4eRkJCA/Px8hIWFITo6Wuu0zczM1N5Tn5ycjNu3byMhIQErVqzQyWdCeeCWgQMHQqlUoqioCFlZWYiJiakQ1EUfNDExwYULF9jYhs2bN0dwcDCGDRumkaNRExMTnD9/vtrzXC6X7TF27doVeXl5KCoqwuPHj1FQUIAVK1b8d3oCDMMgMDAQkZGR+Pnnn3H48GF069YNJ0+ehEwmg0qlQkREhM4PtzzuQbk32ezsbCxYsICNgMzhcJCVlYU5c+ZUF+pJYwqFQjRp0gQ8Ho/tHXC5XDAMA7FYjF27dkEmk+H69etqp2lkZMQ60ajqxeJyuejZsydWrFgBX19fHDx4EC4uLoiJiUFoaCgKCwvx22+/aVwWT09PREdHw8jIqFKorj59+mDy5MkVFISZmRnu3LmD27dvY8eOHTrXpaenJ37//Xds3rwZCoUCMTExOnkVLucXX3wBR0dHNG3aFI8ePUJJSQlKSkqQlpaGO3fuIDU1FQUFBSgrK6sQh0AdVvUSl3ubKu9NmZqaYuDAgeDz+Zg0aRL69OmDgwcPahqEt/4qgfKAlnK5HFlZWXj48CG+++47cDgc7N69G4mJiZDJZCgsLNRZ44eHh0MikSAzMxOZmZmIj49ng4KU89mzZygtLdVLV5PL5eLu3bu4f/8+7t69i9WrV0MikeD48ePo0KED7ty5A6VSifz8fFy6dEkrGQsWLGDH1xYWFmjevDlOnjzJRiMqLi5G//79weVy8fjxY9ZN1sWLFzX2pbh//344OztXGuoIhUJ06tQJs2bNQrt27dhGPnv2bPTs2RMPHz7E0qVLweVytY69aGFhATc3N/YlWrJkCQIDA7FkyZIaNyw5OjqqJfPgwYOsO7bS0lIcO3YM/v7+mDt3LqKjo1FYWIgtW7ao7TexOp48eRL29vZVRtUqd0F37NgxTdt8/VUCRC8UQX5+PrZs2QIDAwOYmprCxsYGo0aNQqtWrZCfnw+5XI61a9fq/GKWe3F51d6/vBfg4OCA58+fQ6VS4erVqzrL4nA4+P7773Hs2DFMnDgRu3btwpo1a1BUVIRly5bhypUrUCgUSE1N1WX3GJo2bQoej4e0tDQ8efIEK1asQFpaGh4+fIjY2FhcvnwZ1tbWuHz5MhQKBVQqFdLS0jBy5Eidy0j0oos+f/58uLu7V3ArJhQKceHCBezevRu+vr5o1KgRWrVqpbHnJD6fXyESj6+vL+vLf926dTo7hn2VmZmZiIuLw4EDB9CzZ0/MnDmTHdZduXIFUqm0Vj0YGRsbw9TUFOHh4VCpVJq40avfSqBfv354/PgxXF1d4ePjg8DAQDRp0gQuLi6IjIxkx4D6qGQ+n48NGzZUONayZUsEBwfj1KlTkMvlKCsrg6+vr05y/Pz8EBgYiNzcXHz00Uc4ceIE7t69C4VCgbCwMAQHB6Nr16548OABOzlkZGQEJycntWU0a9YMNjY2SE1NxeDBg1FWVgapVIqDBw9i9uzZSElJwenTp1l3X15eXmzk5YKCAo027djZ2VUaDwsEArRv3x7Dhw/HrFmzKtUZh8NB27Zt0b9/f4wePbrG5/ImP4GOjo5o06YNLCws2JeydevW6Natm85f5nIyDIPExETY29vD2toaw4YNq3D+xo0bePz4sV6UQHmE7FePWVlZoWvXrvj000/x6NEjqFSqSmHf38D6rQT+/PNPpKeno3fv3ux+8UWLFmHHjh3IycmBSqVCYWGhXh400YvoxOW/TU1NMW/ePKSnp7NfSX1EIBozZgyio6Oxbt06HD58GEFBQfj222+hVCrx22+/Ydu2bYiNjcXYsWPZexwcHDSaixg0aBB8fHzYaMoHDx7E3bt3ERQUxH6dX30xt2/fzkYulkqlGu1+bN26NTp16lRhWdDIyAiLFy+utofm4uKChQsXYsCAATWmL5FIqh0Df/7559ixYwfu3buHOXPmYMeOHfj8888RFRWFefPmYfTo0XrxDcnhcPDZZ59VeS4wMBBJSUnYtm2bzkrHx8cHzs7OFfJsY2ODJUuW4NmzZxUib+mqBOqNsdDMmTNpxYoV1LRpU7pz5w4REfF4PHrvvffIwMCAiEhvNu0Mw5C1tTUFBwfTuXPnyN3dnZycnMjKykpvcQiJiDZv3kxyuZzS09NJKpWSsbExhYaG0pQpU4iIKCMjg/7+++8KVm/p6els3Dt1EBkZSR988AEZGRlRQUEBlZSU0MyZMykkJISIiA4fPlzhelNTU1IqlcQwDBUWFlJpaSm5uLhQSkpKtTLs7OxILBbTzZs3ycvLq8K50tJSOnDgAOvvTyAQkEKhYDcDKZVKOnjwII0bN46OHn2zO0qpVFqtgdTKlSuJz+eTQqGgL7/8kgwNDWn48OHEMAz5+PhQUVER7dq1i7y8vNj2ow1UKhVt3Lix0vF+/frRwoULydnZmYyNjbVOvxwTJ06kc+fO0aRJk9jdkw4ODtSnTx8yNDSscK1QKKQZM2bQDz/8oJ2wuu4FqNsTYBgG/v7+mDJlCpydndG7d2+sXbsW+fn5rEaUyWT46aefdNb2RC/W1tevX4/AwED8+uuv2L17NxukQ6FQQKFQVBoyaMvyyazq+Mknn4DoxUz6m2IWVsWxY8ciPj6eHQaUR1uujj/88ANKS0tZj0NHjhyp0butsbFxtZOkHA6nQpTj8lWPtWvXYu7cuQgKCoJQKISHh4fW9ffHH3+wQ5jXWR6XYMSIEeBwOLXmVfnnn39mDbwuXbqktY1DOdu1a4fw8HC25/l6+aKjoxEXF4fi4mKcPHkSUqkUe/fuxbhx496Ubv0eDpQ3KBMTE7i4uOCdd96Bs7Mz9uzZg+zsbOTk5EAul7NBOnQll8uFo6MjrKys2EmmoKAgBAQEwM/PD+np6QgICNDbxNmb2LFjR5w/fx6bNm3S2Kf9li1bUFxcjOLiYpSVlaFZs2ZvvH7+/PmQy+WQyWQ4e/YsfH19q1VS9vb2WL9+PYgIbdu2rRRUs5wWFhYYO3Yspk6dil27duHixYuIiYnBzZs3ERcXp3P9eHt7V7CwLOeiRYtYN+SLFy9GSEgIjhw5olHahoaGarlCW7ZsGVQqFfbu3Qs/Pz+9DD2SkpIqlSkjIwPTpk1DkyZN4OHhgf3797PGZTKZDPv3739TmvVfCZSTw+GAx+Nh8eLFyM3NZc1sc3Jy9G4UQvSiFzJ48GCcP38eQUFB4HK5sLa2BsMwao/HnJyctJ7df/jwIaKjo9W2gxCLxezs+jfffIMnT55AqVRCqVTW+NL9/vvvyMjIQEZGBp48eYLZs2dX26C5XC679PjJJ58gKCiIPefl5YXY2FgkJSUhLS2NjZ+wc+dOhISEoLCwEM+fP0dUVBTMzc0xc+ZMnZ5RkyZN2BWNHTt24JdffqmwCvH48WPcu3cP48ePx4IFCzR69jW90B9//DEKCwvZEHU2NjY6tzkjIyNs2bIF6enpyMrKgp2dHezs7GBtbV0hLJqJiQkePXqEgoICNGvWrEKvqwr+e5RAOXk8HjZu3Ihnz54hISEBW7ZswfTp03V+ANXJEovFOlm0vd6YuFxujRNILVq0QFJSElJSUjTuYjIMg927d7PGVAqFolpbfi6Xi4iICKSlpWH//v0QCAQQCARVRvYpp5OTE9vzKjeyKj9XPsFYWFiI1NRUFBUVoaCgACNGjMDUqVPx4MEDfPrpp+ws+pvkqEMDAwOUlZUhOTkZiYmJFSYCORwOHjx4AIVCgaioKLRu3Rp79+7VW9sYNmwYsrOzWduKGl5Etblo0SIYGBjUuNKQnZ2NFStWwM3NDVevXoW7u3t11/77lICFhQUOHz6MyMhIxMTE6D0y0KscN24cwsLC9BKqSyAQwMzMDBkZGcjJyanyGg6HA1NTU6Snp0Mul+PatWsay+nWrRtu3bqF7t27IyEhAXK5nE3bxMSEXc4zNDREaGgo5HI5IiIitAoPNmrUKISEhMDb2xtELxTQ3bt34e7ujrNnzyIjIwN79uzBxIkTYWtriw8++EDncXM5+Xw+bt68iezsbBQUFGDNmjWYP38+Pv74YxARpk+fjpSUFCgUCjx+/Bje3t7Ytm2b3trGxIkTUVxcjNu3b+PGjRsVVpb0ST6fjw4dOqBDhw7sMUdHR8TExCAiIgIuLi74888/35TGv08JTJ8+Hf369cPKlSs1stfWlCYmJli0aBF69uwJOzs7nWMCjh8/HllZWew4rnnz5vDy8oKXlxfc3d3h5uaGwMBANtLtmTNncOrUKa1kzZgxAzk5OaxVpZeXF3r16oX79+9j2bJl8PDwwPHjx9moxI0bN8bEiRPZ+9XprRC96I6/bi4rEokQFhaGW7duYf78+bX2fNq1a4eSkhJ28kypVKKgoABTpkyBSCTCggULcPnyZdy+fRtnzpzRu/whQ4ZgxowZeusBWFhYwN3dvYLpsI2NDcaOHYvi4uJKvd3GjRsjLCxMnbTr9xLh6zA3N6eysjJ67733iMfTXzECAwOJx+NRaGgocTgcsre3py+++ILGjRtHOTk55OnpqXXgjHLY2toSl8slhUJBfD6foqOj2aXH9PR0UigU5OzszC559unTR2s35/fu3aPTp0/TvHnzKDIykqKjo9l0P/30U/r4449Z7z4CgYAyMzNp3bp17P0GBgbE4/FqdM9dWFhYKY9lZWU0atQoevz4sVZ5VxdXr16lY8eOkVgsJi6XS2VlZXTv3j1SKpVkb2+v/dKZBvKTkpL0FnqsU6dO9O6779KMGTMoJyeHuFwuDRgwgBYsWEB8Pr+Sr8XPP/+chg8frr3Auu4FaNsT6N27N9asWYMJEybA1dVV5zFlOX/++WdERUXByMgILVq0wNatWyGVShEfH482bdrolHb5jC4R4euvv8aaNWsQGxtb5dKWSqVCcXExNm/erJXhiZubW6WVgGXLlkEmkyEpKQlKpRJZWVlITk6GXC7HgQMHEB4eXmHSqa7p5eWlt+daW7S3t8fs2bMxceJEODg41Fp+TUxMMH36dGzevLnClutyqmlF+u/qCSQlJdHGjRupcePGNHjwYFq7di2pVCpq1qwZxcbGap3u9OnTKSwsjAQCAfn6+pK9vT3x+Xzat29fpXQ1dYH9ao/l119/JSKioKAg8vPzI3d3d8rJySErKyu6e/cuMQxDxcXFtG3bNq3ceXG53Eo9pKlTp1JqaiqlpKRQ48aN6dmzZySVSsnJyYn27dtH9vb2WgcIrQ3os4dXW3B0dKQhQ4ZQfn4+RUdHU2ZmZq3IYRiGkpOTaePGjZV6Ze3bt6crV65on3hd9wK07Qn06dMHo0ePxs8//8wu2zEMU2MIKnVZvlkoICAAe/furdKuXV8TkRwOBzY2NjAyMqrVEOGOjo4aXe/u7o7hw4fXWn7+DezatSsePXqEtLQ0BAcH15ociUSCli1bVnmuJmOzV/jvCj5iY2NDfD6fDA0NKSkpqda+YFwul2xsbKisrIyeP39eKzLeFkQikUZzGRKJhMzMzDQyU/6vwcTEhD755BPi8Xj0xx9/UF5eXl1n6U1oCENWV/T09MTq1avfiixXV1esW7dOb+k1bdoU/v7+tZZfDoeDrl27srvj6vpZaUORSPSPmkt5A/9dPYH6BIZhiMfj6W32+G3KKl9JqM12Uj630hBmrNbREIasrgDgrSiA2pD1Sm+t1lD+4v9TFADDMOzO1LrG28hHgxJoQCUIhcK6zkKdwtjYmGbPnl3X2SAiUisfOkeEquv5gP/CnEBt0tXVVW9ec8qpofPKek1ra2tNnHL8I1mVtyV3d/eqVsqqnBNo6Am8gu7du7+1sF7VwdzcXKPIwU2aNNF7nt9maK66hr29vV6cgNQlqlqRaNasGY0aNYpsbGxqvP+fb43xFtCvXz+6d+8eGRgYaOydiM/nk4mJCWVnZ+ucDy6XS1wuV6M8hIaG6iy3PmPy5Mm0YcMGKikpIaIXps/t2rWjXr16EcMwxDAMqVQqWrhwIZWWllJQUBCdOnWKvb8mL0P+/i/m0W7cuFF7hagC3bt3pytXrrDlsrS0pG+//bZC2wBAixcvrlIJHDt2jFQqlXoGV2p01TcT0VMiuvvKMXMiCiWihJd/zV4eZ4hoFRE9JKJoImpVH4YDLVu21NhZRzm5XC4sLCz00qXUdWPSf40CgQDBwcEQCATg8Xj46aef4OHhwbppf3VD0eHDh/H7779r7BzW1dUVjRo1wvDhw2Fra6txHq2t0SBD3AAAIABJREFUrWt0oPo6J02ahP79+0MgEIBhGGzatAmenp5VmpYfO3YM27dvVzdt7XYRElFnImpFFZXAEiKa/vL3dCJa/PJ3byI6RS+UQVsiiqwPSkBXcjgcrW3GDQ0NYWBggK+//vqt5rlZs2ZYvnw5vvvuuxq9DWlLkUiELVu2sM5E9R0H8FWLTaFQiIiICPj7+1d4SQoKClivQ7rYOwwePBhbt27Fl19+qZGyFgqFGkeOcnNzYz8qHA4HT58+ZZVAVe7GOnbsqG7a2m8lJiJXqqgE4onI7uVvOyKKf/l7AxENq+o6fSkBNzc37N27l/XA6+TkxO5L16fZsDrk8Xho0qQJiF6YMb/qWUeThmxqaoqtW7eyxzp16oQjR47gwYMHGvvfr4kCgQDvv/8+xGIxgoKC8PXXX6NRo0aYNWuWXuP2bdy4EQYGBrh27Rree+897N69G2fOnMHt27eRnJyMadOm6dU3P5fLxWeffQY+n49x48axL0pJSQmePXuG9PR0nTb3CIVCWFlZqe25avbs2fj777/h6emJwMBArULI2dvbg2EY2Nvbg8fjYfDgwdi8eTNWrlyJtLQ0FBQUQKlUauL/Qa9KIO+V30z5/0R0nIg6vnLuLBH560MJiMVinDp1Co8fP0Z4eDgOHTqEGzduICEhAYcPH8aXX36plisobckwDPsFeFVO+V8ul6vRF2LAgAEQiUTgcDiYO3duhZiES5YsgUKhgFQq1aoL+iaamZkhKioKLVu2xF9//YVVq1ahadOmenPwcfLkSTRq1Ai3bt1CXl4ekpKS4OXlhRUrVuDSpUvsvv+ysjK9RpEWiUQ4ffo0mjdvjuvXr2P69OkQi8UQi8UQiUSQSCS4f/9+hXp+/flWddzHxwc+Pj4gImzatEktnwEcDgcSiQQ//vgj7OzsMHbs2BrbpZubG/r3718hjfI2FxAQAA6Hg+bNm2PUqFEQCARsuU6fPo2CggKkpqaqU0+1owRe/p+rqRIgos+I6MZL1liAX375BUVFRXj06BEyMjJw8eJF/Pjjj+jatSssLS3BMEytRX0Ri8X49ttvER8fD09PT+zcuVPjcZ669Pb2xqZNm5CSkoLvv/9er+aoHA4Hubm5CA8PR2hoKFauXAkPDw8MGTJE481Fb+KoUaMQGRkJmUyGw4cPY/ny5RgzZgy4XC5Wr16NlJQUlJSU6DX0eGRkJOsFet++fZXOp6amwsbGBlOmTKny/t9///2NgU00zUt6ejpsbGzwxx9/aHy/i4sLTpw4AVtbW4SFheH7779HSUkJQkNDweFwsGjRIowZMwZ8Ph/JyclQKpXIyclRx7FO/R4OiMVixMXFIT8/Hzt37sTkyZPRr18/totnZ2eHCRMm6K1RlZPD4eDdd99FaGgoOnXqBCLCmjVramUSj8fjYfz48YiNjdX7+JnoxdfuwIEDuHfvHq5du4bQ0FCMHz9e772NcllSqRQhISHsMXd3dzg6OsLU1BQPHjzQy/Mqfw7l7rmfPHmCpUuXVrouMTERpaWlelV2VdHIyAibN28Gn8/Xyd7C2dkZPB4PhYWFKCsrw4EDB7Bnzx4EBwfj3LlzSE1NRf/+/ZGamgqVSoWysjJs3LixpnT1qgSWUsWJwSUvf/ehihOD19RMv8ZKsba2RkxMDA4cOIBly5ahR48eFc6vXr0aq1at0vtDtbe3R/fu3TFo0CCNwn9pSgMDAwwZMgRz587V2XlJdSyfaf7ggw9w5MgRfPXVV7VWnvbt27NRiRmGqTAe//7775GXl4f8/HydlWmTJk3g5eUFuVyOgoICrF27Fubm5ujUqRMcHR1hbW0Ne3t7NnpUaGgoWrRoUa3D1aro7Oysdi8hMDBQo7SrY0TE/7H33eFVVNvb75ze0nsnhQBJEEJCEcRQRSOKBEFFQQREEVDhgop0pQW4eLnCTwkgIkVCUSnSkdBBemghQALpIQmkkJ6c9/sDM19i2jknQcDrep71JGdmn13mzKzZe+213vcEX3/9dRYWFrK4uJjr169n165dWVJSwuvXr3PAgAFUKpUiBF1paSm3b9/ONm3a1FWvaaAigiD8CKALAFtBEJIATAMwF8AGQRCGAbgNYMAfxXfgwQ7BDQAFAN6pr35DRafT4bvvvsPvv/+OoqIinDlzRjyn0WhQXFyMnJycxmoOAKBWq9GsWTN06tQJhw4dQmJiYqPWXyESiQQdOnTA8uXLsWzZMpw8eRISiQQajQbBwcEgiYMHDza4HZKIiIiASqXCjRs3sGbNmirnmzZtihs3blQY5gZJ7969cfbsWbHd8vJy8VxwcDA0Gk2jAHBYWVlhzpw50Ov1SE1NxahRoxAaGorly5fjhx9+AADY2dnB0tISgiDAwcEBXbp0QWJiosGQbc2bN0d8fLxBacIHDhxo0Hgqy7p161BaWoqEhAR8+OGHCAgIwM2bNzF+/HikpKTA09NTZHaSSCTw9vZG9+7dxetusBjypn7YigZYzD59+nDBggVMSUlp9HRdX19fRkZGcvLkyWzTpg1btmxZoyfW29u7RsgnQ1WhUPCDDz7gmTNnxBnOoEGDuHjxYl66dImnT59u1HFptVp27txZ3Hnw8/Pj0KFD+eabbzYqPNarr75a7VhYWJhIpFleXt7gmYCnp6focPzpp5/E323UqFH873//y5kzZ3LChAniVmFycnKjjE0qldLDw4NKpZIWFhbs1q1bjSxKZmZmRnFHAg8ARE6dOsX8/HwWFBRw8ODBBB74Cl544QWxnJubG5OSksStw8pLr1r074c2DDxAHM7OzmZpaSmXLVvWqA9Lq1atuGvXLs6dO5cbNmzg888/X+NUz8HBoUF77RKJhG3btuWUKVPYvHlzhoSE8MMPP2Rqair1ej3T0tIeKpz6iBEjeOXKFc6bN6/Rdglq0+XLl4v7241hBOzs7Hj+/HneunWrWhxAs2bNxG3P2bNn8969e7x27RonTZrU4HFIJBLa29szODiYa9eu5ZgxY2r0rahUKqMp1hQKBceNG8fMzExu3LixztyQyixF165do6+vb11O6ycrd8Dc3LzemPjAwED06tULGo0GW7duxbx58xqtfYlEAolEgiNHjmDv3r24fPkynJycaszYSk9Px9WrVw2q19HRsRqhpFwuR0BAANRqNf773/9i6tSpGDx4MNRqNbKzs2FmZoYDBw7g448/NmoML730EgIDA+ss06NHDwwZMgTOzs5o2rSpyYSrHh4eBsWpV0hF2vBzzz1nUnsVkpGRgWHDhiE3N7daaO+1a9dENCgHBwdkZ2fDyckJISEhddZpYWGBf//737Wel0qliIqKwooVK/Dtt98iNDQUQ4YMgZeXV7WyRUVFiI2NNXg877zzDpYuXQoAuHHjBj799FODMSYFQUBKSgqioqIMbg8AHvksoLaZQH1vCBsbG37//fcsLi4Wt0gay2MvlUo5bdo03rp1i2vWrKFCoaBWq6VOp6MgCPziiy9MbqsCC7HyMWtra968eZMZGRksKipiamoqb9y4wYyMDJE9KC0tjW5ubkY5DbVabY0zF6lUyvbt23Pt2rW8cOECCwoKWFBQwNzcXO7du9ekcclksjqXEnZ2dpw/fz5zc3OrzARq4y80VAcNGkRfX1+ePHmyznJ2dnaMiopiTExMvSHiEomk1iCtw4cP89atW9Tr9SwqKmJCQgK//PJLurq6UqVSsUuXLg1yDFpYWIhbgwUFBbxx40ad5a9evUq9Xs+cnBy2adOG06dPr6v832s5IAgCv/32W5aVlbGwsJDLli0zecr85+AfiUQiBpjU9IM2ZjyCTCZjWloaCwsLRVLV7OxsRkdH89KlS7xz5w5LSkqYlZXFbdu2sXv37g1iXpZKpQwJCeGSJUsYHR3N8+fPs6ioSNTffvut0cZW+QHs1KkTx4wZw9zcXJGe7P79+9y6dSsBMDg42JAtripqb2/Pfv36cceOHfXmbqxevZpZWVkGR9dVvpcEQeCwYcPo7OzMuLg4lpSU8O7du/zmm2/Yv3//KkzRtRlCQ+/NKVOmiMtbvV5fJ5uRIAjicmD16tWGxMr8vYyAm5sbt2zZwvz8fJ45c4Y//fSTyUbgq6++4v/93//R2tqakZGRLCwsZHR0dKM/DDWpRCJheHg4X3jhBTHMNS8vjwkJCTx58iTT0tJ45swZuru7N1rgkKOjI//1r39REAR+8MEHTEpKYmZmJrOysjhjxoyHMkalUskpU6YwPz+fV69eZVpaGsPDwxvs66j4vlarpSAIVKvVlEqlom9DrVbT3NycaWlpLC0t5YoVK+qt08zMTCRIHTZsGBMSEti9e3fK5XImJCQwIyPD4P7J5XL27duXn3zyiUHlW7RoIVK35ebmigFAGo1GnH1KpVJqtVp+//33LCoqYnl5eX1sxBX69zECSqWSWq2WEyZM4Ntvv93gh8Pe3p7vvPMObWxsePnyZV66dKnW8NKHoW5ubszJyWFxcTHT09N57NixKkkh06dPZ5MmTWqNdjNWtVotu3btShsbG0qlUrZr147W1tYPDSzTw8ODY8aM4ezZsxkWFiYeHzt2bIOMgJ2dHV1dXent7c2jR4+yXbt2/OWXXxgWFsZx48bRx8eH27dvZ2lpKe/fv88LFy4YDeluZmZGMzMzAg+Yl48fP25UvIi9vT2HDx9ucHkrKytu2bKFt27dYnJyMgMCAkQHdffu3enl5cWBAwfy4sWLLC8vZ2lpKZOSkgwN+Pr7GIEKVSqVDZqa29nZ0cvLi2PHjmVQUBABMDIykiqVypj0zAapIAjs1KkTJ0+ezNWrV/Pdd9/9S9qtrL179+Zzzz0n8jc8zLYq3maNwR350UcfsVOnTrxz5w5TUlLEDLvS0lIWFhayrKxMTCnet28ffXx8OHv2bIPq1mq19Pf3Z8+ePfncc88RAHv06EGlUtkouwu16Ztvvsldu3Zx4MCBIl+lXq8nSRYVFfHevXtVsiR37NjB5557zlA27r+XEXBycmLfvn0blDUYHBxc4172/5J6e3szNDSUW7duZd++fR86pkHbtm0ZHBxMT09Pk2YBZmZmVZx2/fv357ffflsltbYijLakpIS7d+9menq60XkKrq6uHDVqVIPGqtPpDC7r7OzMp59+Wvw8adIkfvfdd6Jv4M8aGxvL3NxcY7MT/140ZCqVCj179oREIsG2bdtMIh85ffr0X44Y87hJ9+7d0blzZ2zduhW7d+9+qIi/jo6O8Pb2RkZGBmJjYyteAEaJVCqFQqEQP2/cuBEbN25EYmIi7OzsUFpaCh8fHxw7dgyCIGDz5s0ICQkREXoMlaSkJCxZssTo/lUWY2jUlEolrKysxM+zZs0C8GCbs6at8gsXLsDd3b1xyE4e9SzA1JlAUFAQR4wYwQULFjR6zv3/kjZr1oxPPfXUQ8vArNCnn36aCxYs4KJFi9i8efOH0oa5uTk1Go0xtFyPtc6cObOxg7f+XjOB+Ph43Lp1C5aWlo2eM/C/JNeuXftL2rl+/TouX76MoqIipKSkPJQ2cnNzAQA3b958KPX/1bJx48YqORcPTR71LKAhjsF/9MlSlUpl8ozDwcGBa9aseeRjMFZdXFzqdNpZWFiYHKBlgv5DQ/aPPLkiCAKUSqVRhKqPgwiCALlcXqfPSq1WG+2zMFH+oSGrLMZCiz8pIpFIoFarDSpnCl9BReoq8P9v8L9CSD5xBgB40O+6DIBEIvmrDEDtfXikrT8ikUgksLCwgEQiaTiFUyVRKpWNWp8p4uHhgUWLFtVbztvbG3379jW6/tWrV4tGxsLCAgMHDqxiGP4R46Rp06aPugt45P6Ax9knUN8+9p8j7Pz8/B7rnYqGJOv4+vo2KjDo/6JaWVkZgwz8MPTJSiX+K8TKygouLi61nq/vrW5mZlbl85UrV5CRkdEofWvevHmjM9JWpO2aMlvp0qUL3n777Wpp0MaKWq1+5LOlRyWurq5VYgEepjRr1qzOe7uyPLFbhI0hCoWizqlsfXncDX3gHR0dkZaWBqVSieLiYgiCAD8/PwAP4NRSU1PFshKJBI6Ojg3aXlu0aBEmTJiA//znP3B3d8fgwYNRUFAAqVQKlUoFkpg9e3aN1OYREREYMmSIUQEwwAODY2tri/T0dPGzRCJ5KFtfcrkc5eXl0Ov10Ol0IIn8/PxGb6eyNGnSBB4eHigtLYW/vz/MzMywatUqZGVlQS6XV7mWFy9eNKjOCri8hlwjc3NzwwO/HvVS4HFaDjg5OZkUNuvr61sF+NTQbbCKUNYKuC9/f39u376d27Zt4/z589m2bVsxll8QBJPJQaZNmya29fbbb3PatGns1q0b9Xq9CGRZEY66Zs2aBuUvvP3221VAOSUSiUFY/Y2hMpmMFhYW7NmzJ4OCggxOiHr++efrDSseOXJkNaRiZ2dnbt68madOneLJkyeZnp7O+/fv8+eff+Z//vMfk9milUqlSfehtbV1fVD4f6/cgYehhiS1vPrqqyLGQIXPwNzcvEp2WgVcmKGx8RKJhA4ODnz++edZXFzM4uJiFhQU8K233mKPHj0anG4bGBgo9lkqlTIwMJDdunVjQUEB8/PzqdfrWVJSwlOnTrG4uJjNmjUzuS0fH59qRtDJyYnh4eFcuXIl165dyw4dOjQaXJogCGzevDllMhknTJjAtWvX8syZMxw6dCiBB/kh9cXwu7q61gsE0rx58yrreT8/P7Zo0YK3b99mamoqy8rKmJOTI4LAGJKy3NiqVCpFRqxa9B8j0BBt1qwZf/jhB3722WfctWsXQ0JCGBQUxJEjR7Jfv37Vylc2KE5OTiJYZE0ql8sZHBxMrVbL6dOni6g7CQkJXL9+vVFvlCZNmnDJkiX1llOpVBw/fjyjo6MZHx/P8ePHMz4+3ijnoaOjI+fNm1dvOZlMxqFDhzI7O5v5+fk8fPgwd+3a1WhOMqVSSalUyqFDh9LV1ZWenp7i7EOtVj+UpCilUkm5XM7evXtz//79vHTpEqOiopiens68vDw6ODg0Wls6nY5nzpyphqE5d+5c2tnZcfbs2Zw4cSKfeeaZavDuf9K/nxHo06cP586dyxs3bjA9Pf2hpcFKJBJ+9dVXLC4uZn5+PmNjY7l06VJKpVL6+vpy1apVYh5DTciygiDUGwMuk8nYsWNH7tmzh6+++ip1Oh11Oh3VarVRb01BEGqcBv+5DoVCQRcXF7Zp04YeHh6Uy+UiMEdN9UZERLBDhw4GtVXb+Pr168dTp05x8ODBtLS0rLEtJycno3ZYhgwZQrVazXHjxol5/zVpUFAQZTJZNb6KhqhWq2VQUBCtra2p0WioVqup1WppZmbWYI6KvXv30sXFhVeuXKG5uTkPHz5MtVpNFxcXzp49mzNnzuTVq1d5+vRpWllZ0cLCghEREfzvf//LgQMHcvz48TXV+/cwAjKZjEFBQVy0aBEvXrzIkpISxsTEiOQLjfUDV7RVgb6TnZ3NrKwsxsbG0tramidOnOCECRPo4+PTYBIPW1tbXr58mSdPnmRgYGC182fOnKlzqbJixYp6jczFixfFOipPfcePH8/Tp0/T39+fALh+/fpGvYYajYYWFhbi38oP/smTJxu0LJgxYwbHjh3L2bNnU6fT0czMrNa3fp8+fXjp0iUeOnSIEyZMMKm92bNn08LCgnPnzqWVlRWnTJkiIhDZ2tqKEGcnTpxosB/kl19+4ffff0+lUkkXFxfu2bOHkyZNEqHMOnfuzEWLFjE3N5dFRUWG1vvkGwG1Ws3+/fvzzTff5MyZM5mXl8dLly7R09OTd+/ebVRuO0tLS77xxhv09fXlnDlzeOPGDR4+fJitW7emn58fExISOHXqVC5ZsoR9+/Y1uR2JRMLPPvuM5eXlPHLkSLUMO7lczu3bt/PUqVMNGk/Fw+Hg4MAFCxbUW14QBJqbmxvMwluTqlQqbtu2jf379692ztbWlrNmzWqQEZBIJHR1daVEIuHPP//M06dPMygoqNoyQyKRMDY2liUlJTx//nwV7H5jtMKINWnSpNoySKFQiDPR48ePMyYmpkG/V0BAABUKBSUSCZOSkrhp06Zq58PDw5mbmysyPRmgT34WYWFhITZu3IjXXnsNoaGh2LBhA8LDw1FaWor8/HyEhYVh+fLlDWrDxsYG9vb28PDwgKenJ9LS0pCQkIDly5cjMzMTKpUKCxYswK5du+Dp6YnIyMgGsQO1aNEC//rXv5CTk4PffvsNMTExsLa2hpOTE0pKSlBeXi5ud3l4eCA/Px+ZmZkG1+/k5ARzc3PY29ujoKAAzs7OGD9+fL3fs7KywhdffIG7d+9i6tSpJo1NJpPhzp072LVrl3jM29sbFhYW6NevH2bNmlXxEjBJzMzMMGvWLKxcuRLz58/H9OnTAQAFBQXVyiUlJcHLywvu7u5wdXU1qb1p06bhl19+wcKFCxEc/CAEXyqVwtHREXK5HLm5ucjJycG5c+dQVlYGqVSKwMBA5OfnGwxJXyGXLl0C8CA0+/Tp03j11VfFc25ubpBKpejWrRvUajUuXLggbjebIk+UEQAeUErZ2NggJycH8fHxcHV1RX5+PuLi4rBixQqj6lKr1XBxcUFWVhbu3bsHABg7dizu3r0LjUYDe3t7BAQEoLy8HKtXr4a5uTmmTZuGn376CTNmzEBERARiYmJgbm6OwsJCSCSSyrMbg2Tp0qUQBAHx8fGYOnUqbGxsEBwcjMDAQLRu3Ro//vgjvLy8oFKpMHPmTCxZssQgIyAIAkiiZcuWaNasGd59911YWVnBzc3NoH7J5XL4+voiKSnJ4LFUSHBwMO7du4fu3bvD1dUVeXl5UKvVsLe3x0svvYQ333wTr776Knr27Ink5GQoFAocO3bM6HZycnKwZ88eDBo0CHK5HD/88EMVeroKyc/Ph6+vLwRBQGFhIdavX290WwDw9NNP46233sLQoUPFY66urhg3bhzUajVSUlJw48YNdOnSBbdv34ZKpcK7776L4uJifPjhh7XWq9Fo4OPjg+jo6CrHBUGATqfDu+++W+V427ZtxcAtkoiLi4O/v7/JRuCJihiUy+Xo1asXhg8fjuTkZJSWlmLixIlYvHgxNm3aZPRbRS6Xw8LCAkqlUjzWt29fJCUloWfPnvDz80Nubq6Yn96sWTNoNBp07NgROp0OrVu3RqtWreDk5GTSeAYOHIhWrVrB0tISBQUFsLOzg0qlgkKhQGFhISwtLdG6dWtYWFhAKpWiffv2BgW/CIIgJkjt2bMHeXl5cHd3h52dnUGzAKVSieHDh+PWrVto1aoVnnnmGaPG9cEHH2DmzJlYtGgRWrdujdGjRyMsLAyTJ0+Gi4uLGIQ1fvx4PP/885gzZw5sbW1NiiRcu3YtVq5ciTNnzlTjVnRzc4OLiws6d+6MnJwc5OTkID09He+8YzxFZvv27WFnZweSCAwMxFtvvQWdTodOnTrBwsICXl5esLOzQ3BwMGxtbVFQUIARI0bg008/xa5du6BSqWqtWyaTwc7Ortpxkhg7dmy1gLasrCxoNBoolUokJiZCoVDg8OHDeOONN4weF/CEzQRIIjk5GYcOHcKFCxfg5OQEd3d3ODg4wNbWVnz7GSq5ublV3hzPP/88cnJyMGXKFLi5uWH//v3i1Mve3h4ZGRlITk7Ga6+9hqKiIvj4+CA1NRXXr18HAKOhuTIzMyGTyUASBQUF8Pb2xiuvvILY2FikpqbiP//5D86cOYMbN24gPDwcW7ZsgY+PT72RZ5VnI2+//TZmzpyJGTNmYNasWfj888+xYMGCOr+vVCrx5ZdfQq/XQyKRoEuXLjhy5IjB41q1ahW2bNkiQmbNmDEDmZmZsLe3x7p167Bw4UJkZmZixowZGDFiBLZu3Yo+ffpgx44dVaIkDZGWLVti+PDhuHz5crVzJSUl0Ov1MDc3h0QiQXFxMSZMmGCSsdFoNNi2bRsGDBiACRMmYOnSpcjLy0ObNm1QWFiIX3/9FZs2bUJ+fj4cHR3Rpk0b9OrVC61bt4ZEIoFer6+yLKosubm52L9/f43nunfvLjISOTo6okmTJsjNzQVJ2Nvb49atW+jYsSNIGrVMrCxPlBEoKyvDsWPHcPHiReTl5cHT0xPOzs5o1aoVdu/ebZQBMDMzg7u7e5Wbx8vLC4sXL0ZERARSU1Ph5+eH0tJSeHh44M6dOzAzM4NOp8PixYvRunVruLi4wM/PD7///rtJ49mzZw9IQiKRwNfXF8HBwcjLy0OXLl0wZ84ccR15//59DBs2DJ988glyc3Px888/G9xGx44dYWVlhbCwMCgUCkilUqxcudKgt6GplGQHDx4UZyJSqRRmZmYwMzNDaWkpjh49io0bNwIA9u3bh+LiYnzxxRfIzMzEunXrjG4rOTkZPj4+kMlkUKlUKCoqgoeHB5o3bw4/Pz907NgRDg4OcHR0RGpqKuRyea0PY12iUCjg5OQECwsLlJWVISAgAHFxcYiIiIBMJkNKSoqI9zdx4kSEh4fD29sbAwYMwM8//1xtql8harUaH3zwQY20Z6+//jqysrKwevVqDBo0CFOnToWzszNKSkrg5OSEjz76CJcvX4ZSqURpaSn27t1r9LgAwGAP/uOwO1CTRkZGMisri9evXzfK01zBMlT5WMuWLdm3b19evnyZ2dnZPH/+PLt06cLBgwdz+vTp7Nq1K7///nsePHiQTk5OdHV1ZXBwMCdPnmxS3/v378+srCyWlJTw9OnT7NGjBz/55BP26tWryjaeubk5lUolBw8ebBDxaYcOHThlyhQC4Lp166og8ebk5NSLUGtubi6W37Rpk9HbXfPmzWNhYaHIlnvjxg0uWbJEjH+oXFalUjE+Pp6HDh0y+R6Ijo7mnTt3OGHCBM6aNYvXr1/nrVu3uGnTJkZFRTE3N5cnTpxgixYt6owlqKxKpVIMEzY3N+fYsWOZlJTE3NxcFhYWsm/fvnX8BDZsAAAgAElEQVRmVR45coS5ubmcNWtWncxKgiDUGhfRuXNnDhs2jDk5OQwNDeVLL73EqVOnctu2bXz22Wfp5+dnLAbhk79FWJNu3ryZKSkpjI6ObnAoatu2bfnll18yPj6ex48fZ0BAACUSCeVyOZ2dnanT6fj+++9X+dFqMiaGaJ8+ffj+++/z5s2b7NChA8eOHUupVCpGv/25vLW1NWUyGa2tresF0pTJZGKfIiMjxQe6rKzMoHRgnU7HCxcuMDc3lytWrKCPj4/B41q0aBFPnz7NkpIS3rt3jxcvXqROp6t1XBXt+fj4MDQ01KiAr/bt21On0/HAgQO8du0az58/z6+//prh4eHcsGED161bx2vXrjEvL49ff/210cFkFffT1KlTmZiYyPv377OkpIS2trb11pWRkcHIyEhu3LjRZI6FCiYlc3NzymQympmZcezYsRw7diwlEokpkZBPthGo7UIuW7aMq1at4vHjxxslHl0QBI4cOZIvv/wygQfxAgMGDOC//vUvzpkzh6GhoSYnhtSkEomECoWCGo1GpNKuMDI6nY4KhYIqlYoxMTFinHxN++4VqtVq2a5dOwJgt27deP78eYaEhDAxMZHl5eX88MMPq423Yj8aALt37878/HxevHiRKSkpLCoq4qpVqwxmZKrgdbxy5QovXbpEqVRKiUQicjz+ufzkyZNpY2PD2bNn8/z583zvvfeMjk2oaFMikdDCwoIdO3ZkkyZN+NlnnzE1NZXLli2rl6uwvvpVKhVPnjzJ6OjoWt++giBQJpMxOjqa2dnZPHDgAJVKZaOFELdv355nz57l6NGjTTUsT7YRuHDhQo3Hu3btWiVrrTHU09NT/D8gIIBTpkzhp59+atQb0VCVSCScPXs27e3tOXToUA4cOJADBw6kWq3mRx99xIULF3Lq1KncvXs3AwICjKpbo9Hw/fffZ1paGvV6PW/fvs2VK1fS3d2d7u7ubN26Ndu2bcvIyEj27t2bzs7O7NWrF8vKynj9+nW+9NJLDA8PN3ls69ato7m5OaVSKZ966inROFWopaUlN2zYwJUrV4ohsQ25lkqlsgqBBwB++OGHNc6cKs+WDLmOK1eu5L1795iUlES1Wk03Nzd6eXmxdevWDAwMZOvWrdmjRw+OHj2a3t7e/P333/9KAFFD9ckOFmrVqlW1YyqVCn369MH9+/dx+vTpCoPSYImPjxf/v3//Pq5fv47bt2+LOfGGiFQqNSgfXK/X4/PPP4eHhwfatWuH+Ph4JCYm4pVXXkFBQQHc3d3x5ptvYu3atTA3NzeobY1GAzMzM7Rs2RLt2rVDTEwMbt68iY8++gjr168Xx1fhvCsrK8PTTz+NM2fOwMzMDEePHoVUKkX37t3x8ccfGzzmP8uWLVuQm5sLOzs7WFhYVIsFGD16NCQSCWJiYlBYWIjk5GST2wKA4uJiHD9+XPys1Wrh6OiIYcOGYc2aNbhy5Yp4ztnZGU5OTjh58mS99Xbo0AFarRYZGRnIzMxEt27dsGnTpir4irm5uYiLi8Pq1auRk5ODffv2wdvbu0HjMVaM3R0T5VHPAhriE3Bycmq0TDS5XN5o6a2AcVx7giDQycmJrVq1oouLC1UqFSdMmMCFCxfy+vXrnDt3rlFtt2vXjp9++mm145MnT+bEiRO5du1a7tmzh7m5uTx48CDXrl3L6dOn/6XwYUFBQezWrRsFQWhwsk1tv+fLL7/MvXv38urVq/z444/r/H0NWeINGjSIixYtYmxsLOPi4lhaWsqysjJevXqVW7duZadOnRp1DJWXMFKptF4HrQFOwid7OVCT+vn5NRpghUqlalQjYIra2dmJqbw9e/akjY0NP/nkE6MdWj4+PuzTp0+N51555RUCoJeXF8eNG/fQ2IDq05dffrmx2XWqqIeHBydPnsz333+fr732Wr1AL8bwIUyaNIlvvPEGlyxZwtOnTzM0NJTOzs4NyrOoSa2srPjiiy/S3Nyc3bp14/PPP9/Ql55pRgDAdwDuALhU6dh0AMkAzv+hoZXOTQRwA8A1AL0ephHw8vKim5vbQyfR/F9Vd3d39u7d+5H3wxS1trZmq1atHursxsLCogqF/MPQzp07U6fTsU2bNmzatGlD6eNNNgLPAmiD6kZgfA1l/QBcAKAE4AngJgDpwzICwAML/qjf4H9XNTMzq+Ik/Uf/GrW2tq4yS1IqlSJs2DPPPMPQ0FBT6zbNMUjykCAITeor94f0AbCeZDGAeEEQbgBoB+B43V8zXUxhI34Y4u7uDr1eb1LCzeMqeXl5yMvLe9Td+J+TnJycKiHoJSUl2LZtGwDg/PnztYY9V0RnGstU3JAEotGCIEQLgvCdIAgVOMouABIrlUn649jfXpKSkh4a0eY/8r8l5eXlVbz8JJGVlQXgwW5VbQS85eXlJpHzmmoEvgHgDaA1gFQA1QOf6xFBEEYIgnBaEITTYmdMpMZ6HESv1xudQPSP/CONLZWNh6FikhEgmU6ynKQewDI8mPIDD5yFlRPWXf84VlMdESSDWYkgMSgoCHPnzjWlS//IEyqOjo6Pugv/iIHe+yao6hh0qvT/WDzwAwCAP6o6BuPwkB2D/+vq5ub20ABW/wrdvHnzI+/DX6UuLi6NHt1qpJpGQyYIwo944NhrJghCkiAIwwDMEwThoiAI0QC64oEhAMnLADYAuAJgF4BRJBtENfN3ZQ+uTZydnQ2mjwKAkJAQg1iIH7XY2dnB3d292vF+/fo9gt48Gnn66afRrl07KBSKR92VKiKYsoZo9E482OKrIi+++CKio6ORlJRk9DrHyckJgYGB2LFjh9F9adu2LU6dOlXlWFBQENq1ayfmrAuCgMTERPz4449G1/9nGThwIDZs2ICAgACcP38eLVq0QKtWrXDw4EGjATYeNxEEAW5ubkhISICXlxd69uyJw4cPVwnffZKkplBwLy8vvPLKKwAgUrSlpKRg3bp1NfqIKrApHhEd+ZnKy29R/srIQGOWA126dKGjoyNnzpxpdICEnZ0dx48fX2vUXG06bNiwKkkucrmcgYGBPHr0KPPy8lhYWCjm5icnJxtEvFGfvvTSS5TJZOzQoQM7d+5MAGzatOljzW5sqCqVSs6fP58uLi58++23GRoa+lCSsOrTDz/8kLNmzWpQUNmoUaPETEp/f3/OmzePLi4u3LlzJ0tLS1laWiqmbKelpfHbb7996ON65pln2KRJE2PiZJ7MsOHVq1cb/UBotVp26NDB6BuuZcuW4vpaoVAwMDCQYWFh4o+r1+t5/fp1lpaWsry8nHv27GnQj7hu3TqRK6FZs2Y8f/48R44c+VBvnAoaMqVS+VDXpzY2NtRqtbx69Sr79u3LTZs2iSAdSqXyoQV4aTQavvrqq3zvvfc4fvx4tmrViseOHeP9+/erpVEbo61btxYBURwcHJiSksKWLVtWuTeKiopYXl5OkoyNjW30XII/67fffsujR4/yxx9/NPQ7T6YRsLe3N5qGa/Xq1dTpdBw4cKBJ0VVeXl4UBIEajYZmZmacO3cup0+fzn79+tHf35/R0dEsKipqcDRd06ZN2bx5c3p6etLNzY3Tpk2rMfdcIpHUiU5jjGq1Wq5fv55Dhw7l8OHDOWfOHB46dIhnz56lo6Njo92gX3zxBbVaLc+fP08LCwu6urpSKpXy2Wef5ZYtW6qRezaWarVaDhs2jCtWrODevXv5xRdf8NatWywrK2twqjIAbt++nXK5nE2bNhUj+b755htOnDiR/fv356VLl6jX69msWTODUYyM1SFDhnDlypVMSEhgeXk5n3rqKUO/+2QagbpUp9PxjTfeqPJGU6vVbN++Pdu0acN+/fpRoVCwd+/eRiV3/HnaqFKpqiDjmJub09HRkZmZmdy5c6dJfT9w4AAzMzN54sQJ3r17lzt27KiTFLM+Us26dOzYsSLt16ZNm3jx4kW6u7vzyy+/5M2bN1laWsr79+/zu+++MyqRpiYNDw+no6MjNRoNe/TowejoaPFcu3btOH/+fA4dOrRBIB+1qY2NDSMjI9m1a1eRDkyj0fD333/nihUrGBwc3OA2/nwfyWQyqtVqkXzE3Nyc1tbWTElJqRUDw1g1Nzfntm3bOG/ePLZo0YIffPAB09PTWV5eztLSUmOSiv5eRsDCwoJr1qxhSUkJg4KCOGrUKCYkJBB4kGL8wgsviFNOY6eeMpmM//3vf7lt2zbOmTOH06dPr3Le39+fRUVFLCws5M2bNxkSEmJ0/48fP053d3fevXuXGzZsEA1PBUpOYz4cFfU999xzvHv3Lnv37s1hw4bRxsaGSqWSixYtYlhYWIMNAABu3bqVHh4efPfdd7ljxw6RS1Eul1OtVnPRokVV+BobOtYKyq+kpCTu3LmTUVFRXLVqVZUyv//+O8vKyhqcMblt2zba2toyOTmZSqWS/v7+3LhxI4EHuIp9+vThhg0bWFhYyPDwcCYnJ5vc1uDBg2lmZsZ79+7xxo0bzMzM5Pbt2+ns7MyIiAjm5eWxrKyMer3eGOatv5cR+Oijj3jnzh3Gx8fT3d2dUVFRjfrwBAQE8OeffxZTlc3MzMSH5KuvvmJ5eTnz8/NFLjpjVS6XMzw8vNoev7+/P1u2bNlo46isgiDwwIED3LdvH5966im2adOGQ4cOFafJFTOehrZjY2NDiUTCO3fu8JdffqG/vz8jIiI4YsQIPvXUU3RychKXeJ07dzYZgw/4/7O29u3b17g2lkqlPH36NPV6PQsLCxs0LisrK0okErq5ufHYsWO0trYW6dq++eYb9unTh7/++ivLyspYVlZWJwycoVoB0+bo6EgPDw8OHTqUBw4c4KBBg3jq1CnRT2VgfU+eEagtQ9DS0pJjxozhrl272Lp1awIPvLeNZQSUSqWIzffll1/SwcGBy5cvZ+/eveni4sLAwECWlpYyJSXF5DaaN29OmUz2lwaPmJmZ8eDBg5RKpXR3d6/m0+jfv3815mFTdPfu3ezcuTPj4uL4xhtvsEWLFrSysqKHhwe7desm+j1atGjBixcvNshh5+vrS0dHR548ebLKcUdHRwYFBbFPnz5MTEwUkZYbMq5ffvmFXbt2ZX5+Pp955hnOnTuXrq6uXL16NW/evMkhQ4YwKCiId+7cYUlJCaVSKVu1asWmTZsa3ZZEImFAQADz8vLYpEkTOjk5cdasWRw9ejS/++47Hjp0SNypMmJp9WQYAVdXV/r6+hJAjaiuarWaPXr04Pr16+ukmbawsDAZ4FEmk/GLL74QATj+9a9/sby8nGvWrOHGjRtZWFjItLQ0cbpXG4hmXdqsWTNxa9DQ78jlcjo5OZl8Ezdv3pwff/wxtVot27ZtW+VcmzZtOH/+/EbBD5g4cSIzMjK4YsUKLl68mCNHjqROp6Ovr6+IIhQcHMyYmBhGRUXx7NmzJjtZQ0JC2Lt3b77++utVrtPQoUMZFxfHoqIi0XufmZnZoHH99ttvLCoq4qZNm0RHbWhoKPV6PQ8ePMirV6+KU/Ti4mJqtVouX77cJEh6tVrNxYsXMy0tjR988AEFQaC3tzc3btzI+Ph45ubmiuNqqBF47DAGPT094eDggNjY2CqMKjKZDEOHDoVGo4GjoyMyMzMhkUjQv39/7N27t1r6ZFBQELy9vbFs2TKj+6DX63Hy5En8+uuvsLS0RFpaGs6ePYuwsDCsXbsWX3/9Nbp06YKMjAwMGDAAGzZsqDBmBourqytu3bqFEydOGPwdmUwGKysrk4OIYmJiREalGzduiMdDQ0Mxbdo0BAYGYsiQITVSYhkj4eHhKCwsxE8//YSEhATxeGxsLIAHmH0LFy6Et7c33N3dRWowU4hPjxw5gvLycgwfPhyhoaH47bff4OrqCltbW5ibm1dJu01NTYVWqzWIyq0muXv3LpYuXYqEhATxd4uLi8PmzZuhVqtx5swZ5OXlITAwEBKJBEOGDMHw4cNNaquwsBCjR4+GSqWCXq+HXC5HeXk5duzYgaeeeqpOWjNj5bEzAufOnRMjryqLQqHAxx9/jOTkZDRv3hx5eXnw8/PDr7/+WmNkVkJCAu7fv29yP4qKigAA9vb2SE5Oxo4dO5CQkIBp06YhJSUFkZGRmDdvHlq0aIHg4GCcPn26nhqrSm20U5WlQ4cO6NevHyZOnIiysjIUFhY2ONpu7969MDMzq3LNwsLC0KZNG4PBUesTMzMzKBSKKgagsrz44ovw9/cXCVxv376NqKgok9qqML5qtRrDhw9HTEwMPvroI5SWlqKgoACWlpYoKSmBQqGARqOBTCaDr6+vaJCMkVWrVsHa2hpKpVLEsYiJicG4ceOgUqkQFxeHtm3bYvv27bC2tsb8+fNhbW2NxYsXw9bWVqSrM0YWLlyIwYMHQ6/X4/79+4iKikLv3r3RtGlTscyCBQswcuRIo+sW5VEvBSovB/z9/Tl27NgapzISiYRhYWFMSUnh3bt3mZGRwZKSEpM888aoVqultbU1PT096ePjIzq0hg0bxs8++4zffPONUVP09957j+3bt6+33OTJk3nhwgUmJyezWbNmXLx4sdF99/HxqXVJVEF00q5dOx47doxlZWW8c+cO4+LiTLqmISEhbNWqFXU6HVUqVa3LnBdffJFRUVEsKCgQCVFOnz7d4N/pxx9/5PHjx/nCCy8wPDyczz77LDt16sTnnnuOAwYMYFZWFjdu3Mjvv//eGG96NW3RokW9vqeEhARxqn7p0iWqVKoGtWlrayv+L5PJ+MYbb/DChQuMjY1lQUEBlyxZYmhdj79PQKPR0NnZuUrHN2zYQK1Wy3379vHatWvU6/XcunUrO3bsyHbt2ol7pJU96i1btuTs2bNNvuhyuZxr1qyps4ybmxsPHjzIY8eOGVW3o6NjtSCSCsqrn376idHR0SJ5hV6vZ0lJCY8dO1Yv61BNqlKpagXztLKy4jvvvMOoqCgxHLq4uJiZmZkmAWZaWFhQq9WKvhGNRiMaRz8/P+7du5cnT57kpk2beOrUKRYXF1Ov1zM7O7tRQombNm1Kb29vcZ++R48eHD9+PF1dXSmTydisWTO2bduWY8aMMag+Dw8Pjh8/vsqxjRs3sl+/fuzatWud342Li6Ner+fdu3cZHBzMnj17Nnh8Fdq9e3f+/vvvzMnJEWM7jPB9Pf5GoCY9deoUzczMWFJSwpKSEh46dIg6na7afnrlqEKZTNag4Bq5XF7vgyCXy7l06VKDHhh3d3eOGzeuxnMymYxJSUlMTk5mVlYWk5KSmJGRIXL56fV6Hj16tEq7jQGz7ufnx3//+9/cvn07S0tLWVRUxPj4eF64cEF8i7dt25YzZ840qf4XX3xRNAhNmzblpk2bePLkSZ47d46pqaksLi5meXk5s7OzOXr0aDo6OvK5555rtIel4jpVdthWsD0Z8n2JRCJe55kzZzIxMZH37t1jdnZ2vfdWdHS0mF/SuXPnRom/qFCFQsF+/frx1KlTHDdunLFo20+WEYiIiGBRURGbNm0qMuhcu3bNYGjwsLAwpqenc+DAgQZfJJlMxmPHjvHnn3+uNUdfLpdTqVQyKyurSjScITdVXe2qVCra2trS1dWVq1atYn5+PgsKCnjv3r0G7aPXpt7e3ly0aBHPnz/P4uJipqSkMCsri2ZmZlWur6lJNxV1WFpacuXKlczMzOTKlSu5c+dO5ubmMj8/n9nZ2dy8eXOVQKnGGp+npyfnzJlTbRfEFA0NDWWrVq144cIFFhcX1/pQy2QyKhQKpqSkUK/XMzExsdEDvzQaDefNm8eZM2dy6tSpxm4xm4Yn8KhkwoQJWLt2LcrLy0Wny5tvvolDhw6hZcuW9X6/uLgYc+fONZju2traGlu3bkWbNm0QGhqKSZMmwdHREU5OTrC3t4e9vT0cHR1x7NgxFBQUwNXVFWfPnjWYFagu6LGysjLY2tpi0KBBSEpKwttvvw2tVguNRgMrK6uHknZqZ2eHdu3aoaSkBP3794ezszNsbGyQl5dXYZjr7XddUlGHpaUl3nrrLeTm5iI1NRU//fQTFixYgNatW+Po0aOYMWOG2Ebldg2VmkA3FQoF2rZti8OHD8Pe3h5WVlY1fNNw0ev1iIyMRMuWLSGXy8X7okIrPq9cuRJ5eXlQqVTIyclBQUGBSWOqS1566SXcv38fEokEmzZtMhpUtEZ51LOAP88ErK2t6eTkxBkzZrBNmzZ89tlnefjwYWo0Gp46dcokB5kh+vXXXzMvL09cq2ZkZIjBGOnp6UxNTRWzB8vLy0WW2AkTJjyU/gAPAmEMcUQ9zurk5MTjx4+Le+UdOnTg0qVLGRMT0ygJNl27dmWbNm0IPJi1uLu7891332VaWhqXLVvGiIiIeqnY69Px48czMzNTXJ5VThvW6/VVqN/1ej1fffVV9uvXj/v27TO5TW9vb7Zs2bJK6LuNjQ2nTp3Kmzdv8ujRo0ZzU+JJWQ6EhITwtddeI/DAwdcQsgVnZ+d605A9PDxEZ+Ts2bO5efPmaj9yZd29ezcjIyMfKuFJRRrunj17+M0339QLH+bt7f3EGIpWrVpx9erVjIuLaxQjsGzZMsbGxtLPz49ubm789ddfmZuby8TERA4ePLhB63E7Ozsx32DMmDE8c+YMS0pKqNfrWSGV741jx47xwIEDtLGxafC4Pv/8c65YsULsv0ql4ujRo1lSUsLFixeb2saTESx08OBB8X9PT0/cvn1b3LM3VmxsbFBUVISMjIxayzg6OqKoqAgpKSn4/PPPAQCzZ8+GtbU1XnzxRZw9exZOTk44dOgQAGD+/PlGEZOaIi+//DI8PDywc+dORERE1Lt37+Ligvj4+Eafej4M8fHxwebNm7F//36Tf9fKMm/ePOzevRtubm6QSCRIS0uDWq3G+vXrcfLkScjlcnFPv1mzZrh27ZrBdVtaWsLd3R0xMTH4+uuvcfbsWYSGhkKj0WDIkCHYunUrOnXqhC1btgCAuBzIzs5GYGAgzp07Z/K4Zs+eXeWzhYUFunXrhtTUVEgkEgQGBuL48ePIz89H9+7dDYo7qVUe9SygNsfgo1aNRsO+ffvSy8urStbbX6GdOnXie++91yhvlLrUysqKdnZ2VeL5n1StCKv19fXlkSNHOHPmzGpOM1Ni+Gtra9CgQbS2tuaLL75YYxkjcvwNUgsLC86ZM4fx8fHcuHEjw8LCxHDhLl26GFpPjTOBxxZjMCgoCLdu3RJJF/6Rxhe1Wg2JRAIHBwekp6ebHE77OIlKpYKvry+Ki4sbNIt8HMXGxgbvv/8+tFotvv76a1PCx58sjEGdTmcUotCftVu3bhw+fHit51u0aMEZM2Y88jdYbTpp0qQqAUIKhaLWt84/2rhqbW3NDRs2PPJ+1KQ6na4h7MdP1kygoaJQKCCTyVBQUFDj+Qrk4IbkFzxM0el0KCwsrOIPUCqVKC4ufoS9+t8QQRBgYWHRONtvj5fUOBP42xqBf+QfeRKksZK2DJQajcBjFSwkl8thZmb2qLthsFhbWz+ytpVKZY3Zlo0hFhYWD6Xef6SqCIKADz/88FF3A4/cH/C47g7Up3K5nJGRkTWea9q06UOnBuvSpYsIvtKYKggCFy5c+Miv75Ou/v7+j7wPNeiTESz0OKqXl5dRUWcLFiygubl5lWMV+QGPeiz/aP0qCILBgUzW1tY1ZniuXLnykY+jBn2ycgf+LIIgwMvLC1qtFh4eHo0SE26ouLq64s0334SHh4dB5cePH4/c3Nwqx6RSaaNy0Mnl8hrj5o2V9u3bVwGo+Ece3Gs6na7KsZCQEDEPQqfTYdSoUXjhhRdgYWGBHj16oFmzZlXKv/POO0a327x5c7Ru3dqkPkulUgQGBpr03ccuYvDPIghCxWwBKpUKQUFBkEqlsLCwwI0bN1BQUPBQPOZarRbDhw/HtWvXsGvXLkgkDbOXxcXFjdJPqVQqQk01RLy9vTFixAj4+voiIiICTk5OyM3NRUlJySPjCqz8WzdEzMzMYGNjg9LSUrRo0QIJCQnw8PBAXFwcbt68We/39Xp9nXvwr7/+OmQyGZo2bYqdO3di//79Bhvkt99+G7/99hsSExMNHo+hYmdnh1GjRmHJkiXGffFRLwUMXQ4IgkB3d3c2adKEr7zyCs+dO8f9+/dz+/btdHJyqhU8w1gdPnw4V6xYQXt7e+7bt4+9evUyCAnor1KJRNKg+AmZTMYXX3yRn3zyCbOzsxkVFcUOHTrQ09OT4eHh/O233/7S8VQAjKrV6kZhCPLy8uIvv/zCPXv2cMOGDfzggw8YHh7OM2fOcO7cuSbXGxAQwOXLl3PLli0MDg5mly5deOTIEU6ZMsWoeoKCghqyz1+jDh8+nHK5nGPGjOEvv/xSV9nH3yfQunXrakQflbWCw87a2prffPMNy8vLWVZWxrNnz3Lr1q2NkkTj4uLC+Ph4ymQyenl5UaVSVVnfR0ZGNvqP+GcdMmQIDx06xClTpvDw4cONZuD69etHpVLJESNG0NnZmQEBAfTy8hLxCtzd3fnWW2816ljs7Ow4f/58enl51Xj+woULXLp0Kffu3cvJkyebHCotkUjYq1cvfvvtt7x06RKPHj3KhQsX8rXXXmOLFi04Z84cjhgxwqg6zc3NRcOk1Wq5ZMkShoaGsn///rS0tGSrVq1qRUlevnz5Q71HKmt8fDzPnTvHlJQUpqWl1fUMPf5GQC6XV3Oo1aSBgYEcOHAg3dzcOHToUPr4+FTBYTNVDx06REtLS5FcojLF2Jw5c5iamsr8/PwG4cXVpU5OTmzbti3//e9/s7y8nLm5ubx//36NmXDjxo2rE3K9JlWr1TQ3N+epU6dqLaNQKDhp0iT+3//9n8njiIiIoEaj4dWrV9mxY0cGBARQKpVSJpNV2zVxcXHhl19+yY0bN3Lx4sW0trY2KbtQqVQyMTGRt27d4rFjxzhkyBBqtVrxxaHRaLhmzRpOnTrV4DoFQRD7+0vMPbkAACAASURBVP333zMvL4+Ojo4G8U3Y2Nhw4sSJ9Pb2NomhWKPR1PhS69evH8+ePcsjR44wJiaGzs7OtLe3Z0hICPPz83ngwAG+++67/Oijj2qq9/E3ArXpzp07xQsSGBjIadOm1YhGU0GsUVs99SXJVLxxJRKJSBle8fmrr75iYWEh27VrxwEDBjR66q6npycjIiK4bNkyxsTEMCUlhZcuXeK2bdt49+7dauWlUqnRfZBIJExPT+fhw4e5cOFCDho0qFpdEomELVu25MGDB00ah1arpUKh4JYtW/jzzz9X+Z2sra1FINKKBywuLo62trb09PTkG2+8YfL1S09PZ0lJCe/evcvly5dXS/WWSCScPHky16xZY1Byj7m5Odu3by/Ws2XLFnbo0IE3b96sBi/2599BKpUyKyuLmZmZjIqK4sSJExvlHuncuTPv3bvHwsJC5uTk8M6dOywoKGB6erpI9ebu7s5u3brVlur+5BqBCvXx8eHt27drtHKWlpa8fv06f/jhh0Z9OBUKBSdMmMC0tDR27969UeuufMNt3ryZEydO5AsvvMBdu3Zx/vz5tLe35+XLlxvMnFP5QTh58iRv3LjBRYsW8euvv65mNN9//31jaK3qVKlUyl69elEQBHbt2pXDhg2r0t60adMol8s5ePDgBre1e/du5uXl8eLFi/z444+rnf/444955coVg4FGFQoFO3fuLIKNhoeHMz4+vho+RZMmTUTgUaVSSYlEwnnz5nHNmjUsKCjgkSNHGu0+efbZZ5mSksLbt2+zT58+3LdvH5OTk42Bn3sy8ARqEy8vL3Tq1AmbNm3CokWLADzYJvPw8IBcLsfnn3+OsrIyJCYmQqfTobi4GKWlpQ1qUxAEvPTSS7Czs4OLi8tDC+8sLi7G1q1bkZOTg9jYWLz33nuQyWSws7ODpaUlkpKSGqUdlUoFd3d3/Prrr+jWrRu2b9+OgIAAJCcnIzMzEzqdDhMnTjSaQ6E2kUgkaNmyJU6cOIHjx48jIyMDTZo0ET30M2bMAAD88MMPDW4rKioK5eXlKC8vR05OTpVzSqUSbdu2xd27d7FmzZp666oMT3b48GG4u7vDzs4OkyZNgoODAzIzMyteXrh9+zZu3boFAOLuz4wZM5CSkgKSJnEN1CQ2NjawtLTEtWvXsHv3bpw7dw537tzBW2+91WD4uSciTsDFxQXLly9HixYt4OLiIh738fHBuHHjsGfPHsTGxsLR0RH9+/fHoEGDGiWGQKfTwd/fX8T7qxAHBwej6xIEocZtRkEQ0KNHDwwePBiDBg1CWFgYOnXqhAkTJuDYsWNQq9W1kngYKw4ODoiKioJMJsPUqVNx5coVzJkzB35+fgAebF9t374dX3/9daO0V1paisWLF+Opp56Cs7MzLl26ZNAWnSkilUoxadIkvPLKK1i5cqV43NnZGT179kRaWhq2bduGe/fu1VtXSUkJjh49CuDBdmNYWBhOnDiBbdu2YfTo0eJ2oCAINW4Nent7o6CgACUlJfjuu+/qbU+r1SI4uHqGb+X6JkyYgE8//RTr1q3DlStXMHLkSHzyySdIS0urt/565VEvBQxZDixZsoTZ2dksKSnhkSNH6OfnR41Gw1GjRvGzzz5jYmIiz507x6KiImZkZPDatWvs3Llzg6dfNjY2HDNmDF966SXx2GuvvcYFCxYYDS8mkUhq9PLLZDJmZWWxsLCQMTExnDt3LtesWcOzZ8+ysLCQpaWlDWbTrUl1Oh1DQkLo7+9PmUxGGxsbrl69mubm5hw9enSjt1ehdnZ2DAkJeeg7LMADpuLPP/+cI0eONIltWa1Ws2XLlnRxceHQoUOrcWLUpTt27GBERAQvXrxYb1l7e3u+//77tV6vlStXMikpiT/++CNDQkLYvn17zpkzp9YdlzrUtFRiQRDcAPwAwOGPiiJILhIEwRpAJIAmAG4BGEDyniAIAoBFAEIBFAAYQvJsPW3U2Ynhw4fj22+/hSAISEhIwO7duwE8iOQ7d+4c0tPTERcXh+bNm+PTTz9FYWEhDhw4gFGjRtWaSmyqREdHo0mTJrC2tkZZWVmD63vmmWcQFRUlUnKRRGFhoRhhKJFIkJ6ejnnz5uGrr75qhBHULEOHDkVcXBzMzMywbdu2h9aOvb09Zs6cCb1ej2XLluHMmTONWr9Op0OHDh1gZWWFsLAw2NnZ4Z133jEpOEej0UCtVovANiEhIThx4kSdQV8ff/wxSKJz585466230L9/f6xevdrk8djZ2eHdd9/FsGHDsGPHDnTu3BmbN2+GRCKBTqfDrFmzjEl5Ng1UBIATgDZ//G8GIBaAH4B5AD774/hnAML/+D8UwE4AAoAOAE42dCZga2srIrrm5+czISGBubm5PHjwoAgECTzY537nnXeYlZXFNWvWGLy/PnLkSLZq1arecpMnT2ZOTg7z8/P51ltvcdSoUQ1+W73yyivMyckRKbkqxpmdnc3PPvuMr7zyCl9++WX++uuvRtft6Oho0BvXw8OD4eHh/P7773nq1CmDwVZ0Op3IruPm5lYvqKutrS0nTZrE+Ph4fvnll3R3d29Udh6FQsEXXniBM2fO5L59+5iYmMjly5fX268/q7m5OWfNmkXgAThN9+7dqdVq6evry8DAwBp3Zd555x3+/PPPzMzMZGpqKu/fv2/wNfzPf/5T63lBELhu3ToOGDCAu3fvZn5+PqOjo9mzZ0+GhIQYy0lhmmOQZCqA1D/+zxME4SoAFwB9AHT5o9gqAFEAPv3j+A988HSfEATBUhAEpz/qMUkWLlxY0Rfk5ORgy5YtuHXrFk6ePCk6ZQAgPT0du3btwvjx45GYmGiwY3D79u11WtPXX38dLi4uCA0NFck8w8PD8euvv5o6JFH279+Pl19+GTt27EBkZCQOHDiAIUOGYO3atYiMjISrqytu3LiBixcvGl333bt3a+UNCAgIwOzZs2FpaYmysjIIgoCgoCAoFAoMHDjQoPoLCwtx9uyDSV5GRka1tuRyOUaOHAkHBwc0b94cWq0W7dq1g1qtxuuvv47w8HDx+w2Vjh074o033kDnzp0hl8uhVqvFPJPAwEDs37/fYMduQUEBvv/+ewCAh4cHJBIJoqKiEBsbi+PHj0Mmk2Hfvn3o2rUrZDIZSMLGxgYuLi4isOmePXsMaquwsBBLly6t9bwgCAgLC4NSqcSkSZPQrl07AMCpU6dMzjOoJkau3ZsASABgDiC70nGh4jOA7QCeqXRuP4BgU2cC69at47fffsvc3FwuXLiQU6ZMEfea/7wuFwSBfn5+tLW15YABA2oLmDBKX3jhBR4+fJg9evTgzp07RXjpoqIi8S3bq1cvTps2zeQ2JBIJHRwcaGZmRp1Ox/fff5/BwcEE0KAQ4dpUo9FwzJgx3L17N998803+8MMPTEpKYklJCXNzcxutnbFjx9LMzIzu7u4cP348z58/z4yMDF64cIGrVq1qVGYlX19fpqamMikpiZcuXeK5c+eYkZHB+Ph4HjhwwKAgtAq1trbmpk2bCDzwC6jVai5fvpwtWrQQ2YUqGJSuXr3KyMhITps2jcnJySIJaWMEr1Woo6MjbW1t6eXlxQULFjA0NJTA/4+gNaKuhsUJANABOAMg7I/P2X86f88YIwBgBIDTf2itHZfL5SK9k0KhEPeZbW1tq6HJqtVqXr16lZ9//jm3b9/OQ4cO8csvv6SHh4dJFz84OJjr1q2jSqXiV199xeLiYpETsbKzTiKRNAp+gCAIDAkJ4bFj/6+9b4+Kqlz//7zMDMMwMFzj7gWQqykC4hVNu6mZWlpSZqmVt06W2TleMistr53T8mSm/jIr8xiro7iQPEnqqrwmWOAVUQSUELkoIvfbfH5/DOwvyHVgcCDns9azGN7Z+93PfmfvZz/7eZ/3+Rznk08+abCLqDGRy+VUKBQ0MzPjG2+8wdTUVFZWVjI7O9tgx6g7Jj4+Pty+fTszMjI4bNgwgxs3hULBd999l2+88QYVCgUHDBjAqKgo5uXl8dKlS3rRdVlZWUmkMhMnTuSZM2c4evRoCiFobm7Oa9euUalUUqVS0dPTk0OHDuXatWtZVlbG5ORkvViqW7oeam/4Wr0mTZpUL1Ctp7TdCABQAIgFsKBOWzIA1zpxg+Saz1sAPN/Ydm2NCQA6q7d27VrpAp42bRrHjBlTzxL269ePZ86c4bZt29r9Azg7OzMvL4/5+fn84IMPaG9vz3nz5tHZ2Zk2NjZMS0sz6EUM6DyK2idM3R/fUFJ7IzzwwAOcOXOm1K5Sqbh06VJevXqV77zzjsGPa2Nj0xa2HL2kMSp0pVLJpUuX8s0332zT7ACgexDUemV3j2VTRWXultaSyCqVSqnmhKWlJefOnSsZy169evHAgQNtmRGoK20zAtC5+tsBrL+r/WPUDwyuq/k8FvUDg3HtDQzeLcHBwRw1ahQDAwMlVlYHBwfeunWLx44d4/vvv2+QJ41Go2G/fv3qtXl5eTE+Pt7glYPMzMwYHh7OU6dOceHChfoSTbZKzp07x169evHhhx/m9u3baW1tTUtLS37yySfMz89nVVWVQRiP77XUXVshk8lob29Pd3d3LlmyhAcOHGDPnj3viR7dunVjYGCgdLzaVOlBgwZx0aJFzerfo0cPPv3005w+fToBXYZj3WvA2dmZ//rXv/jwww+3R8c2G4Hwmg7OAEiskScAOEDn6l8GcBCAfR2jsRHAFQBn0UI8oC1GoDHZsGEDjx49Sn9/f/r7+3cIcYdMJuOxY8cYFRXVoTRkHSUff/wxL168yJycHJ4/f55vvvkmX375ZV6+fJnV1dX8+eef2/zENKa4ubmxf//+DAgI4IQJE7hhwwbu37+fcXFx/N///sdu3brdEz3+85//8JdffuHatWspk8moVCo5YcKEBtsNGDCg3jh7eHhwxYoVBHRP/A4kgvlrlxxft24dUlJSkJGRgR9//NEQatVDSEgIbt68iQkTJuCLL77oEKbgjoYQAqtXr4YQAkqlEqmpqejXrx+efvppxMbGYu7cua3KqGsrevTogfLycsNkud2F119/Hba2tggICICfnx9KS0uRmJiIb7/9FgkJCe1OIW8OvXv3xuDBg2Fra4sdO3a0eH7z58/Htm3bGlSfAoCxY8ciMzMTiYmJHaGqqeR4ezBw4ED8+eefyMzMNLYqBkVYWBiCgoKwd+9e5OTkdOixvLy8UF5e3iFjKISAv78/SkpK4O3tjcrKSuTl5eHy5csGSepqDv369cPw4cMRExODwYMHIzo6urOyOXUtBqK2ilwuv2fun0lMcrcMGDCgXUzIdeWTTz4xWF810vWXErdGhBCmqr4muafSp08fbtmyhUOHDpXaZDKZlGvQVundu7deeQBubm4tlYv/a8cETDDBWFAoFNBoNCgqKqq3rsDJyanDX7HqorYA761bt5raxBQTMKFrw8zMrMk06M7ct6FggGrMnZ+G7K8IIYRR6cr+KnBzc+uQWZ9arF69GhqNxmD9qdVqg/UF6KjhnnjiCb33Cw0NhYWFRfMbGTseYOiYgLHF0dHRYNWBjSVOTk5G10Gj0bQ6F6NXr17t+r06IkFq1apVRh0/R0fHxtZLdG0Goq6CsWPHIiQkpEHFGUtLSzg4OBj0WG5ubi1b+TZg4sSJBu9TpVLpRTYbEhLS6qfphx9+CJlMBm9vb731Gj16NCIiIhowDrUX77zzTpv3bS/RDaA7r2nTpsHW1rbFbf8yMYGxY8caZGlvYwgICEBVVRVcXV3xwAMPQK1W49tvvwVJKJXKBkUmHnnkERw5cgQVFRVSm5OTExwdHQ3K7jN48GBcvHixxQSfXr164erVq6isrISfnx98fHxw9erVNi1P1hcWFhbw9/dHRkYGVCqVweol3o1XX30VWVlZOHnyJCZOnIjTp09Dq9WiV69e2LdvX6OJObV47bXXEB0d3eb8hVpjZajcAIVCgaqqKpBEz549kZ6eDisrKzz55JOwtrbWPb1rDMXOnTtRVFQEHx+fBvUMZ8yYgcOHD9ct6dZoTKDLFBoFdFVjRo4ciYyMDERERADQ1bFTKBR47rnnMGzYMNy8eRMff/xxm/qfP38+tmzZIlX2cXFxgbW1NdasWQNAV+vQzc0NNjY26N27N7KysrB58+YG/Rw6dKhBW05OjkEixXK5HAqFAqWlpThx4kSr9lEoFNJnpVIJKysrKJVKvY89c+ZM7Nq1S6+sQiEELCwspOo8hsQrr7yCmJgY3L59G3Z2dnByckJ2djY2b96MuLg4VFZW4uTJk7h+/Tp8fHzw5ZdfNhpY+/zzz9ulhxACuoJahsGzzz6LI0eOICMjQ/rtnJ2dsXHjRtja2tYzAv369cOtW7cQGRnZoJ+6tRabQ5d6HbC1tcWMGTMQGBiIRYsWYeHChVi8eDGuX78OJycnvP322+jWrVub+09KSpIKT8hkMri7u6N79+5wc3NDUFAQgoKCYG5uDqVSiQULFkCj0aCsrMxQp9cqaLXaBsUxxo0b16wLmZSUhE8++QQbN27EmTNn8Msvv+D111/H7NmzpW2Cg4NbNAyXLl1qFZ+itbU13njjDZiZmcHT0xM3btyoVyDWUAgODsbjjz8OmUwGlUpVz7MZMGAAhgwZguLiYuTm5hqs6i+gu+lnzZqFF154ATt37sSyZcvQs2dPg/WfmpoqeRW1esvlcqhUKuTn50ul6LRaLebMmQNLS0tMnjy57Qc0dlCwtYHBn376iebm5tLioE8//ZTLli3jvn37GBUVxfLychYXFxts8YUQgmq1mhqNhnPnzmVkZCSTkpK4d+9eFhUVMS0trdVMRNbW1gwODm5xOzc3N4aFhREAFy9eTC8vL+7du7deCbXGxMXFpUGbl5dXvf2CgoKkEmpKpZKhoaH1KLRsbGykQFz37t3bxAJUK3K5nN7e3lQqldywYQM9PT2lBC6FQkEnJydpFWbtKtCWxMnJiV9++WW9Nnd3d7q6ulIIQT8/PwI68pOFCxdKxV/S0tJ48uRJgxY2lcvlTE9P53//+19+//33PHjwIGfNmsV3332XHh4eBjtOXbGwsOCsWbOYmprK5ORkRkdHMz09nUePHqWrqytjYmJa00/Xzhh0c3Ojvb09FyxYIN1YlpaWtLe3p7OzMy9evMiCggKeOHHCoINvZmZGOzs7Ojo60tnZWVqm2tiN15QIIVq1Os/FxYXBwcFcsmQJ8/PzmZiYyMLCQqrV6kb7bOlCrZ2leOSRR5iYmEhLS0v+8MMPze63Y8cOqtVqzp49m46OjgwJCdFrvMLCwrh//36q1WoeP36cDg4O0g0/a9YsXrhwgUOGDKk3vrXn09zyb5lM1upZC5VKRQ8PD3p4eNDd3Z1hYWFN9v3BBx/ovTz3ww8/ZH5+PqdMmcLFixfztddeo5WVFe3s7DqkEhSgM8yJiYncv38/Bw8eTDs7O6ni0Kuvvsqvv/663vZPPfVUY0S6XdcIrFmzhlZWVrxz5w5/++03Ll++nEuXLpUuIiEE8/PzWVJSwgkTJjAqKqrNg713717KZDLpKRkcHMyJEydSo9Fwy5YtUlGHuLi4dlORnTp1SrpRzc3NGRERwY8++oirVq3iokWLuGbNGkZGRjIvL0/vvoUQkn6HDh3iyJEjeejQoRaN0YEDB3jnzh3euHGDe/fu1XvJ9DvvvCM9De9O35bL5QwNDTXoMu/4+HjJm2hK1zlz5jA3N7fRG7S2ulJrj/fggw+yoKCA165dY2JiIufOnWvw2hIAuH79ejo6OnLMmDF88skneevWLZ44cYJDhw7l559/Li1RnjZtGvv27UtHR0fu27dPOheZTNbYeXVdI1B7Ui+88AKjo6MloklLS0seOHCAy5cvZ0lJCbVaLdPT09s1+LU3iaOjYwMXfvLkyVLtuCNHjjTLoNxeeeihh2hvb89jx46xvLxcr31lMhkjIiI4e/ZsAuCyZcu4e/du6dzu5tIDwCFDhtDGxobXrl1jVVUVc3Jy9Kbdbk78/f3reQCGllr+w8a+U6vVzMjI0Is3oDlJS0vjnTt3GBsb22Sl4PZ6BGq1WuIWTEtLY0BAAL///vtGtxVC8Pfff2dpaSn37NnTXL9d1whYWVnRw8OD165d48CBA/npp5/yrbfe4q5du3j06FEWFhZK74DtNQIrVqxgYGBgvRLfKpWKbm5utLOzkxJLastlKZVK+vj46F3WuiVxdnamt7c3b9y40aQRaIyUVKVSMSAgQPq+dlFJWFgYvby8qFar+c033zTa33PPPcf+/fuzurqaBQUFBkl4kcvl9PT0bDZ+0t7kqsbiQBYWFuzevTtdXFy4ceNGfvrpp1ItSF9f3zYbBDMzM8bFxfHs2bM8ePAgw8PDG2xjbW3NIUOGtKlAi62tLV1dXXngwAHOnz+f165dY58+fTh27Nhm97Ozs2N1dTUPHjzY3HZd1wiEh4dz9uzZzM7O5qpVq9itWze+++670o1fV9prBDIyMpiZmVmv7bHHHmN0dDQ//PBDzps3j+Hh4fzpp58I6NiEjx8/zjVr1jTbr729Pb29vVutx4IFC5iamsqKiop6RkChUEgxAhsbmxafOIsWLaKvry8BcNu2bRRCNBv0O336NKurq3n16tUWA5ItSW3151qy1bu/9/f3Z2hoKEeNGqVXNeC6MnDgQH711Vf1XF+5XM6goCD++9//5vbt2/noo4/y7NmzVKlUHDt2rFQdqi3Hs7Ky4ldffcVNmzY1WmHaz8+Pzz//PIODgzl+/Hi9+x8/fjyXLVvG9PR0VlVV8eWXX27wvt+YdOvWTaoO1cx2XZeQ9OjRo8jNzcWpU6cQGxuLQYMGQa1Wo7S0FCqVqt62KpUKw4cPx+HDh/U+zsiRI6HRaFBeXo4ZM2ZIU0t9+vRBdnY2goODkZmZCRcXF/j4+MDZ2RnBwcFYt24dhg8fDltb2yb5C1xdXeHn59eAi08IgZdeegkAUFVVhaKiIqSkpODy5cswMzODXC6vl3RkYWEBjUaD4uLiBsSbjWHt2rXS5/fffx8PPvggCgoKUFhYKLXb29ujqKgIFRUVWL9+PT7++GPI5XK8//77eP755/Uaw7vPzc7Orl5uweDBg+Hr6wuSePrpp1FWVga1Wg1zc/M2MR9t3boVFRUVmDFjBk6fPo1Tp05BqVTC1tYWp0+fRt++fTF06FD88ccfUKlU+PLLL7F582Y88cQTCAkJ0Zv3oKioCH//+98b5D306NED/v7+mDNnjsQU1Jbp45iYGJSWlmLGjBkoKSmBQqHA9OnTW9xv3LhxKCwshIuLC4YNG4YjR460/qDG9gL0jQksX76cI0aM4J49e5iamsrq6mpWVFQwOTmZWq2WeXl5jIiI0LumvZ+fH7du3coffviBeXl5LCgo4BdffMHFixdz9erVfPvttzlz5kyp+OOiRYv41VdfMScnhzExMTx9+jRHjRqlt+WXyWSMj49nRkYGL126xKSkJO7cuZNJSUksKSlheXk5z5w5I1UBrusJ6CPTp0/ne++9x8jIyAbfOTk5UalU0t3dnZMnT+aVK1c4ffp0TpkypV2eAGqenOPGjaO7uzv9/f05atQoxsXFsaSkhFeuXGFUVJT0GqJv3wMHDuSCBQtYVFTE6upqxsTE0N3dnStXruR7773HxYsXMygoiDKZjMHBwVy9ejUrKiqo1WpZUVEhsQwZQh555BH+/PPPjIuL45o1a9ocLBw5ciT/+OMPRkZGMiMjo6V3fAK6V5SqqiqJyaqZattd1xMAdPnUGo0GP/zwA7KysvDZZ5/B3NxcYgQaN24cfHx8oFKpEBISgj179ujVv6enJwCdJ2FjY4Pbt2/DxsYGubm52Lt3L8zMzJCWliYlcaxfvx47duyAo6MjxowZg9TU1HqZea1F3759cfjwYUyfPh1arRa5ubmws7NDbm4u1q9fj7y8PGRnZ6N79+5488038e2338LR0RGXLl1qtD97e3uMHDkSu3fvltp8fX3h4eGBqVOnwsrKCqtWrcKuXbsQFhaGK1euoGfPnujfvz+cnZ3h7u4OCwsL/Prrr0hLS2tWd2tra4SHhze6um/QoEH4/fff8cwzzyAuLg4fffQRrKysUFBQADs7O1RXV8PR0REjRozAkSNHGs14awmPP/44fH19IZfLIYTAQw89hA0bNsDPzw+RkZFSpicAJCQkICAgQEqqquV6bAk+Pj4A0Gyy0ciRI/HWW2/Bx8cHZWVlePjhhzFp0iR8//33ep/TiBEj4OvrK43T0qVLW7WfEALW1taorKzUP33Z2F5Aaz0BIUSzpaM9PT1ZVVVFrVbLY8eOtcrqurm5SUG0iIgIKcJaXl7O69evs1+/fk0msygUCp46dYqlpaXMyMjgpk2b2vRea2try9DQUJ47d479+/dn79692atXL/r6+tYLLMlkMvr4+FAulze76s3c3FyaonvmmWc4YMAAWllZ8dlnn2VpaSkrKip48+ZNnj17lllZWUxISOBLL73EmJgYKbocGhpKKyurFgNbcrm8yXwJBwcHRkZG8urVq/zjjz9YVFTE27dvMzU1lUlJSSwuLmZFRQXz8vI4cOBAvv3223qN29SpUxkbGysFhaurq3n8+HH279+fgYGBjQb+lEqlFDv65ZdfWkVKY2Vl1ehsirm5OadPn87Dhw8zOTmZFRUVvH37NgsLC3n9+vV6iVgtiYeHh8T/uHLlSlZVVUm8lMePH2+VJ1BdXc3i4mLGx8c3d15dNzDYWsnMzGRGRkarswZrmY0AcPfu3SwtLWV1dTVLSkro7u7e7L7m5ua8ffs2k5OTGRUV1S6eAJlMplfyUS0bU2suYAsLC+7atYteXl4sKiqiVqtlaWkpY2NjuWzZMs6ZM4cqlYoHDx5keXl5vYy39uRBqFQqFhcXs7KykoWFhSwvL2dlZSV///13RkVF8fTp0/zzzz+5YMECmVqRhgAACXlJREFUTpo0iYMHD5ZYf1ojn332GcvKyiQCV09Pz1bN0ISGhlKr1fLmzZttpqmTyWTcv38/09PTJVaqqqoq3r59m3fu3GF2drZetQFrqeEB3RLkuoHu2qBuc/Ldd9/xzz//ZEpKSksJVX9dIyCE4Ny5c1lZWcnLly+3qY+VK1fS399fige0tH1mZiYLCwsZGxvLsLAwTpw4sV3nUPdcVq1axe+++65N01hOTk5SfgAATpo0id7e3hRC0NnZWcocVCqVlMvlUqzlypUrrbrg9DmPL774goGBgZIHUlxczIyMDG7fvp2xsbF0dHSUdBBCNDtV6ODgUG8GZsOGDRw7diyTkpKo1WpbNc1Y6wHVeoylpaX1mJj0EQ8PD+bn5/PChQv87bffJC+guLiY+/bta3OewKpVq/jSSy8xPj6eWq22Xmyr1ijXJoIJIXju3DkWFBTw+PHjdHV15eTJk5vrv+sZAUtLS2o0GspkMmo0GgohaGVlRWtraynTS61WS9Na8+fP5z//+c82Db6DgwMTExOlAEvtuoG+ffty5syZ/Nvf/sYHH3yQGo2GEyZM4MSJE5mZmdnSvGyzcreb6e7uzs2bN7OwsLBR0gpDiZmZWYNXCnd39yYz6tpa8dbS0pKpqam8desWU1JSOHXqVIOex5o1a5iXl8dTp07x/PnzFELQ0tJS+u3q6m1tbc2KigpmZWVxyJAhvHr1aruo5e3t7ZmcnMzPPvuMgYGB0m8pl8v57LPPtpmcZtq0aRKxqVarpYuLCzUaDYOCgvjzzz/zlVdeYXR0NK9du8YbN24wJSWF2dnZrU1c63pGYPPmzSwtLeWUKVNYWFjIIUOGMDk5mbm5uVyyZAkfffRRJiQkSO9P7WEFWr16Nc+dO8ebN2/y+PHj/PXXXyVXs1by8vKYlJTEFStWUKlUMjo6usksrtZIbGxsvSfY0KFDmZ6ezpycHD722GMGvWFaEi8vL/r4+Ei5DHK5nE5OThw/fnybn5a14uzszBEjRhhc5+XLl/P111+nUqnk1q1b6evry61bt3Lfvn28efMmX375Zdra2rJHjx7My8vj5cuXWVFR0aqIe0tiZmbG0NBQvvjii1Kbg4MDR48e3a5q1/PmzeOFCxeYmZnJ8vLyRnNhamMgaWlpnDp1Ks3NzRkXF9ea/rueEQDA7du3s6CggJWVlY0OhFarZX5+PrOysgxCDTZ//nzu3r2bKSkpTE5OZnV1NauqqnjhwgVGRUV12CoxQEeqmZCQwJUrV7Z6haKhJCoqiunp6bx48SIBHWnpW2+91WC7gICAe0bB5urqWu9Y1tbW7N27d6PbyuVy/uMf/6BarebkyZO5bt06hoeHMyIigufPn+eNGzeoUqlaTSKqrzg7O3PJkiWcN29ei9PTrYm1PPbYY9yzZw8rKyuZmpoqXfOVlZUsLS1lfHx8W0heu27J8WXLlsHFxQUPPPAAhg0bhgsXLsDa2hoJCQmQyWQICgrC9u3bsWnTJowbN07v6cG7IZfLsXbtWsTGxuK1116DWq3GihUr9EvAaANCQkIwZ84cbNu2Db/99luHHqsWXl5eUrEUpVKJkpIS7Nq1q8ntZ86cia+//rpDab1qMWzYMJw4cUJiEPL09MSYMWNw6NAhVFRUNDqF6e7ujoceegg7d+6Eh4cHCgoKsHDhQgC6ZKmOqig8aNAglJWV4dy5cy0yHsnl8lazIn3++ef48ccfMWXKFHh7eyM+Ph5lZWXYsWMHEhIS9FWz6zMQ2djY8MUXX6Sfn189KuqnnnqKCoWCcrmcc+bMMaiFd3NzY58+fe7Jk2/QoEH8+uuvOWLEiHtGDNq7d2+OHz+ednZ2nDJlSr336JaW9xpLQkNDm/QI/qqiVqsbpV+vK0qlsqXgbtd8HbifxMbGhv3796enp6dRbr7hw4fXO64QokOWyRpL5HJ5k6v+/gqiUChamto2GQGT6C6U0aNHS/97eHh0CI17ZxQhBENDQ42uR12xsLAwuPfajHTdmIAJhoVarZZSS+VyOUg2qFtowr2BEAK2trYdSglfB12/2rAJhkHd3PKOpu02oXmQvFcGoEl0FiOQB6C45m9XgiNMOnc0upq+QOfVuUdjjZ3idQAAhBCnGp2+6MQw6dzx6Gr6Al1P5y7FO2CCCSYYHiYjYIIJ9zk6kxH4f8ZWoA0w6dzx6Gr6Al1M504TEzDBBBOMg87kCZhggglGgNGNgBBitBAiWQiRIoRYbGx9moIQIl0IcVYIkSiEOFXTZi+EOCCEuFzz187IOm4TQuQIIc7VaWtUR6HDpzXjfkYIEdKJdP5ACJFZM9aJQogn6ny3pEbnZCHEKCPp3E0I8bMQ4oIQ4rwQ4s2a9k491k3CyOnCMgBXAHgBMAdwGkCgsdOYm9A1HYDjXW3rACyu+bwYwFoj6zgcQAiAcy3pCOAJAD8CEAAGATjZiXT+AMDfG9k2sOYaUQLwrLl2ZEbQ2RVASM1nawCXanTr1GPdlBjbExgAIIVkKskKAJEAJhhZJ30wAcA3NZ+/AfCUEXUBycMAbt3V3JSOEwBspw6/AbAVQrjeG03/D03o3BQmAIgkWU4yDUAKdNfQPQXJLJJ/1HwuBJAEwB2dfKybgrGNgDuAjDr//1nT1hlBAD8JIX4XQsyqaXMmmVXz+QYAZ+Oo1iya0rGzj/3rNa7ztjqvWZ1OZyFETwDBAE6ii461sY1AV0I4yRAAYwD8TQgxvO6X1Pl9nXqqpSvoWINNALwB9AOQBeBfxlWncQghrADsBjCf5J2633WhsTa6EcgE0K3O/x41bZ0OJDNr/uYA2AOdG5pd69bV/M0xnoZNoikdO+3Yk8wmWU1SC+AL/J/L32l0FkIooDMA/yEZVdPc5cYaML4RiAfgI4TwFEKYA3gOwF4j69QAQgi1EMK69jOAxwGcg07XaTWbTQMQbRwNm0VTOu4F8FJN5HoQgII6rqxRcdf78tPQjTWg0/k5IYRSCOEJwAdAnBH0EwC+BJBE8pM6X3W5sQZg3NmBOpHTS9BFepcaW58mdPSCLip9GsD5Wj0BOAA4BOAygIMA7I2s53fQuc+V0L13vtKUjtBFqjfWjPtZAP07kc7f1uh0BrobyLXO9ktrdE4GMMZIOodD5+qfAZBYI0909rFuSkwZgyaYcJ/D2K8DJphggpFhMgImmHCfw2QETDDhPofJCJhgwn0OkxEwwYT7HCYjYIIJ9zlMRsAEE+5zmIyACSbc5/j/7z+uBjZs+akAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"loss d: 1.277, loss g: 0.398\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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41ATt27eHVCrFokWLdFEKgt53JqAP+Hy+3luEYrEY0dHR+Oabb7B7927cvn0bGRkZePXqFdLT05USQgkEAgFYloW5uTn8/PyUUoBIJNJK7NyzZw9mzZpVLSfmAgICcOXKFSQlJSEpKUm5m6ApyhvsERERMDMzg6mpKdq0aYPCwkKkpKQgNTUVBQUFSkYaGRmJ+/fva61QrAgMw2DAgAGQy+UIDQ19Z8/Sw8MDZ8+ehZ+fX5W10bRpU8yYMUOr3Ye38O5OEb5rkslkdO7cOWIYRuc68vPzqXnz5rR8+XIaNGgQzZgxg5o1a0Znz56l1NRUSk1NJaLX9u///PMPKRQKUigUZG1tTbNmzSIOh0NEr+3gK1I2vU3NmzenGzduUP369dXmMwxDR44cUSreDEUMw5CVlRXZ29uTUCikXr16Ke3vGYYhExMTlfKNGzcmc3NzlbRXr16p1EdExOfzKSgoiLKzs2nq1KkUHx9PT548ocOHD1NWVhZxOBxSKBRUUFBAn3zyCW3dulWlHn3Jy8uLxo8fT3K5nPh8vlolnSGfYwl169aNXr16paJ4NDQlJycTAOrSpYth76G6pQBDSALOzs7IzMzUSYwzNzevcG0VFBSE8+fP4+HDh5DL5YiLi4OZmRl8fX3B4/HAMIxeJwc3bNiA8ePHw8LCoowEwbIsvLy8ULt2bfz9999o3bq1wU4pNmrUCFFRUZDJZHjx4gWaNGlikHpXrFihYsItEokQGhqq3H5UKBSQyWSIiIjAw4cPDaasI3q9l3737l3IZDLIZDLEx8ejdevWZZ6ptibmlUEsFmPVqlV4+PBhGYtIQ8LR0RHt2rVD8+bN4eXlpctY+G8uBzw8PBAfH4/i4mI8f/7c4A/ewsICy5Ytw/3793H+/HnlGo5hGHh4eEAikaBevXo6188wDDp16oSpU6eqWOjZ2NigVatW+O2335CYmIi4uDgcPnzYIDsGRK8VhpGRkZDJZPjiiy80/hidnJw0XnoJBALweDx8+umnKCoqglQqRWxsLPbs2aP24EsJXFxcdFF6wcrKCv369UNMTAwyMjLw1VdfaXytg4ODzgzpk08+waNHj7Bo0SKDWFmqA5fLhb29PXr27ImhQ4di7Nix6Nixo7b6jg/bTqA8mj9/Pjk4OFBxcTGtWLHC4PVnZmbSn3/+SQcPHqS///5bmQ6Anj59SgzDVLonXhEBoFOnTtGpU6eUIp63tzeNGjWK2rdvT3Xr1qW4uDh69uwZnThxgpKSkvS6H5ZlydnZmRQKBV24cIEAkKWlJZmZmVFmZmal1/v5+dHhw4fL3csu3c6AAQNo69atFB0dTbt27aK8vDzasGEDRUdX7FayTZs2FBUVRS9fvtTq3iQSCT1+/Jjmz59PzZo1o4cPH2p8ra+vL50+fVqtTUJlxOfzSSwWU0pKChUWFmp9vSZUXFxMycnJlJaWRv3796f79+9T8+bNKSoqinJycvSrvLqlAH0kAV9fX1y7dg3FxcWYPXv2Oz8GawhT5dJwdHTE8OHDcfz4cbx69QrFxcWIiorCxx9/rPZoqS4QiURYs2YNduzYgYsXLyI4OBj+/v4Gn8GCg4Mxfvx4bS3adIa7uzv++OMPbN++HZ07d34nbXI4HHh7e2PFihV4/Pgx1q9fr9e5BE3RsWNHXcfDf0Mx6ObmRoMHDyYiosLCQpJKpTRt2jSaM2dOCUN5JzRv3jyVWUMkEpFQKNSrTqlUSkVFRZSSkkJJSUk0a9YsGj9+PO3Zs4du3rypb5eJiMjFxYUuX75MCoWCMjIyyMzMjC5evKizZeLbNGbMGLK0tKTc3FxasWJFlb6TPn36kIWFBRG9tvaMiIig7du304kTJ6qszdIkFAopMDCQBgwYQDKZjIyMjIjH41VZe0ZGRlS7dm06ffq0wcYDEVG1SwHaSgImJiYqx061PbChDdzd3bFr1y707NmzTJ6/v3+ZWcEQsx6Px4ODgwOaNm2q615whbC2tsa4ceNw584drFixQiu7Ak3QqFEjFYMjW1tbLF68uEreT506dZTSWKNGjSAWi3Uy2NIVYrEYbdu2xcCBA7Fw4UIEBwcbXDp8e2wYGxvDxsZGV5ds/03FoC6ws7PD7t27Ky0nEAjg5uZmEB947wtKLN3c3d31WgJIJBKcPHmy0nJcLhdOTk7v5N5YltX58M6SJUu0VkYyDAM+nw8ejwczM7N3ZuvB5XI1nnD++OOP0vYfNUyg9MszpIHKfw3GxsaIiopSSZs5c2aZdejbH8306dPh4+NT7f0vD3w+H3fu3FGbJxaLPyjXaprCyMio9K6HWiZQJQFJtaWaMGTvH7Esq2L0xDBMpet7TcpUN719X/9jdBVqgv18cIrBGvp/srCwqDJF1NsfiiYf97tgAAKBQK+wcf/DDKBcqmECHzB9++23VKdOneruhl7EsqxWYcC8vb2pY8eOVdij/0Gqbn1AdegEavDuIBAIKjzGy+fzsXLlShgZGcHd3V3v9kp8QNSrV095mtPPz0/FxNbU1LRKD/q8x/hv2AnU0IdFPB6PHB0dy82XyWQ0duxYEggEZG1dJmq21iQWi8nV1ZVsbW3Jzs6OGIahhg0bqgTnFIlE5OLiondbupC7u/v7FwW7uqWA/7okIBKJDOprvwblw9TUFFOmTFH+LnH+IZFIKvRC9C7h7OxcZXYtGuDD3x0wMzOjkJAQevToEdWqVYu2bNlCIpGICgsLq1wpVa9ePfLz86Pg4GAyNTWl3377jY4dO0Y2NjZEROX6GeRyueTq6qqVHXt10fjx42n16tVa+2p8F8QwDPH5/Apt+/l8PjVu3JiSkpLIwsKCbt26VWX9MTIyol9//ZUkEgnt37+fTE1NqU+fPkRENGjQIMrKyqqSdgMCAmjEiBFkbm5OfD6fYmJi6Pfff6e5c+dSWloajRkzpqLL1e4OVLsUUJkkcPz4cUgkEggEAmzYsAHBwcF4/vw5UlNTcfv2bbRo0QL79u3DjBkzqmyf94svvsDDhw+RmpoKmUwGuVyO58+f4+LFiwgLC9PJv2GHDh3KtS6bOHEibt26hRs3bmDv3r1qj4y2bt1aKw9G6tCtWzdcvHgR169fx82bN5GRkYHIyEgEBgZW62xZHiqLGlWyzhcIBLr65S8XYWFhytOiV69exYwZM5CTk4P4+HikpKQgLS0NRUVFkMvlOHbsmEED04rFYhw4cAAXLlzAs2fPIJVKIZfLoVAo8PLlS6XnJg28FH2YxkIl1np8Ph8bN25EXFwcioqKMH/+fJibm4PL5SI8PFxvf/3lwdfXFxs2bMD169eRnJyMvLw8XLhwAYmJiejVq5daf/qaoIRx7Ny5UyW9QYMGOHHihJLZeHh4qD0Sy+PxdDZTZlkWHTp0wJMnT1BQUACZTIbi4mIUFRXh7t27iI6ORseOHavkeZbGqVOnMGnSJMydO9cg9Tk6OiIuLg4xMTFaRZPetm1bpRGQjIyMlM/b3Nwctra2OHv2LJ4/f46YmBhMnDgRR44cgUKhQN26ddGjRw+D3BPDMNizZw+kUikKCwvx8uVLHDx4EKdOnUL79u2xefNmbN++HZmZmZrEzPwwmUBpWFpa4ptvvinjToxlWcyfP18nSYBl2XLPkTds2BD//vsvdu/ejZCQEEyePBmOjo4q1+gqffD5fMTGxqpwb5ZlERISgidPniA6OhoJCQmYMmVKueHLtEV4eDiWLl2KPXv2ICEhAcXFxXj16hWys7ORk5ODtLQ03Lx5E5MnTzbIAC55PkKhEEFBQfj222+VZr2XL19GYWEh5HI5iouLK3Q2KhQKERsbq1FbJe7dtHkv2vgRsLGxwaxZs2Bqaorz588jOTkZs2bNwhdffIF79+6hqKgIRUVFFTp3La/v6vpx4MABZGVlobCwEKdPn4abm1uZ8deiRQssX75cE0e9HzYTYBgGtra2cHNzw+DBg8u8GF2dbXTs2LHMYSCi1w4gw8PDy3i51QVcLrdMlKL9+/cjIyNDxd68U6dOyM3NxbZt29CwYUM4OTmBw+GAZVl8++23yhBjuvajSZMmmDFjBj777DP8/fffuHbtGr744gsQEYYOHYru3btjzJgx2LdvH4hI7wNRDMOgefPmSr+Ms2bNUuZduHABRUVFUCgUKC4uxqlTp3Rup2S56O7ujqioKL0iQmmCpk2blkkzMTHBn3/+qbzXX375Ras6XVxc0KlTJ5U0Pp+P06dPIzU1Fbdu3arwOR84cEATheOHzQREIhGOHz+OJk2alFn73LlzBwUFBQZzVcXj8XDy5Ek8f/4ca9eu1bs+d3d3LFy4EEKhUOVFrVmzRmWGb9SoEdavX4+PPvoI48aNQ0BAgEogTXt7e4wbN07nfjAMg8GDB8PHxwcjR45UcSxqY2MDY2NjZZwFIyMjjd10W1paqjDhunXrgmVZWFpaIisrC0VFRXjy5AmGDRumLBMaGor8/HzI5XIUFBTg6NGjOt/XzJkzMWzYMKxfvx4KhaLcMGMMw6BJkyYGsUcoqa9kWffNN98oY0dcu3ZN7zgYRK89Fj19+hRPnz6t1C07l8vVxI/Ch80EOBwOvvrqK8hkMmzZsgUmJibKo7bXrl3D7du3DaYY5PF4OHjwIC5duoQDBw7A19fXIHHnRSIRRCIRWrVqBVNTU8yePbvMbGtsbAwTExM4OjoiNDQUffv2VXvc18rKyuCHoOrUqaP8gBs0aIDu3btrdF27du0wYMAA5e8ZM2ZAKBRi8ODBkMvluHfvXpkjvjdu3IBcLodcLkdSUpJGR4BLPDuXTmvZsiVu376NxMRE5OTkYN++fZg0aZLa6/l8vlKsNsTz4nK5qFOnjtK3ZefOnfHw4UP07dvXIGNxxowZ2Lp1K1asWIFz586VyTc2NtZ24vuwmYBEIlGKWtHR0QgJCcHAgQMxceJEJCUloX///gb7GLhcLubNm4cTJ04gMjISkZGR2LZtG7799lvY2trqXf+QIUPKdXZpa2sLOzs7TJ8+HbNmzUJqaqraI6pubm4qwTL1RaNGjSAQCDBq1Cit4xe8jZIQ3tevX8eCBQvKLN+Cg4ORlJQEmUyGhQsXahzLsVatWhg0aJDyd48ePbB69WrMnTsXubm5+Omnn9Qq+Hr06AGBQAA+n4+srCy9pKm34eDggGbNmoHo9ZJq8eLFOHHihEEkAaLXQXE8PT1x/vx5jB49Gp988gk+//xztG/fHi4uLqhTp442DOfDZgJCoRBXrlxRzh5RUVHYv38/UlNT8eLFC60VMZXB3t4effv2xcWLF1FUVITi4mLcvHnTIKLkiBEjKvTx36tXL6WS6bvvvjOoR97y4O3tDT6fj7p16+pch4mJCXg8Hvh8Pn744YcyHz/Ra8etnTt3xvPnz8tdwtWtW1cjvwCdO3fGwYMHERYWhmHDhoHL5aq8n48//hgLFizA3bt3YW5ujlWrViEjIwMLFiyokt2P0aNHw8vLCx06dEBISAh4PB7atm2rd721atVCZGQk8vLykJCQgGfPnmHXrl3o1KkT3NzcqpcJENFTIrpFRNdLGiAiCyL6i4gevvlrbggmIBKJcOHCBXzzzTfIycnBmjVrMGXKFKVXlw0bNhjcTkAsFqN37944cOAAZs+ejaZNm2rtOcbMzAxhYWEqaT4+PuWK8iUuzrOzs3H37l2DzvaGBMuyZfwLlARkISrreakEtra2WL58OXJzc9G7d2+1ZSwsLDQKLccwDO7cuYPi4mIIhUJs3LgRS5YswcqVKzFz5kzs2LEDT58+xfDhw+Hm5gapVAqpVIpbt25hwIAB+P777w0i2ZXud4kEUK9ePbAsa5BlpLGxMR49eoT8/Hzk5ubi6dOn+Oeff9CmTRuDRCU2BBOweivtFyKa+ub/qUS00BBMoMTFt42NDTw9PWFhYQFTU1Pw+XxcvHixypxZ8Hg82NnZ6ayV53A4Whn1DB8+HDk5ORg9ejTc3NwM5qhTKBRizZo1mDlzJrp27apML287jWXZSt2bvZ3fp0+fSmM/cDgcZcxHTZ8pj8fD8uXLVdImTZqEZs2a4c6dO8jPz8eVK1fg7++Pq1ev4quvvkJMTAyys7MhlUpx//59TJw4Efv27UNaWhoCAgJgZGQEJycnDACkeVYAACAASURBVB8+XKuxs337dpUlSXlwdnaGqakpoqOjsWDBAr3eXfPmzfHvv//i9u3bmDZtGsLCwnD9+nV06tTpvWUC94nI/s3/9kR03xBMoATqBmxUVBSeP3/+TsTmqsbHH3+Mp0+folu3bgavOzw8HBMmTNDYDZa2klVpSaA8TJ8+HTk5OQgMDNTqfb293BOLxfD09ISdnR0sLCxgb2+Phw8f4uXLl0hJSSkTNs7R0RGzZs1Co0aNVNoVCoVa2WA8fvwYDRs2rLTc0aNHMXXqVFhYWOilwJ08eTLu3buHf/75B8uXL4eLiws8PT1haWkJX19fbV2aVQkTeEJEMUR0lYhGvknLLpXPlP5tCCagDnw+H6mpqVobiZSH06dPQywWw9vbW20+l8vFn3/+qXc7b4NhGKWxkKE0zKXRsGFDpRLrbYSGhsLX1xfDhg3DsmXLDH5vRITx48cjNze3SsySY2Ji4OTkhJycHBQUFCgDyyYkJCAhIQG2trbo27ev3u2sW7cOCQkJ5eZzOBzw+Xykp6frPSlNmTIFd+/eRWxsLDZs2KBSn4uLC44fP47ExERtDiRVCRNwfPPXhohuEFFbeuujJ6Kscq4dSUTRb6DXwwoNDUVubi5q1aqF3r17620ssmLFCuU25Nt55ubm2Lx5c4URdHRFUFAQUlNTcePGDVy4cEGvyEbaQCwWY9myZVi2bJlBwryrg0AgwM8//4zc3Fy0adOmStowNjbGb7/9huLiYhQXF0OhUCA9PR1169bFrVu3DLK0qui9m5mZ4aeffsKjR48Mcnbhl19+wZEjR/Dzzz+X0UXNmzcP2dnZ+PXXX7XZiaja3QEi+omIJlEVLwfeRu3atbFp0yZIpVIUFRUhMzMTK1eu1OvhczgcfPfddyrHUoleeyk+deoULl++jCtXrhh8EPv7++PSpUuIj49X6+a8PDg7O+skNVhYWMDV1RXfffcdoqKi4OfnV2WHsPr27YucnBxs2LCh0gAdQqFQpw+WYRgEBARAoVAgJSUFV69eLVdBqetYi4uLQ+PGjeHr66uEk5MTHB0dsXbtWvTq1cug8SKvXLmCqKgoBAQEKF2O29nZYd++fcjNzcWTJ0/0lgR0DkPGMIyEiFgAuW/+70REs4noMBENJqIFb/4e0rUNTWjOnDk0YMAA4vF4lJKSQvv376exY8fqVadcLqelS5eSs7Mz1a1bl5KTk0ksFtPMmTOpcePGZGJiQkuWLDHQHbwmkUhEDMPQ1KlTqVmzZuTo6EgmJiYaheLq3bs3hYWFkVwur7Ccg4MDpaamUseOHenly5fUpUsXatWqFXG5XIqLi6P27dtTTExMpSHGNCUOh0MdO3YkgUBA/v7+9OzZM9q+fXu5x65LyNramrKysrSOVgyAkpOT6cCBA3T48GHasmWLPt0vQ926daP4+HgaOXIkjRo1Spl+8OBByszMpFu3blFwcDD9/fffBjlKfPPmTfrnn3+oVatWZGxsTP369SOWZcnDw4NatWpFMpmMTp8+Xel7r5T0mPnd6PUS4AYR3SGiaW/SLYkogl5vEZ4mIouqkgQ6duyImJgYFBcXIy8vr1xLMV3A4/HQq1cvrF27FpMnT8bKlSuRkJCAvLw8LF682KBKSKFQiKlTp+LKlStK6eOTTz4xePTcgIAADB48GKmpqbh48SKSkpKQlJSEAwcOYOLEiQa3QDQ3N1eaDd++fRtBQUEGrb86sGzZMkyYMAFSqRQxMTF49eoVzpw5g6+++grDhg0z+LkFd3d3XL58GYmJibh58yZWr16NEydOIC0tDRs3btQ2zoJhJQEAj4mojIdIABlEFKhrvdqQXC4nsVhMR44codq1a9OaNWsMVrdCoaBXr16RiYkJPX/+nDIzMyk9PZ1SU1Pp999/N5jXWpZlaezYsSSVSunmzZuUkZFBbdq0oV27dhmk/tKUmZlJDg4OdOLECUpISKDnz5+TVCqlq1ev0t27dw3uTGT27NnEsizl5eXRxYsXKTEx0aD1a0NBQUF0+vTpkklHZ4qLiyOFQkHjxo2ju3fvkru7O8XFxdH58+cN1FNVevToEeXl5dGrV69o7ty5lJ2dTXXq1KHw8HA6ePCgXsFwlWQonYCe+gSdOWXLli3h5uYGPz8/g5lqEr1eX9rb26NBgwbKNIlEYvBtSIZh0LJlS5iZmSlNQSvba9cVpqamYBgGzs7OVeZ/oTR69uyJgoICZGRkYOXKlVWiTC0NCwsLLFmyRG2evg5YSuDt7f3Og5S0b9/eIJaH9KGbDf/XwbKszpr5TZs2GZQBagsfHx989NFHZdJFIhFOnjwJLy8vvZY2AoFAo6PGXC4Xbm5u1f4u32PUMIEPGebm5oiIiFCbV92xErlcbrlGK5VZBXK53DJnDBYsWIDWrVurpL291haJRAZ14fU/gg/f0ej/OnG5XINp7t8nejs0GIfDIYVCoff6vYbKUE0Ysg+dtGEAAoGAhEJhFfbGcPS2klUul9cwgHdI/zkmwOPxyN3d3WD1sSxLXK76TRQOh/POglhwOByqW7euxuUDAgIoODi4TLqlpaUhu1VD7wmZmJjofO0HxwRMTEyoQYMGxOVyydvbm8zNzVXyTU1Nafjw4eTg4ECenp56tycQCMjIyEhtnkQioU8++UTvNt4mMzMzEolEKmkikYhCQ0PJ2tqaGjRoUGkdERERdOhQWTut5s2bE9Hrvtvb2xumwxqSq6srOTg4vNM2/wvE4XDIy8urwjL16tXTvYHqVgpqqxh0dHRE3759IRKJ0LNnT7i4uKgt5+vrq3Jk9kNC7dq1YW5urjavXr16BjkIY2VlpfQhaGJi8k6UbG3atKmyI9//ZfB4PI1dvVWCmt2BGryGtbU1QkNDlb/fFROoDpSOF/C+w9HRsdxJzUCoCUhqSGrTpg0RETk6OtKwYcOI6LVtecm63dvbu9r6VhGJxWJatGgRKRQKCg8Pp507d5KXlxeZmZkRh8OpsnZZlq3S+omIzM3NaceOHbR161basWMH7dq1i/bt20fh4eFkbGysLCcQCPRqh2EY8vPzI2dnZ5o+fTpJJBIaN24c7du3j7Zt20ZmZmY61Zubm0s5OTl69U0nqm4poCokAZFIBCcnJ4Nz0kWLFuHAgQNYtGgRLl26hNOnT+PChQtKe38rKyvlEdLKvPJUF2xtbZGbm4vbt2+joKAA27Ztg6urK6ysrAw+YwoEAixfvhweHh7o0KFDueUMYW9/7tw52NvbQyaToaCgQOkXssSpyLVr15QekXWx+ly+fDk6deoEExMTXL58GStXrkRsbCyys7Nx/fp1TJ06FcePH4dMJsOff/5ZpZKVk5MTLC0tdbn2f2c5wDCMQQe0h4cHdu7ciaysLCQlJcHDwwPp6emQyWTIz8/HhQsXMGHCBJ3O/1e1KW1psCyLx48fIzExEYWFhVi/fr3SbXVVmcLa2dmhefPmFfpmNIQptp2dHcaMGaPiTWjTpk24fv06FAoFevXqhQsXLuDAgQM61W9mZqb0omxjYwNXV1e8ePECkydPhq2tLcRiMfbv3w+FQlGuMxptMX36dLWWoBwOB0uWLMEPP/yALVu2YPbs2VizZo0mdb7fTMDBwUGjQB8lH7i6QWtsbIy8vDwUFBTgjz/+ANHrWUZb56Bvv/yFCxeiqKgIUqkUR44cgZGRkTJNoVAgPDwcPB5P7w9JHeNatmwZNm/ejISEBPz9998qZxnUPZuSGaK88GpWVlaIj49H79691ba3cOFCjfrK5/MxcuRIjcpW9lxKwofr+tz69euHjIwM5YnF3NxcXLhwAe3btweXy8W///6LuLg4jB492iAzdMlz4/F4KuHAhEIhrl27hrS0NG3dfpWZuJo2bVrGMQnDMPD19YW/vz+2bNmCpKQkDBgwAC9fvsSpU6c0mfjebyZQGmKxWO2Hy7IsOnfujK1bt6JTp05o1qyZykDfvHkz4uLiIJPJ8Pvvv+v9sn18fBAXF6cMlbV//36lQ4ySQBYKhQJpaWn4+uuvVQaFphAKhbCwsEDz5s1x6NAhleO8xsbGypn766+/xpYtWzQ+X/DZZ59h7NixKmlWVlZwc3NDWloaduzYUeYaQ0fyNfTRZCL1Jsp8Ph/nz5+HiYmJShCUkmdoYmKCu3fvKqMr6Yvt27eXSevatSvu3buHvLw8/P777xozG4ZhYGFhgTZt2igdkqqTzFiWRWBgIE6fPo0uXbpgxowZuHfvHvLz85WBZHfu3AkPD4+K2vtwmIC1tXWZc9LOzs4IDg5Wzr67du3CwIEDVbzU1K1bFxkZGUhOTsacOXP0etFCoRDjxo1DWloaUlNTce3aNRUvNQ0aNFCKnSUiZpMmTSqMiWhpaamylqtbty6mTZuGmJgYHDlyBJmZmfj++++V+TNmzMD9+/dx7tw5eHh4oHHjxmjRooXO9/Ty5UsoFApIpVIcOHCgjDvzmTNnaj2DlQd7e3vMnTsXDg4OqF27tq5rWL0xc+ZMHDhwAE+ePDEYkzt58iQ4HA5cXFzAMAwYhsHSpUuV40Gbw1ImJibYv38/JBKJ8jqWZVG3bl0YGRkpJxVLS0tMnz4dAwYMQM+ePbFixQrcuHEDycnJSEhIQGZmpiZxMz8cJjBgwAC0a9dO+TsoKAj//POPMiZ7YWEhduzYoXJijMPhYOXKlcjNzcWlS5c0HswWFhZo2bKlWuWUqakpvv76a0yYMKFMfnx8vDI+fOlAmxWhR48eKm7D7t27h8ePHyMqKgovX77E/Pnzy1xz5coVPHz4EGvXrkVkZKTO7rI8PT2Rl5enHKjJyckYMWKESpnvv//eYKcRw8LC8NVXX2Hjxo2YMmVKpfvchtThiEQilUNV165dw9atWw16DLxly5aYPXs2atWqBR8fH4waNQoJCQk4d+5cuTYeFaFRo0YYMWIEPDw84OLigvXr18Pa2lqFcbm6umLKlCn4+OOPMX/+fGV7YWFh2LNnj7JcBQe6PhwmUBr9+vVDdnY2MjMzIZVKERcXh/v375cJOzZs2DD06NEDy5Ytw6FDhzR++M7OzhgzZgzc3d2VftzeLmNlZaXCBLp37w6pVAq5XI5///1Xp1N8gYGBSEhIQEpKipKRvB1olYgQHR2NiIgICAQCvUKtjRgxAr/++isUCgVkMhkSEhIwe/ZsjYOOanNfLVq0wMiRI7Fu3ToVe4R3BQsLCzg7O8PHxwdDhw7FkydPUFxcbDCNPYfDUQY9rV+/Pvr3748mTZrg0qVLehtDdenSBY0aNUKtWrVU+lsS/6Jfv35YtGgRFi1ahHv37qFfv37o2LEjPD09lWVFIlF5S7EP007A2tqauFwuMQxDSUlJtHjxYsrKyiKZTEZ2dnY0YcIEsrS0pNmzZ1PPnj3pyJEjlJubq1KHu7t7uXvD8fHxFBYWRizLKs2D3dzclPkWFhYkkUgoMzOTfH19SSKR0MSJE4nD4ZBUKqVnz57ptLfbrFkzMjExIQB07NgxmjlzJj158kSZLxKJyMfHh2rXrk1Pnz4lqVRKe/fuJQ6HQ3w+X+v2Dh06RFKplABQXl4eGRkZ0UcffURjx46l2bNnU0hIiPLA0bfffqt1/SVkbW1N33zzDTk5OdGaNWto7dq1OtelK2VmZlJ8fDz5+/vT3Llzyc7OjqZPn66/L743xDAMNW782qnWnTt3aO/evcSyLP3xxx96e08qKCigoqIiSkhIUB4Y4/F41LVrV/Lw8KAWLVrQkCFDaPTo0XTkyBEqLCyks2fP0r1791Tq0Mo/Y3VLAZVJAiKRCDk5OcjPz8dnn32GY8eO4cWLFzh06BC+++47HD16FIcPH0ZaWhouXLiAzZs3l4lca2VlVeksYG1tDS6XC39/f4wZMwYMw8DIyAjt2rXD8ePH0adPH7i6uoLP52P16tV49eoVUlNTMWbMGK25vUgkQq1atZCQkIDCwkJ4eHjA3d0ds2bNUvrh69ChA06ePAmpVKrim0+f7c9Xr14pdQIleoFx48Zh2LBh2L59OwIDA8HhcLB69WpYWFhg+PDhWrchFotx9epVZGdng2EY2NnZYfv27diyZQsWLFgAX19ftGjRwuBKyLdRv359bN68GRkZGTh79qxBY1Vu2bIFPXv2LOPzwBBwd3cvs23Msiw8PT3RrVs3XL58GY8fP0ZsbCwmTJiAhg0b/ncCkorFYgQEBKh0+rfffoOjoyMyMjLw2WefYf/+/Wjbti0GDRoELy8vLFu2DE+fPoVMJkNRURGWLFmiNmBoaGioijstY2NjDBkyRO2D+vvvv/Hw4UNcuHABGzduxK1bt5CZmYnjx4+jQYMG+P777xEdHY2srCxMnDixTDw+TbBo0SJ4eHjg/PnzaNGiBdasWQMHBwd8+eWXsLS0RPfu3XH48GHk5uZCoVCU65hDLBZrzBA4HA7y8vJQXFwMqVSKw4cPw9XVFSYmJujatStiY2Nx7tw5zJ07F/b29rC0tCyjM6gM1tbWEAqFiI6OxoULFzBq1Cj4+/sjPz8fZ8+exa5du3Dx4kXcunULkyZNMrg7uBLGzeFw0L9/f1y6dAmZmZno06ePQXUOJR9eZU4+TUxM8Pfff1eopH7bXfiQIUPKjctgY2OD77//HuPHj4enpyccHR2rPwyZIZkAwzBltgUtLCzA4XBga2sLHo8HKysrMAyjHDxLlixBeno6iouLkZ6eXu7HUlrLWtJWefvSO3fuxKNHj+Di4oI5c+bgxYsX+Omnn9CrVy8EBwdj+/btuHTpEhYsWIA9e/boNLjMzMzA5XKVegYLCwuV+xeJRDh48KAyAnN5dg7a2iWUSAIZGRkq24dCoRCRkZFIT09HTEwMjI2NceLECW382YPo/7e2SnQolpaWWLt2LW7cuIEdO3bg66+/RseOHXHo0CHExsZWyRYiwzBwd3fHwoUL0bt3b3h4eGh9H4bsi62tbYXM4u13KJFIKnzf3bp1w6effqprn95vJqDLA96wYQNkMhm8vLwMtrW1adMmpajK4XAgEAjA4XDA5XLx6aef4tatW/jyyy/B5XKrzK/fnDlzUFhYiMzMTINEtS1BRkYGXr16hbCwsDJSl5mZGWbOnIm//voLPB4P3t7eOHz4sN4a9ZLnxOVylUyiRHtdmoEaGRnp5Qz06dOnKmPD1NQURkZG6N+/P8LDw9+Jo9MSsCyLtLQ0SCQSzJ492yB1crlcGBsbIzg4uIwthBb47zCBZs2aoV+/fti8eTOePn2K2rVrV1i+ZLBpMiOwLIuePXuWmeF//vlnZGVl4e7du1Xq04/P52P58uWQyWSYP39+hWtnTQKAqoNEIlGZhUUiEbp37w4HBwdcvXoVMpkMV69eRdu2bctEYTIk9u7dq1aaKc8itDyUbMkJhUKlMRWXy1VGYn716hUKCgoMsjugCePfuHEjTp48abAtSbFYjPXr1yMlJQUTJkzQ6tq3nuOHuTugjiQSCU2ePJn8/PwoJCSEnj17VmH51q1bk7GxMQ0bNowYhqmwbIsWLejatWsUFBSkTLO0tCQul0uPHj2i+/fvV6hlrlWrll6n1Hr27Ent27enixcv0oYNGyg/P7/csj169CA7Ozut6hcIBDR58mT64YcflGmDBg2iu3fv0q5du+jBgwfE4XDI29ubhgwZQgsXLtT5XkqTSCQq4/2mf//+JZOACtWpU4dMTU01qlcikdCtW7fIx8eHZs2aRbNmzaKmTZtShw4daPTo0dS0aVPKzc2liIgItW1pSy1btiSWZcnd3Z3EYjG5u7uTvb09cblccnJyIm9vb2rTpg21aNGCrKys9G6PiJT1R0ZG0sWLF7VyGycWiysd89UuBWgjCfB4PHh5eWHw4MEIDw+v8GRaafTr108jAw5fX19s2rQJhw8fxuXLlxEQEAB/f3+sXLkSR48eRd26dSut48cff9Q5boCRkRG++OIL9OvX7527EG/SpAmuXr2KvXv3oqCgAOvWrTNo/V5eXlWiTW/UqBEuXbqk1HeU4JdffsHo0aNx6NAhHDt2DN26dTPYISkul4v4+HhMmDABz549wx9//IGuXbvi7NmziIqKwvHjx7WKh8nhcCr0yty9e3dcunQJTZo0KbdMRZaqpfDhLwdsbGxw+PBh7NixA7169TL4gBoxYgQcHBzw6NEjFBQUICkpCXFxcfjrr7+qZACXgGVZWFtbw9vbWy+DIF0RGBiIGzdu4NixYwgJCVFrufg+48qVK0hJSVExhCrZ3hwxYkSlAVC1BZfLhVQqRXJyMgoLC3H37l2cPHkSf/31F1q1aqX1MoDP55e7pA0JCUFubi7y8vKwZcuWcuvQ0JzcsGHIqoMKCgroyJEj9OTJE7p165bB65dIJJSVlUVLliyhCRMm0NOnT+nixYt07NgxunLlisHbK00sy1JaWhpdv369SttRRwKBgLZs2UJHjx6lzz//nL7//vt30m7Pnj3p8OHDetdz6tQpysjIIBMTE+rSpQstXbqUzpw5Q0RE69ev17v+t0mhUNCkSZMoIyODbGxsSC6XU2JiIt27d08Zpkwbkslk5S5pFyxYQPv27SMXFxe6c+cOWVtbU1pamkoZLy8v/cZndUsBmkoCJiYmsLa2xs6dO7F8+XK1EW/0RWBgoPIkYPv27dGgQQODGpmUB7FYjJ9//hl//PFHmUAc7xrahETXF7rYWKhDyVKPz+ejWbNm1fr8DI1evXohIiICwcHBcHV1VbutqoWk834vB+zt7StcR5VsKzVp0gT169cvcwJOW5SsuUvqq6qXaGJignnz5lVYRiQSITQ0FD4+PlXiEUlbiEQiLF++vNr7UYPX8PX1NdQW+PvNBDgcjkHcTHE4nDJHOe3t7ctVtPH5/CpVwjEMo5FSsjI/ASKRqIwTjx9++EEjZaUufTZ0iO0aVB0YhsHNmzdV0gQCgbpxXROG7EMnDoejsj3J5XJrovXUEBG91utIpdLKitWEIfvQ6W37hOLi4nfGACQSSbmRmAxNAoGgyj0T/9dIAwZQLv3nmADLsmRhYfFO2uJwOOTk5KQ2r1IDjfeYGIYpY6zz448/UsOGDd9J+yEhIQYNJVdDlVB16wM03R3QFMbGxvrYVmsFU1PTcr0KVZWewdTUtKoDVIDL5aJz587v5BnW4J2iRifwXyBXV1dyd3env/76q7q7UkMfHn1YOgGhUFizLlRDT548KZcB8Hg86tix4zvu0Wvi8/nvTGdQQ4alSt8awzC/E1F3IkoF0OBNmgUR7SYiFyJ6SkQDAGQxrxfCK4ioKxHlE9EQADG6dEwul2tteaWO6tevT8nJyZSZmal3Xe8TmZqakkwmo4KCAmWaQqGg5OTkaunP+7pLIZFIyM3Nje7evWsw92Isy9Lq1aspKiqKfHx86MWLF+Tt7U0sy9LNmzdpxYoVlJeXZ5C23m6Xw+FQu3btqF+/fvTy5UuaN2+e/qHLNFivtyWiJkR0u1TaL0Q09c3/U4lo4Zv/uxLRcSJiiKglEV2pap1AUFCQ0qqPZVl06dIFS5cuBRGhdevWaNeuncF8DZREoBk4cOA7WTNbW1uDZVkMGjQIgYGBOHLkCKZMmaL0pqupjfr69evVnqW3sLDApEmTEBkZiePHj6t4X6oKDB06FJcvX8bly5dx/vx5tY5dgoODdfaoTPTanuKjjz7CyJEj0bZtW5iamuLzzz9X2mGwLKuTDUSJNyii1yHPUlJSkJKSgsLCQmRnZ2Pp0qU4c+YMkpKSsGjRIoN5MiptFGdubo6goCC0atUKPj4+2Lx5M9q1a/du3IvR6xm/NBO4T0T2b/63J6L7b/5fR0SfqitXFUzA09MTmzdvxsCBA8HlcnH9+nU8ePAAd+/eRZs2bfDFF1+gR48eBnkZM2fORFBQEDZv3owmTZpgy5Yt2LRpk8FMX9WhZCCtXbsWQUFBWLVqFfr164fOnTtr5dXWxsYGYWFhePDggTLN3d0dW7duRWJiIuRyOYqLiyv1y6APunfvjhcvXihP+QUEBGDWrFllBrBYLNY4wMrbsLS0xKVLl7B9+3Z4e3tDKBRCJBLB2NhYpR1dzvlbWloqlb0HDx5EWloaioqKEB4eDicnJxgZGWHx4sUICgrS25q1NEr6yuPx4OjoCJFIBB6Ph27duuHHH3+ElZWVpicIQQZmAtml/mdKfhPRUSIKKJUXQUTNDM0EWJbFpEmTkJWVhdjYWOXR3Y8++gjFxcWQy+XYsmWL0puNPi/Bz88PR48exeTJk5Uv4cGDB3jy5Am2bduGxYsXG/yFv40TJ04gNjYWaWlp2L17t9axA+vXr4+kpCQ8efJEmda4cWNcu3YNMpkMhYWFePnyJXbu3Gkwqak0GjZsiNjYWBQVFSEjIwP//vsvHB0dNd5BYRimUtfoAoEAu3fvxueff47PP/9c5fnUqlXLoJaVEokEf/31F0Qikcrz4nK5WLBgQaW+B0vflzauwkrfE5fLRWRkJJ49e6aN09aqYQJvfmdpywSIaCQRRb+BSmdbt26tNuYewzBo164dsrOzoVAoUFRUpBKkxNjYGEVFRZDL5YiLi8PHH3+s18sWi8WYMGECrl69isDAQIhEIjRu3BgLFy7Ew4cPYWZmhtGjR6NLly46t8Hn82Fqaop27drh0KFDamdBDoeDbdu2ITk5udJAJyUx8Xg8nnKARkZGQi6Xqxw0ad++PV69eoXff/8dHh4e8PX11drnH8uyMDIygqWlZYWzkb+/P+RyOW7fvq3WBwTDMHr5AWQYBvv27cOECRNw9uxZFVGcz+cbPNjqsmXLyh0vho7srA5CoRCjR4/GnTt3kJ+frzcT0HV34AXDMPZERG/+pr5JTySiWqXKOb1JK0MAfgPQrPSWBYfDIaFQSBcvXqQ7d+6UucbOzo5WrVpFJiYmpFAoKDMzU8VSyt/fnzgcDhUWFlJ4eDjt3r270hsxMjIisVisNk8kEpG5uTlt2bKFg6JgKwAAIABJREFUIiIiaPz48bRx40bq27cvsSxLQ4cOpV27dlFMjE66T2JZliZNmkSxsbEUERFBH330kYrHnxJSKBQUFRVFCQkJlSpLbWxsaMSIEdSjRw8aNGgQsSxLkZGRlJGRoaJAevXqFR06dIjWrFlDgwcPpo4dO1L//v3JwcFB4/47ODjQ6tWrKSMjg5KSksotl5eXR9evX6eVK1fS2bNny+RbWlrqdXzZ2NiYHB0daeTIkWRhYUHt27dX5nXp0oXMzc2Vv3k8XhkPR9pSu3btyMPDg5ydnVXSp02bRnXq1NGr7vKIx+MpvUiNHDmSxowZQzY2NpScnPx6r59hyNraWrfKdZQEFpGqYvCXN/93I1XF4L+6KAaFQqFasbR27drKAIzZ2dlYt26dygwUGRmJoqIiHDlyRGOu6u/vD19fX6048fXr15GTk4Nbt25hyJAhGDdunE4cvVGjRnj48CGKiopQVFSE58+fq430yzAMBg0ahJ07d2pcd8uWLREYGAg/Pz+cPXsWx44dq1DU//HHH/Hnn3/im2++0XmG8vb2LlcUtrW1haurKxwdHSGRSNCoUSO1y4ESp6TatOvq6opp06bhwYMH+PPPP8v1i8gwDFq3bq2345bAwEDk5+fj+vXrMDc3VzpI9fT01Cu6ckWws7PDnDlzVFzqR0REYN68eeDz+RAIBJpEidZtOUBEO4komYiKiOg5EQ0nIkt6Leo/JKLTRGRRSj+wiogeEdEt0kAfoI1OwMbGBnv27MHJkyeRkpKC8ePHQywWg8/nIyQkBNnZ2Xjw4IHOXoe6dOlS6Zo4ICAA165dQ25uLr777jud4s4RvRYdd+/ejbS0NBQWFuLJkyfYs2cPmjRpolZ85fP56Nq1q9btfPXVV1i5cmWF69S2bdti6NChSEpK0isoyLBhw8pde/v5+eGHH37A5s2b8eOPP+L8+fNqn52xsbHWH1KPHj1w/vx5DB8+XCU+5dtgWRZdu3aFl5eXzvdIRMqYjo8fP8a4ceMwceJEhISE4Pvvv9dGSac13N3d0a9fPxC9nkBOnTqFrKwsbXxevN9HiTUBh8OBu7s7Zs6ciRs3bmDnzp3o2rUrTExMMGXKFGRkZOhsMmxqaoqtW7dW+EA7deqEkydPIicnB9euXdPrhZb49s/JycGLFy/w66+/4uzZs9i+fTs+/fRTlS29OnXqgGVZnbT3ffr0qXBg8ng8rFu3DgUFBViwYIFe5s61atUq9wOuX78+jh07BqlUiry8PPz4448GU0IOHjwYgwYNUrpKLz1eSjNUFxcXmJiY6O2zYerUqcjLy0NERAQiIiIwfvx4hIaGqo0lWRVwcXHBL7/8gqtXr+Knn35CSEiIptd++N6G5XI5JSUlUWxsLD18+JCioqLo8ePHlJ+fT8ePH6cFCxbQnj17Kq2HYZgyHluLioooOzubJk+eTEuXLiWi13EIJ06cSNu2baPff/+drK2tKT09nYioTLxDbSk3N5cyMjKIz+dTcXExNW3alJo2bUqBgYEUGBiojIvYvHlzys/PJwD08uXLCuuUSCS0ZMkSlbTnz5+rGBSVJgcHBwoNDSV7e3vKy8vT6tCTUCikxYsXq6Tl5+cr4+e9TQ0aNCB/f3+SyWQ0b948WrZsGclkMo3bK484HA5NmDCBjIyMaNasWRQUFEQCgYAaNGhALi4uJZMMEb3WTRQVFVXowVkTql27Nn311VcUHx9P8+bNozNnztDatWtVYkkagsaNG6e0wizRCQiFQgJAe/bsoSlTptCCBQuoR48eerXzwdl55ufn09GjR+nq1auUnp5OOTk51LRpU4qLi9PYPx+AMgMwPz+fli5dSqdOnaKCggI6d+4cZWZmUps2bUgkElFubi5t3bqV7O3tSSgU0sOHD3W+h6FDh9LJkyfJzMyMCgsLicvlkpmZGT18+JBOnDhBGzZsoOLiYtq0aRPJZDJas2YNJScnU3Z2doX1FhYW0pYtW1TSoqKiyi3v5uZGAwcOpJ07dxKXy6U///yz3I/4bZLJZLR161aVtIyMjHLLsyxLAoGAFixYQCtXrjSYRd306dPJzMyMPv30UwoPD6dGjRqRk5MTubu7U58+fYhhGPrll1/ozp07lJaWRjwejxwcHPSyIN2wYQPduHGDrly5otc4qIiWL19OXC6Xtm/fTiNHjqSVK1dSREQEeXl5UWRkJKWnp5OTkxNxuVz9zbWreymgzXKgPJSEbdLVyKQ06tSpAxcXF9StWxfz58/HuXPn0Or/2LvusCiur31mZxu9oyBdFFREBJGIGEWxR0WNJSqJiZoYK0ajUZLYEY0liYmiRpNYsSvWWLB3RbEhCtJEBemdhd33+0N3PpC2y+6i5JfzPOdRZmbvmTvlzL3nnvO+HTqgSZMmGDJkCJ49ewapVIqpU6fW2Ya+vj74fD7Mzc0xZswYtG3bFsuXL4evry+3TMeyLNavX4/Q0FCNkXeKRCI0a9YMX331FeLi4tTKdvS2+vn5Yfv27fD09FRruyYmJti8eTNOnjyJ8PBw9OrVCz4+Pli9ejVmzZqF/v37Y/DgwRWmHprIhVC3mpubY9myZXB0dMQvv/yCxo0bw9fXF3/99Rfs7e2xYMECxMXFoUmTJsosUTf8mEB9q0Ag4FKFiQjz589Hbm4upFKpWhwO0f/PW+UAp+W3u7u7ayzaLNfZs2cjJSUF8+fP52yxLFsJsFPVNXCWZdGxY0eN4DkKhUIcO3YMYrEYPB4PPB4PvXr1QpcuXWBkZAR/f3+IxWKNOjm5yp+Vv//+W+X8BIFAgCdPnnAfOR6Ph44dO6Jr167YuHEjJBIJ7OzsEB0drWib/04n0KNHj3pBBCYihIWFobS0FLdu3dJ4Ukjr1q013q8WLVrg6NGjkEgkyMnJ0QjIKZ/Ph7u7O3766SfweDxoaWmpzYFWpwzDwM7ODg4ODujSpQv09fXx448/qo0WrCbdtGkTpk2bhry8PBw4cEDlfry9rW3btvDz88POnTuRkJCAV69eqZws1GBiAgzDkImJCaWnpxOfzyc9PT1iWZYiIiJqncfq6+tTQUFBnavI9PT0CAAVFBTQs2fPaPbs2WqpcKxJmjdvTmlpaSoHIGsSGxsbcnJyoocPH9KZM2fUbotlWfrggw8oLy+PJBIJubu7U2FhIdna2tLFixdrtScWi6m4uFhhe0KhkEQiETVr1ow8PT3Jy8uL1qxZQ7m5ubRgwQJVu1OjiMViMjU1JQ8PDxo9ejQRvQ7q1lXMzMzI0dGR4uPjSUdHhwAQy7LUtGlTmj59OhkZGVH//v3p7t27qp/8ux4F1DYScHBwAI/HQ7NmzbB161b4+PhgyJAh+OmnnzBz5kyFMNc/+ugjlUhEhw4div79+8PNzQ3t27dXaBSgbAquSCSCUCiEsbExLC0tNT4NkOsXX3yB6OhojeH1sywLe3t7NG3aFMOGDcPkyZMVruJzcXFReMTF4/EwZMgQBAYG4unTp1i0aBE+/PBDjRVFNWnSpAKLcseOHXHt2jWUlZWhtLQUERER+O233+rc/qRJk3DmzBns2rULRUVFyMjIQE5ODjZs2IDhw4fXlRGrYY4E3N3dKTk5mVxdXcnf35/8/f1JLBbTnj17aPXq1fTy5cta2zh8+LDSdsViMXl7e1NERARFRUWRVCql2NhYhX9vbGxM+fn5Ch3LsizZ2NhQ48aNqUuXLiQUCuns2bN0/vx5Ki0tVfrclZG///6bRCIRZWVlqb1tPp9Pn332Gfn4+NC5c+for7/+ooCAADI1NVUoOn///n2FbbEsS927d6dHjx7Rvn376NKlS3T+/HmNYD0yDEPOzs5kYmJCcXFx5OTkRIMGDSJra2vKyMigQ4cO0fjx4xVeaalKfvvtN3J0dCQXFxcqKyujnTt30suXLykpKYnCwsLU2JsGsER44cIFKisro+PHj5NQKCQiort379KaNWtqZSNWRViW5VhlY2JilP69Mucmk8moqKiIjI2N6dWrV5SVlUVZWVkaByt1d3cnIyMjWr9+vdoAN8pLYGAg6enpkZGREZ05c4YsLCwqLSuqS8rKymjx4sX08uVLMjIy4j4Ob0aaahUAdPr0ae5vXV1dcnV1pRMnTtDZs2cpLCxMJQcgFxsbG9q0aROFh4fTr7/+qnJ71cq7ngrUNh0wNDQEwzDg8/mYMmUK7t+/jw4dOtTLULk+tTZmWnWqWCxGx44dMXjwYAQFBeHPP/+skJOuLu3Xrx/EYjE8PT2hq6tb5xTrhqAuLi6VSG9UVU9PT3UHMxv+6oBIJKqyxFhZZVkWTZo0ARHByspK7ay177vKWZCNjIxgZWWFDh06KLwSsWzZMm7JStO6fv16pWMr/2mN2vCdgDpVXqnG5/OVrlr7t6uOjg727NlTYduPP/4IV1dXmJubq70+vzq1sLCol2W9/yH9D3L8P1FctLS0KtQcyGscNL00+p9oVBoW5Lg6RUtLq0EzAr0LebvoSCKR/OcANCgsy5JIJHontv8nnMDPP/9cCQVGHcKyLDVp0kTt7f4vCcMw9XoNbWxs3ssPgoeHB02bNq3S9nrh3njX8YB3FROoSU1MTED0Ol++fELI22psbIw//vgDenp6KgcXBQKBQii1IpFIYSDL902tra3RqFGjSv0JDQ2tdGxdsAEFAkGNgWOBQID9+/c3iAIiucqfCS0tLbRq1Qrm5ubVpneLxeLaajMaPp5AfYmdnR0RERkZGVGHDh2qPS4zM5PGjh1LjRo1ImdnZ5VsisVizm5NoqenpxQO4Pskbm5u1KxZMyIisrKyIoZhqKSkhMaPH1/pWB0dHeLxlHs8tbS0qFevXtXuLy0tpYEDB6oFx6C+RI5foa+vTz169CBHR0fy9PTkcmbKi56eXo39r1be9ShAPhLQ1tZGp06d3rnn1bT6+vrWCIH1v6JOTk5c5L+2ZUAej6c0DuS/SUUiEb7++usKf9dxRev9ThuWSqUaSV193yQzM7NapJ//JSmfhVlbtiIAjRZSKSssy9Iff/xBMpmMeDweyWQyYlmWGIYhmUxGgYGBqlODvRGGYSgwMJBSU1Ppxx9/pBs3btCxY8fU0jYn73oUoEpMYPr06YiIiMCJEyewY8eOelu//rerlpYWQkJCQPQaQbh9+/bv/JzetQYHB2PWrFlYu3Ytzp49y5HcyGQySKVSFBcXo7S0FDKZDEePHlVb7gmPx8O9e/fQtGlTHD16VNVy74adLLRz507u/2ZmZggKCsKzZ8+4m9GqVSvs3LmzXoAjiAiXLl3CqVOn8PPPP9eLPS0tLUyaNEnjdsaNGwddXV3s3bsXRK/r18sTvNRVu3XrhrCwMHzwwQdqP+e5c+dW+wGYOHEiLCwssGvXLsyaNQtjx46tk41GjRrBzMwMlpaWSEpKQmFhIWQyGSIiIuDg4AB7e3scP34cMplMrehJ69atw/fff4/IyMhqodSr06CgILRu3br8tobrBKKiovDHH39wf3/wwQe4dOkSiouLkZqaivz8fPz6668wMjLivmDqUoZhMHjwYEyZMoXLfX/8+DHHdCSRSLBt27Zqf6+jo4OJEyeqdA58Ph8vXrzAs2fPMG/ePLX1q6oXx9DQEA8fPkR+fj62bdsGHo9XZTmvrq4ubt26pZAtsViMMWPGYPr06ZXaEgqF+OWXX+qMclyekFberyZNmuCnn37Cxx9/jAULFiAlJQVJSUkceeiiRYtUunY5OTlITk6Grq5uBeYkLS0t3L59G5988olCmY4syyIuLq7GY7S1tTFv3jzo6uoqRdvGMAxEItHb5/H+OwEejweRSISWLVty/IJ79+5FZmZmhc588sknKC4uxsaNG2Fpack9zHp6erh+/TrEYrFa8tvbtWsHiUQCqVSKWbNmQV9fH0KhEI8fP+aGgjKZDPv376+xHR6PB6FQiHHjxlVLEMHj8aCjo1Nh+Ur+u+3bt+PgwYOIiYnB999/rxJlFxHBzc0Nubm5uHHjBgYNGlRp/8SJE/H48eNaocAUmX6ZmZnh9OnTSEpKQkBAAIheL9XJfysWi3H58mVs3LhR6X7MnDkTV65c4bAiGjVqhPT0dJSVlWHp0qUclkFMTAx3v8rKynDmzBmVrl9mZmalvguFQmzduhUnTpzA4MGDFU53lrfj6+tbaVSpra0NJycnjB49Gr///nslezo6Ojh8+LAySE3vvxNwc3PDvHnzoK2tXeEl3rx5c4WL3r17d6xbt47DmJdXGU6YMAHOzs7YuXMnVq9erdCFMTAwqADuKZ9OiEQijB8/Hi9evEBsbCx+/PFHbNy4EUFBQejZsyc3/1PECdjY2CAwMJDDvyu/z9jYGDY2NvDz80NaWhqWLVvGOYIOHTpg3rx5EAqF2LBhA168eIHg4GCVHuDmzZujoKAAUqkU4eHhlUA3GIbBzz//jB9//BFLlixRyRbRa/CN+Ph47Ny5k6uS/Prrr2FqagpTU1M4OjoiLCwMmzZtUqg9bW1tbkQmEAhgZWXFXdO2bdsiLi4OUVFRGDNmDLy9vTFjxgw8fPgQUqmU0+vXr6vUp9u3b4PH41WoGly+fDnnaNRVTRgfHw+pVIr09HQ8ePCgwr364YcfkJKSomyM4P13AnL18fFB69at4eLiApFIhF27dtX41dHS0sLAgQORlJSEX375BcOGDUP37t0VujDjx4/nmGHNzc1x584dsCwLU1NTHDp0qMqgWFxcHOcA8vLyFH4x9fT0KgxdnZ2dsWLFCmRkZKC4uBjJyclYunQpmjVrBqLXpKGjR48Gj8eDgYEBDh48qFJVHY/Hw+3btyGVSpGfn4+VK1dWak8oFCI0NFStTDpyROO3tx8+fBglJSUoLS1FeHi4Qm35+vpi/PjxIHpNwrFr1y5uhHbu3LlKxw8ZMgQpKSnc/SooKFCLc/P09MT+/fthZGQEBwcHTJs2Da9evUJkZCSXbKaoCoVCrqpVrq6urnj58iV33rm5uRWmusOGDcP+/fs5khqWZeHq6lqbrYbjBOQ6Z84cmJmZ1dixbt26YcSIEcjOzsbKlSuVhud2dHTkPGyfPn2wdetWbh5cVZCxadOmSE1N5RzAqVOn6vwgBQYGon///nj+/DkOHjyI2NhYBAYGQldXFx06dEDPnj2xfft28Pl8CAQCdOnSRaUcAx6Ph6ysLKSkpODcuXNYs2YN3N3duf2WlpaKPEi13g9FoNE++ugjZGRkIC0tDbGxsejVq1elYz788EOFo+w8Hg8fffRRhW0uLi4YMmQIkpKSkJeXhy1btuCXX35RqX/yF+706dP47bffMHHiREybNg0jR47Ew4cP65TPYGhoiH79+lXYdunSJVy5cgVlZWXIyclBeno6Fi9eDEdHRzRt2hQ2NjZo0aIFN2o0NzevlbGa3vc8gaokMTGxRnitjh070qpVq6hly5Z08uRJmj59utypKCxyyLBhw4bRF198Qa6urvTNN9/Q8uXLKTk5ucKxBgYGZGJiQiKRiMrKyig4OLgSE6ybmxvFxsbWCC3GsixJpVL65ZdfaMKECbRu3ToKCwujzZs3k1AopGHDhtGECRMoMTGRIiMjCQBJpVK6deuWSuvlXl5e9Ntvv1FaWhp17NiRWrduTfb29hQTE0MFBQXUuHFjat++fZ3BK5s0aUIffvgh8fl8OnXqVJXr/127diV7e3tauHAhMQxDRUVFdP36dTp+/HiV7bEsWyVKT8+ePSkmJoYSEhKI6DU609swct27d6dJkyZR48aNKSUlhUaPHl3pnJo0aUJ5eXm1sjuVF4ZhyNXVlc6fP09paWl08eJFmjVrFmlra9cJUSg7O5suXLhATZs2pbi4OCJ6jZSUkZFBUqmU4uLiyNHRkVq1akUBAQHUunVrKigooAMHDlB8fDyNGTOG8vPzae/evUrbJnqPCohMTU1p5syZFba9evWq2ovq6+tLM2bMIEtLS5JIJBQUFKSwAxCLxeTj41Nh28CBAykxMZGkUin17NmT225oaEg2NjbE4/FIKpXSgAEDSCQSUUJCAi1fvrwS448iqMby8xw/fjylpqbSTz/9RIWFhRQfH0+tW7cmDw8PMjAw4Ki/pVIp5whUkdzcXFq4cCFt376dUlJS6NGjR5Senk4ymYycnJzIx8eHrl69Wuf2JRIJhYaG0qeffkpLly7lttvY2NDcuXPpyy+/JCMjI+rWrRtt3LiR8vPzydLSkqPcflt27NhBJSUlJBAIaPHixRX2ZWdnV6Clr0oMDAw4pN558+ZVWQUpkUiUfnGnT59O3333HeXk5NDu3bvpxYsX9Ouvv9LXX39dZ8i7srKyCsjKLMvSgAEDiGEYjvWqVatW1L17d+rWrRv5+/tTu3btiM/n0/Tp0+n58+f0zTffkImJCbm5uSln/F1PBeTTAbFYDDc3N4WHUNOmTUNaWhrmzZsHX19fpXgAWJatVPATHh6OUaNG4fLly2jTpg1+++036OjooEOHDnB0dIS3tzesrKwQFRUFmUymcAKNQCCodOzChQvRtGlTtGzZkot1CIVCODk5wdXVFQMHDsSWLVuwb98+dO/eXe1JUCzLwtLSEjY2Ntxwct26ddiwYYPCxTVaWlpYu3ZthW18Ph8MwyA6OhoHDhzAgQMH0KhRI1y8eBHJycl4+vQpjh07hgcPHuDatWu4ffs2nj9/jocPH9Y61H/7Gg4aNIiLnVSl8mKa8PBwhISEqJXrwM3NDXw+/+01+Crv/YABAzgm4ar0bRLTMWPGoHPnzjhz5gw3FejTpw8uX76MTp064euvv8bDhw9RUlKCFy9eYO7cufjwww8RGhqKNWvWQCQSwcTEBKamplXB1TW8mEBN+umnnyI+Ph6+vr7w9PRUmQzE0tIS2tra3JKjPOqspaUFPp8PbW1trFmzBoWFhXj16pXCc1WGYSrFKSwsLGp82b766iv07dsX5ubm9QavNXnyZPTr10+ppa3qItO7d++Gra0tmjdvjtmzZ3PXLCcnBzk5OSgpKUFZWRkmTpyI+/fv1wkW3MDAoMZlYFtbWyxYsABPnz59Z3UHDMPAwMCgRrj7t58DY2Nj6OrqwtLSEt26dcOkSZNw6dIlLF26lMt7OHz4MB4/foyioiK4ubmBYRh89913FQKSLMtWdS//XU7gww8/xPXr19G5c2eNswERERYtWoSCggI8f/5cY1mJenp6sLS0xJw5c9CjR496fWAFAoHarqOWlhYYhsEXX3wBBwcHHDlyBP7+/rhy5QokEglKSkpQUlICU1NTLF68WCP9mTp1KvLy8uDv7/9OIMri4+Oho6OjUnIXj8fDoEGDYGpqivnz52Pjxo345JNPsHTpUtjY2MDY2Jjrm76+PmbPnl1bm/8OJ6Cnp4fAwEDcv38fycnJePHiBezs7DR6Q1mWRWhoKGQyWa1Ap3Udujs6OuLatWvYvXt3peWi2lTV+ngbGxu1kZ727t27EmipnZ0dli1bhsuXL3MJO9u2bUNqaqraHbiTkxOOHz+OW7duobCwUOGlYkVHdrVNK1xcXHD79m1ERkZyzlDVPgmFQixYsADHjh0Dy7IVMgGXL18OfX19iMViRZLI/h1OgOj1Ul50dDSys7PRrVs3hX9XVxaijz/+GAkJCYiJial1ia5ly5ZKv1BaWloIDg5GXl4e/v77b6XPc+HChXUqWJEvPar6kNamXl5eyM/PR0lJCVJTU3Hy5MkaQVi0tbXr1B+GYdClSxdIJBLIZLIK5bfVKY/HA8MwGDVqlEKZmGfPnoVQKISNjQ2sra1hY2MDIyMjbgi/bt06FBUVQSqV4tq1a2q5frq6urh8+TJCQ0Ph4+ODkJAQtGjRgtu/d+9eHD58GIcOHaqtrYbvBPh8Puzt7dG6dWt89913OHv2LKZMmaIwZdfYsWMV9szm5uZwc3ODm5sbfv31V8TExMDLy6vW3y1evBj29vZKpfaKRCJ88803SEtLU0siS20vioWFBVxdXeHt7a3RUZSzszOICK1atcLFixexf/9++Pj41Do879q1q9LVcsbGxvDz88PJkydRUFCA5ORkDBw4sNbfGRkZKR005PP5HN2YTCbD+vXrMW3aNMTHx6O0tBRFRUWIiIjQ6H0sr8OGDQPDMIrwVjR8J2BhYYEjR44gOjoaf/31F2xsbDBu3DilM7RqUx6PhwEDBuDZs2dITk7G/fv3lRpxEJFSD7G+vj7++ecfXLlypcpcfnWqWCzG77//jpiYGCxfvlxjdoyNjTFjxgxuuK+tra1RcpVRo0ahrKwMMpkMiYmJGD58uMZs8fl8lJaWQiKRoLi4GOfOncP+/fuRnZ2NO3fuYPXq1fUSp5KrEgVRDS9ZqLwIBAIaNmwYJSYmkra2Nj148IC0tbVpw4YNarfFMAw5OTlRRkYG8fl8mjlzJkVERCjVxrNnzxS21bFjRwoNDaXS0tI68SYqI+3ataNWrVpRSUkJnTx5Uu3t9+nThy5cuEBaWlq0fPly4vNfP2KFhYVqt1Vehg8fTsXFxaSlpUXJycn0+PFjjdmSyWS0ePFikslkJJPJqKSkhPT19en+/fsUERFBFy5c0AitW1Uybtw4mjdvHve3SCQiXV1dysjIULiNWp0AwzCbiOgjIkoD4PJm2zwiGkdEr94cNgfA0Tf7ZhPRGCKSEtEUAP8ofDY1iEwmo+TkZMrIyKC8vDw6efJkrckidRUAlJaWRiKRiFiWJW1tbY3YIXqdFFJaWkodOnSgn376SWN25FJcXExZWVm0ZMkS+ucftdyaCpKXl0dSqZRSUlKI6DU23meffUarVq1Su63yEh4eTl27dqWysjLKzs7WKHqTTCar8OK9S3kbjQuoQ1KZAkP1D4nInYjul9s2j4hmVHFsSyKKIiIREdkTURwRseqaDrAsCzs7uzrz5skxDE1MTLiin8GDB6Nnz56VjjUwMMDChQvRtWtXjfD0yZVhGAgEAnzwwQf1EqTJYICKAAAgAElEQVRjWVappKzqVEtLC3///Xetx4nF4npZpxeJRHj06BF8fX25WMT7rgzDIDAwsD5t1j0mQER2pJgTmE1Es8v9/Q8RdVCXE1BELSwssGXLlir3lS8Zli/DGRkZVTlXZRimVn4+Q0NDLFu2rMK2tWvXonnz5mq/gaquOatbeTxepaBi9+7d1Vp9qIwyDFNr0pFQKMSFCxcqbAsKClILclJdVV4FWE+qdieQQER3iWgTERm92f4bEY0qd9xGIvq4Pp0AwzD1lmVXVTagjo6OxpJTVAUT0bQKBIL3njvwbYcvzwh91+dVT6pW3oG1RNSUiNyI6AURrVC2AYZhvmQY5ibDMDfreA5VCoBKFXwCgUAjrDMAKgW8SktL5Y5N7fK+oxSXlpa+91Rlb1cLFhUV1any798kdXICAFIBSAHIiGgDEbV/syuFiKzLHWr1ZltVbawH0A5VECSqIjwej4yNjStsW7ZsGVlZWanTTLW2Vq5cSY6Ojmq3RURVEk78J/+JylLH6YBFuf9PI6KwN/9vRRUDg09JjYFBotfzOnlegI6OTqWhnImJCebOnauW4ROfz69xbdvAwEBl0Eq5sixbYwyCZVkOTq2hqLpSkRXRt+nN/tMqtW4xASLaQa+H/KVE9IxeL/9tIaJ79DomEE4VnUIQvV4ViCGi3go6GYU7YmZmho4dO4LoNcqPJhNQ9PT0agXbVJdqa2s3uJe8Nn27TFaTWhUy0btQdQDcalDf74xBbW1tdOjQoV4uho6ODvr37/9OboS3t3edSmc1rWKx+F9F3iISid7JC6mjo/M+X8f3O2NQJpNVQFbRtK2CgoJ6sfW2vI+BqM8++4w6d+5M+fn5NGPGDI0Sdurp6ZG3tzd16NCB9u7dS/fu3VNb23Z2dvT1118Tj8ejGzdukFgsJi8vL8rJyaGFCxdqNLDapEkT8vX1JYZhaPfu3fX2LKtF3vUoQNnpQHnt1asX/vzzT5VpwRXRkSNH4sCBA5g5c6aqVFAK6ahRo2Bvb8+Bbe7fvx9Lly7l9hsYGCi8ZLh8+XKYmpqie/fuWLZsGfT19SuU2LZq1Qp+fn5ITExEWFiYRvrj5eWFbdu24eTJk4iOjuZAWmuifq9NFy9ezGE7hIeHY9CgQXj06BF27tyJ6OhoxMbGIi4uDpmZmRqjUmvXrh2OHDmCS5cuISkpCfHx8ejbt69CeSbVqb6+PhfrcnZ2Bp/PR6dOndCzZ0/s3r0bO3bswPbt27F+/XoYGxsr0/b7PR1QRg0NDREUFISEhATEx8fj/PnzXJBwxowZ+PDDD1W6sZcvX+b+b21tjc8//xz//PMPioqKkJWVBXNzc2zbtg1t2rTRyIMlv/kDBgyAmZkZbt68CYlEgqdPn3JZj9Ugx1SpISEhMDExgYGBAWxsbMCybKVy5dDQUERFRcHFxQVdu3ZF37591daX1q1b4/79+ygqKuLIXGQyGZ48eYIbN27A19e3Tu1aW1tzWApOTk4wMDBA165dERYWhnPnziEoKAgnTpyAVCpVGqNBEbW1tcXly5chlUpRVlaGkpIS+Pv7w9DQEDweD1988UWd2mVZFgzDICAgAAEBAdi/fz/u3LnD6cmTJxEVFYVFixYpXEH7Rt9vJ9CoUSOFI+29evVCYmIiysrK0LdvX3h4eIBlWY7NpjxlmbL66NEjPH/+nPvb0tISa9asQX5+PmJiYpCbm4vo6Gg0atQI9+/frxHnri7q7u6OgwcPolevXpgyZQr09PTQtm1bjviyNqKTqlSR+b6uri7i4+Pxzz//QCgUqgxUsmjRInh5eWH+/Pl49eoVSktLUVZWhuLiYkgkEhQWFqKoqAgpKSkcM5GqyjAMWrVqhd27d2Py5MkQCoUcpHtmZqZak4KEQiEmTZrE0dHdu3cPfn5+FaoHVYlJTJ48Gb169UJ4eDhOnjwJNzc3jsDl888/R2hoKM6dOwdPT09lYhDvtxMgIo6hZ9y4cejTpw+IXq8ATJgwocKNDggIQElJCT777LMKndTT00NqaioSEhIwderUWh8YPp+P5s2bc1Hsq1evorS0tMIQy9/fHxKJBGvXroWlpSW0tLSwaNEiHDt2DFlZWVi4cGGtOf/y+oCxY8di3LhxVR7D4/Hw8ccfo7S0FElJSfD19eVuro6ODkdCUVRUpHbMAYFAgLNnzyIpKQm3b99W+vft2rWrVH8hT4fl8/no3bs3EhMT8c0334BlWTRq1AgBAQF49eqVRiDA5EAhAoEAR48e5a6dn5+fUu00a9asWpg3IyMjREdHo7CwECEhIWrPlGQYBitXrsT48eNx/Phx/Pnnn5wNhmEgFAoxY8YMpXAhqSE4AXNzc3Tq1Am6uroVvGj59WZra2ts3rwZ06dPr9TJuXPn4saNG5BIJNi6dWuNF6R58+aYNWsWdHV1ufY9PT1x48aNCt68R48e2LFjB1xcXODg4AAdHR2YmJjg2bNnmDlzJp4+fVojISnR66FqbaQXLVq0QHp6OvLz8/Htt99W+BJfuHCBg+Xas2ePWh82lmWxefNmvHz5EhKJpFquxJp+XxMoh6mpKZYuXVopjtK4cWMkJiYiNTUVERERHAuUul4goteISxkZGSgrK0NBQYFaV5/09PQQFhaGX3/9tcbzqOsStoGBAVauXImnT5/CwMAA/fv3rzCSCQoKwuPHj5Wd5rz/ToDo9bB05MiRFQI5AwYMqLWDLVq0QElJCaRSKXJzc7Fw4UKFLkxAQAD8/f3h6OiIVatW4fLlyzV6VktLS1y4cAGlpaV48eIFLl++rPTcr6r2bWxssHfvXhw6dAhbtmzh4KybNWvGcdLFxMTAx8dHbQ+yqakp3N3dMW7cOFhbW+P8+fNKV0w2atQInTp1gpaWllLD35CQEFy7dg2xsbHIy8vDn3/+qZY+8fl8WFlZcSORoUOH4uXLlzh58mSdgT4MDAyqdHQCgQC6uroVAtOWlpZwdHRUeZnw22+/hb+/P+zs7DB69OhKxVoDBw5EVFSUWpzAe7NEKJf8/Hzatm0b97ebmxsdOnSo2uNNTU3JxcWF1q1bRyUlJRQbG0sHDhygH374odKx7dq1o5s3K5YqbNmyhYiI5syZQ9evX6eZM2dWm//+wQcfkIWFBbVu3ZouX75MR48epcjISKXBOQQCQaU8+6KiIoqKiiI3NzeKiooiU1NT6tGjBwUHB1Nubi7t2bOHrl+/ThcvXlTKVk3i6upKRkZGtGHDBnJ3d6e9e/dScHAwDR06VOE2UlNTKTU1lezs7KioqIhEIhG9ePGiRuYooVBIL1++JDs7O+LxePTkyZMqsQ2srKzo+fPnStUjlJWVkaGhIdna2tKRI0eouLiYSktLqUuXLnWuH3F0dKSXL19yGAlEr8FgDAwMyNramnx8fCg+Pp4A0AcffEClpaW0ePFilYBFfvrpJxo6dCjNnz+fXr16RXp6erR69WoiInJwcKDi4mLas2ePepa63/Uo4O2RQHkdMmQIPv/88xrn3NOnT0dCQgKkUimePHlSJTaAXIcPH16thx48eHCNyy18Ph87d+7kwDJVCWaZmppW2SdXV1ds3boV+/btQ3x8PFasWIENGzZgx44davlK1qTjxo3Dpk2bKpBe1kU9PDxqXbocOnQojh8/jlOnTiElJaVaQNA2bdqoDNN16NAhJCQkYOXKlZgyZYpar5mWlhb8/PywYcMGZGZmIisrC8uXL1c2Yl+tGhsbY8mSJQgMDMQnn3yCfv36oWPHjli0aBEePHgADw8PZdtUaxVhvUhRURHt2bOnyq+KkZER97W0srKi+Ph4Wrx4MV24cKHa9sLCwggAGRoaVqI8KyoqqvGLA4AYhiEAlJqaqlKSS3V2ioqKSCgUUk5ODqWkpNDff/9Ns2fPpvDw8Drbqk6MjY2pZcuWZGpqSnp6erRz507asGEDzZkzR6V2b926RUVFRTRixAhiWZbatm1bYT/LsuTp6UkGBga0bNkyysrKIpFIVGVbUVFRKsN0rVmzhqZOnUqzZs2iefPmVaKfU0XEYjH16NGD/P39iYgoMzOTLl26pDDiFY/Ho+Dg4Gr3y2Qyun//Pm3evJlGjRpFrq6u1K1bNyoqKqIbN27QV199RYaGhir3472ZDhgaGlL//v0rcPvVhLfXo0cPCggIoGbNmtGjR48oIiKCtm7dqtCQr7i4mM6fP19h29GjR2v8TUBAAJ0/f54ePnxI586do6ioqFrtVCeZmZlVbn/58iVt27aNCgsLKSsri54+fUr5+fm0Y8eOOtuSy8cff0z79+8nqVRKFhYWFBQURLdu3SIbGxs6dOgQRUZG0pUrV4hhGFq9ejVNnjy5zrbWrl1LvXv3phEjRlBeXh5duHCBdHV1SV9fn0xMTMjDw4OMjY2pY8eOlJaWRo0aNSJ/f386cOCA0rZ69uzJTV9CQkLoyZMnRPR6miiTySgjI4MePnzITb+ys7Np3rx5aoEHA0ASiYTy8vIoLCyMkpKS6PLlywpnhMpkMjpx4kS1+7Ozs+nixYskFotp2bJl9PjxY9LS0qKSkhKaP38+tWnTRj2Vpe96KiCfDrAsqxDKiqGhIVq3bo3JkycjJycH2dnZSExM1DgBSUhICI4cOYIzZ87Umb9AERUKhejQoYPaWY7KIzILhULY29tj8ODBmDRpErc6snTpUojFYmzcuLFONgYPHgxnZ2cucJqdnY2jR4/i559/xvDhw7Fz504kJSXh5cuX2LVrFy5duoQ7d+7giy++qDNidLt27fD8+XP06NGDm4a0b98eo0ePBp/Ph7m5OTf1SktLw8yZM9VWu8Hj8eDg4IChQ4fC2dkZ2traGkEZfpsdSl9fH/v370dsbCwsLCyUaathrA7UpnZ2dli9ejXOnDmDvLw8vHr1Cm3atNFo0Ya2tjb++OMPJCYmwt3dXeMFInw+XyMIPXLOuvIPV/mI/uPHj6Grq1shWUoZFYlEYFkWJ0+exMOHD5Gfn4/x48eja9euMDY2RlBQECIiIvDy5Uvcu3cPERERePLkiUqJSSzLwsjICMnJyRWunzyav2HDBjx69AiGhobIzc1Ve3kzwzBo3rx5BUi5uqYLK6o+Pj64du0aEhMT0aFDh39XspAi6uXlhfT0dI5lpqysDDdv3lRbMOZtdXd3R0REBPLz81FUVFSB+UWdam1tje3bt2PlypUae3hqci4LFy5EUlIScnJyVM6sY1kWW7ZswbBhw8Dj8cDn8+Hp6YnLly+jqKgIpaWlSEtLQ1JSEpcGrcx1ejtdWygUcufMMAx4PB5GjhyJwYMH48iRI8jMzERubq5amYlZloWhoSG6dOkCotdBzH379uH06dPK5vMrrXPmzEFhYSGioqJgYWGhshN4rwODb4ulpSUFBARQQUEBh2f/5MkT8vf3r3GpRF9fn1iWJT09PaVt6unpka2tLYnFYho0aBBFR0cr/LvahGVZIiJq0aIFRUZG0sCBA0lXV5fEYrFCNoRCIbdUVZuYmppSaGgo6erqUuPGjcnc3JwsLCxIV1eXiIhycnLIw8ODDAwMVKpyFIvFZGFhQZaWluTu7k6Ojo60YsUK8vPzo5YtWxKfz6esrCz6/vvvycHBocZAblWSnJxcIR5jYmJCSUlJZG5uTtbW1tSpUycaNmwYLV26lNatW0ceHh7Ur18/MjAwUFtln6GhIQUGBpK2tja5urqShYUFZWZmEsMwtGjRIsrOzlaLnepEIpFQTk4O3b17lzw8PKhNmzaqNfiuRwGKjgSEQiGWLFmCL7/8EmfPnkV2drbCyyTffvstGjdujEmTJinsNVmWhaOjI1xcXBAcHIyYmBh8/PHHCg9dJ0yYUOOQ3tzcHA4ODnBxceG45gsLC3H//n2FATLatm2rcHwiLCwMCQkJ+Ouvvzh7ubm5mDNnToWvbPnrIye/VKT98rp8+XKEhITg2LFjiIyMxNWrV5GZmYnY2FicOHECbdq0gYmJiVqmVfJsx7t373LpwWVlZdi4cSOWLFkCb29vbNmyRa3gMwsXLoStrS2MjIzQoUMHzJ49G3v27MHly5cRHh4OIyMjtdmq6rlcvHgxEhIScPDgQWVjKQ17OuDi4oI9e/bg9u3bCA8Px6JFizTKB9C4cWPcvn0baWlpSEhIQP/+/TFixAiYmZmppf0BAwZALBbj2LFj3MMrk8mwevVqjfXp77//RlRUFHJzc7FhwwbMnz8fgwcPrvZ4bW3tOlXf6evr4/Tp01i7di2SkpIQGhqKjRs3Kp2SrKhGR0djxYoVyM/Px+7du7F161Z8+umnGruObdu2xe7du/HNN99w4DR+fn74/PPPYWhoqDG7QqEQHTt2xD///IPS0lLMmTNH2RhHw8gYfFt69epFp06dosaNG9OWLVvI09OTbty4QQcPHtSYTZZladSoURQXF0fNmjWjFy9ekFQqpe3bt6vNRkJCAkmlUlq7di317NmTZDIZxcfH0+nTp9Vm4225evUqXbhwgUxMTGjp0qW1Hl9YWKg0fRjLspSbm0sHDhyg/Px8ioqKotDQUDIyMqo2H0BV+e2338jS0pKWLFlCixcv1oiN8mJgYEClpaXk5eVFK1euJCKiU6dOadyuhYUFTZgwgXx8fKikpISSkpJqzMxUVN57JyBPFomIiCAvLy8iep0oJE/c0ZTk5+cTAMrLy6OrV69SQkKCWtuXJwwdPnyYZs+eTRMnTqTAwEA6cuSIWu2Ul7Vr12qs7bdFnuIqFAqpZcuW9PDhQ43Z+v333zXWdlVSXFxMq1atIhMTk3q1m5eXR7t27aIrV66QVCqluLg49TT8rqcC8umAvr4+Pv744xqHM2KxGH5+fvVGa9WrVy/4+fnVCUlImVwCoVCoMhDK+6osy6ptCvWf/v81reMS8vsdE2BZFqamphVOesGCBUpDSTdu3FhtFWm1qYmJCXbu3Flh2/z582FnZ1ev1NT/6f/fj3d9Du+5VukEGE0OqRWVN1HiSqKrq0uFhYVKVZHxeDzS09OjnJwctZ1fdSJfniu/JKSrq0tFRUX1Rk39n/y/aHqK+C+QW6iC7Oe9dgL/NpHXNdTHNWcYhhiG0TgtGMMwxOPx/nN6CgjLsgTgXVK1VekEGlSy0PsmPB6PjIyMFD7e1dVV9cQOBaVnz540ePBgjdtp27YtzZ8/X+N21CWa4KRU1FZQUBD17t1bI7b09fXr/uN3HQ9QNE/gXahIJKqRatvExKRWGLP/9N2omZlZlTGCqtbxlY3fKMqspKlU9reVYRgsWLBAkWPf78Dg+6hyuPF3fR7/qfI6YMAADmDG2Ni4xuxEPT09pRxB+SzLBqb/OYHq1NraWuOVX7WpiYlJvVGjGRoacriNDg4O6Nu3b6WU4Yaq5QuJ5P1xcHBQ6iWvKVW6Y8eOCmFevqfaMDMG35YmTZrQ6NGjSVtbmx48eEB2dnZkZmZGMpmMZsyY0SCjwzo6OvTzzz+Tt7c3de3alV6+fEkymYx27txJiYmJarcnFArJ29ubnJ2dycHBgdq0aUNPnz6l6OhoCgkJUUsW2vskT58+fden8H7Lux4F1DYS6NmzJ1cfvm7dOnh5eSE3NxeFhYVISkpCbm4u0tLSUFpaip9//rlePatIJOLQf0UikVJ18Y6OjvD09ISWlhaOHz9eoX4gISEBmzZtgq2tLYfVr65zFggEMDY2xm+//Ybs7GxkZ2cjPz8fJ06cwI0bNxSmNqtOg4ODudyO8nUH3t7etSaDvc8aFBTExQLK4zC6u7tjz549OHDgAPbv34/du3drtH5ARW2Y0wF5tRmPx0OLFi3g7e0NqVSK0tJSFBUV4YsvvsDjx49x+/ZtODk5wdjYuF7mbGfPnsW1a9dw8eJFuLm5wdzcXKnMOC0tLejr60MoFKKkpAQlJSWQyWTYsWMHWrZsCQsLC4SFhSEjI0NlNqDyyjAMmjZtivT0dI7VaObMmdi8eTPS0tJUBt1o2rQpd75yx9i7d2+EhobizJkz6N+/P0JDQ9WOnFRerayslKKI8/Pzq7Xyz97eHnv27MH169c5TAl7e3vcvn2bo1WTyWQICQlRO3BJeWVZFizLQk9PD3w+HwMHDoShoaGiTFgN0wnIVSQSYePGjVizZg2eP3+OlStXwtraGgKBACYmJnj+/DnHYKTu+b29vT0mTpzIXWhXV1c8ePAAMpkMpaWl2Lp1K2f77d8aGBjgp59+qrJdMzMzCAQClJSUIDc3F8uXL69w7t7e3khPT6+AmlOTGhgY4MSJEzUeo6enh6dPn3LnvnDhQojFYujr6+Pq1atISEhQ+XqtX7++woiidevW+O6772BiYgKxWAwjIyNcu3ZN4fskFotx8+ZNpV6U2lih3n62aouHjBgxAs+fP4dUKuWcXKtWrVBYWAipVMrxEaanpysEk1cXbdWqFUJCQtC+fXuIxWIMHToU27dvR3R0NG7duqVI6nnDdgIsy6Jnz57cDZYPkeV0Ym5ubti3b5/SF3bo0KEc5dnb6ubmhhcvXqCkpARpaWkcikzHjh3x6tUrzvtnZmZi2rRpNZ47EcHCwqISJtxHH32E9PR0TJ06tdKw/88//0RJSQkkEonC/ZEHxgICAqqE2DY0NERqaipOnToFoVDIOS4ejweRSISMjAyVH1b5OZQP0sn7xrIsvvvuO2RlZWHjxo0KByMVeanFYjEGDRoENze3SnbLt1OX2pM9e/agrKwM4eHhXL+cnJyQlJSEFStWQCwWY9asWejcubNSDkgRNTY2Rk5ODnJzc7FmzRqu/eHDh2P69Om4d+8eYmJiFEFpathOoLyW/+K2b98ecXFxKCwsRExMjMJt6Ovrw8XFBdra2lXCThkbG+PIkSOQyWQoKSnBwYMHuZEAn89HUVERB2Cxfft2lV6Y+Ph4LF68GK1bt4auri637+bNm5DJZEhKSlLLw8QwDObMmYOysjLcvXsX7dq14/aNGzcOS5YswaVLl9T28D5+/BhEr3EJ5MP/VatWcVMfdQJ9EL0Gann+/Dl27doFMzMzeHh4YOvWrRXoz83MzGod+svpw+TPhZmZGXx8fHD06NEKuQfyDxARYcqUKYiOjkZKSgqCgoKUjuPI2Yze3i4Wi3H+/HlIJBLEx8dj/PjxFZ6dESNGICQkBLNmzVIkV+Df4QTEYjEaN27M3Uw+n4/ff/8dJSUlNQJkVKejR4/GoEGDKm1v0aIFpFIpiouLERkZieDgYA7ReMiQIRzG4ZMnT+Dl5aXSw9uqVSucO3cOkZGR+Pbbb7nte/fuxatXr7jhp0AgUBZdtkpbkZGRuHPnDn788ccK+86ePQsbGxswDIPGjRtrhM6bYRicOnVKI05AX18f69atw4oVKyq9hGZmZnBycoJEIsGVK1dqbcvc3JwLZFpYWKBPnz5o2rRpjdV7o0ePRnR0NJ4+fap0HKd9+/aYPXt2lW0WFxcjKioK3bt3r7Cvc+fO2LlzJy5cuIDRo0crYuff4QSEQiGMjY0xfPhw+Pn5oXfv3oiPj+fAK9X1oHp5eeHQoUM4fPgwjhw5gp49e8LBwQGdOnXCy5cvkZ+fj3PnzlU731dUWZbFrl278MUXX1T4MhO9HtIHBgZyD7S5uTnGjBmjUr+WLFkCDw+PKlGZPvvsMwQEBEAoFGLmzJmYNGlSpWOUGeq+Df1mZGQEX19f3Lx5E/n5+So7gXbt2imUlde8eXNMmDABISEhyMzMRFBQUKVjLCwsqn3Bx4wZg48++qjGF7tZs2bo1asXHj16hOvXr6ttSrB//35ERkZW4ta0trbG4sWLsXr1ai5GoEB7/448AaFQSPb29hQREUFpaWl0+vRpsrW1JYlEUoG4RFnR1tam4uJikslkZGtrSyYmJjRgwABq06YNmZub04sXL+jHH3+ktLQ0ysvLI5lMRiNGjKjAT0dE5OTkRElJSVRUVKSQXX9/fzI1NSWxWFyJK7Fbt240ffp0kslkNHLkSDp69CilpaXVuY8AaOnSpQSAvL29KTY2ltvXs2dPGjJkCI0ZM4bGjBlD8fHxlJeXV6kNoVCocB6Bh4cH3bp1iwQCAZmamlKjRo1o5syZ5O7uTomJiSoX0nh4eJChoSGdOXOmygImd3d3kkqlNGnSJFq7di3xeDxKSUmpRDxD9Bq1Jz09vcpzioyMpEaNGpFQKCSJRFLluXz22Wf07bffEsMw9Omnn6oE1ioXPz8/4vF4NG3aNMrMzKQWLVpQXFwcicVicnBwIAMDA5JIJHTnzp1qz0sRqbWAiGEYa4ZhzjAM85BhmAcMw0x9s92YYZiTDMM8efOv0ZvtDMMwvzIME8swzF2GYdzrfHZViEAgIBsbG2rXrh2NGTOGTExMOLqyb7/9Vi02AHCMRImJiZSUlESNGzcmExMTysvLo8ePH1NwcHAlB0D0uqhImSKVFStWUOvWrWnmzJmUn59fYV94eDgVFRURy7Ic48yiRYuoQ4cOdepXcHAwjR07lr788ks6duxYhX19+/alw4cPU1ZWFq1atYr8/f2pUaNGldqQozqLRCIKCgqq0d769etJJBKRn58f9e3bl9q1a0fnzp2jO3fukJ6ensrFPOvWraPhw4dTSEgI15aJiQmNHDmSPv74Y3J2diYej0fHjx+nsrIyWrFiBRkbG3O0YeUlMjKSSktLiWVZWrBgQYV9LMvSvXv3Kt0fIiJbW1uaM2cOde/enViWpbKyMjp79qx8hFur1AS5xjAMzZs3j65cuUJeXl7UpEkTEolExDAMFRcXE4/Ho3PnzqnucBQYqlsQkfub/+sR0WMiaklEy4jouzfbvyOipW/+34eIjhERQ0QfENE1dU4H9PT04ObmBhsbG2zYsAFTp07Fw4cP0a9fP5WGXePHj68WwERPTw86Ojpo3bo1li5dioCAALWk2Pbq1QsSiYSbp8qHz4aGhujUqRNCQ0NhaGgIhmHQvXt3tG/fHoWFhQgODlba1vKJF8gAAB+NSURBVC+//IKSkhJkZGTg1KlTFbDxJ06ciHv37uHPP/+Es7Mz9u3bh5MnT6Jv377Vtsfn8+Hn51erXT6fj2bNmqFFixYYN24cevbsiaNHjyIzM1PhJUI+n1+JtFR+/W/fvo28vDxs374dRkZGOHjwIK5cuYKHDx/i2LFj2Lx5M9avX49vvvkG6enpSElJQcuWLau1xTCMwmjP2tramDp1KvLy8hATE4OXL1/i4sWLSqENK8LxwDAMl9ounxouXboUd+/efTcMRER0kIi6E1EMEVmUcxQxb/6/jog+KXc8d5w6nIB82adfv3745JNPoKOjgwULFmD37t0qvZjW1tY1zvkcHBxgZGQEd3f3KqO4dVFTU1MUFRWhqKgI69atAxGhe/fuCAsLw7Rp0/DVV19xiScGBga4dOkSTpw4gRkzZihta8aMGSgpKUFpaSlu3rzJzVk/++wznD9/HhkZGUhLS8OiRYtw9uxZXLx4Ue0kGgYGBtDV1cXp06chkUgUjgnIX4K3t1tYWODEiRM4c+YMPvroI5w7dw75+fnIyspCcXEx8vPzUVBQgPz8fLi5uSEuLg6tWrVSW39YlsXQoUMhlUqRk5ODoqIi9O7dWyPsUeXV0dER4eHhGD9+vLKQ8Ko7ASKyI6IkItInouxy2xn530R0mIh8yu07TUTtVHUCAoGgQgRUS0uLuwBt27bF8+fP4e7urrEL/80332DSpElqTwndv38/Xr16xb0Q9vb2WLVqFbp27cr1j2VZ3L17F506dcLRo0frlJGmpaWF2NhYZGdnw97enkss+f7777Fp0ybExsZCIpHA3d0daWlpMDc3V3v0Xq6nT5+GVCpVuX05BZmRkREePHiAVq1a4caNG9i4cSNSU1ORnp6OzMxMSCQSmJqaIjExUe196dWrF0pLS1FcXIyCggIuR0GTOm7cOCxfvrwuqzeqOQEi0iWiW0Q06M3f2W/tz1LGCRDRl0R0840qdMOr87CHDh2CRCJR2+pAefX19cXUqVPRp08f9OjRQ2EqK0W/BgKBgBuBNGnSBHPnzsWvv/6KZs2awdzcHDweD1FRUTh69Cj4fD66deuGH374oU59EQqFHF+gnZ0d1q1bh9zcXBQVFaGsrAzFxcXIy8vDqFGjNPYAT5gwAampqUhLS1NrZqf8Gjo5OWH37t2Iioriplrffvstnj9/rrTz1NXVrTX7r3fv3igrK+MSx8onIhkaGuLYsWNqvX5CoRBz587FwIED6/L7ujsBIhIQ0T9E9E1Vw3yqh+nA+fPnYWRkBBMTE05FIhH09PRw9+5dJCUl4ciRI2q72Nra2jAwMMAPP/yAq1ev4o8//oCLi4tCv+PxeAgJCVEoYcTU1BQMw6BDhw7Yt28fpk+fjrS0NFy+fBmOjo4wNDSEtrY2MjIycO7cOezZswcjRoyoc7+sra2xZs0a5OXloaCgAKWlpSgrK0NWVhZSUlJULiCqTUUiEU6fPo3t27erlRtQrm3atEFGRgby8/Px6tUrhIaGVgKwVafK4zppaWlITk6uNBoViUSwtbVViy0ejwc/Pz9ViHfqtkTIvA67biSiaAAry+0KJ6LPiCjkzb8Hy22fxDBMGBF5EVEOgBe12alN9u3bR2fOnCEXFxcieh2FHzNmDHl6elJxcTFlZWXR8uXLVTVDRETGxsYUEhJCR48epQkTJpC2tjbl5eUpFPGdPHky7dixg7777juFbKWnp5OJiQmdPHmSiIg8PT3phx9+ICsrK2IYhv7++2/6/fffaeTIkXT8+HGV+kVElJqaSsnJyRQdHU26urqUkJBAQqGQpk+fTkVFRWrj66tORo8eTWZmZnTx4kWNYO2VlpZScnIybdmyhVavXk1SqVSj+Ic5OTl07do1ysrKogULFhCfz6+wlFhSUqJyObhIJCKpVEoeHh7Up08fioyMpGfPnqnj9F+LAqMAH3rtRe4S0Z032oeITOj1UP8JEZ0iIuNy8YHfiSiOiO5RLfEARUcCU6dOxe+//w6pVIrk5GScPHmSy6Bav369Wiu3OnfuzKUFy2Qy3Lx5Ex07dtTY10TON79y5Up07dq1As21JpTP58Pc3Bx6enr1XvY6ZcoUxMTEcNmX/xY1NTXVCJwYwzAYN24chgwZgmPHjmHMmDH48MMPK6RCK6ENO2Nw7NixWLRoEbZt24bg4GC1ReirUrFYzJWHxsbG1nX+9Z9WoZ06dcJff/2FwMBAlbPqhELhvwINqSb18vLCrVu3EB8fjw0bNuCTTz5RhV+hYWcM/vHHH0REZGZmRubm5lUmbqhLOnfuTIsXL6bx48fTqlWraP/+/Rqz9b8mQqGQMjMzSSAQqB35VywWk7e3N0VERKi13apEW1ubRo0aRevXryei19l9SUlJ9PjxY7XaEQgE9OTJEzpx4gTdv3+fsrOzKSMjQ6023vkoQNGRQH2qs7MzxGIxevbsqVGaaWVUR0cH33//fb3YEolEmDhxosbat7e3V6rARigUKsTWLBAI4OTkVC/XSCgUVijddXZ2VpgtS19fv9IIhs/nVzul7dixI3g8njqmvA17OvA+qkAgqLQurAhKzduqo6NTIx4B0eslUgXRY1RWHo/3Xs3ZGYZRaGVGU+rp6ak0HyWPx8PUqVOr3FdVlmBV2AeqqIeHR1Vxg4ZHQ9YQ5O2iErFYTBKJRKnIN8MwpKenR7m5uZo4xf9ERREKhXVaZdDX139n91QoFJJMJnu7ruA/GrJ3LfVJQ/afqC71ReVWj/IfDdm7ljFjxtDYsWPf9WkoJCzL1pstsVhcb7aUkW7dutHcuXPr/Hs+v4HE3d91POB9jgnweDzo6upqFD22vOro6MDc3Bzm5ubVLoHy+XyNZ/WxLAtXV1e1XcOaagT4fD4mTJjAIUa963uujIpEIlhZWcHQ0JCLA5XHvvzggw8gFAprpLKrZ60yJvA/MxIwMjJSeklKJBKRsbExFRYWauisKoqzszP5+/vTgAEDyMfHp8oviaGhITk4OGjEfsuWLTmG4bt376qlTS0tLfL09Kx2f1lZGa1Zs4asra1p2LBharFZX2JhYUFjx46lTp06UZcuXYiIyMDAgHg8HgGgq1evkpmZGX366afv9kRrk3c9CqivkUCzZs2qjb4aGhoqW5KpdjU2NkavXr1gamoKMzMz2NraaiS3viYdNWqUQvXtVen7lrSjo6ODdu3aoUePHhrJ5BOLxXXCtHzH2rCThYheR1t79+5NT58+JU9PTxIKhdSoUSOSSCQkEAgoKCio2qDbkydPqm1XWTSg6qRPnz4UGxurdMKIjo4OzZo1i7S1tWno0KH07Nkz2rx5c73TgW3durXK7QKBgGQyWa3RcYZhVA562tnZkUQioefPn9e5DSsrK3J2dqZ+/fpRt27dKDw8nBYuXKgw5JsiIl/ReVdibGxMXbp0obi4OLp79y4BqPNqRINxAkKhkFauXEldunShzMxMsre3Jz6fT/r6+iSVSollWTIxMaGvvvpK6bYzMzMVOm7AgAEkk8no+vXrVFBQQJ9//jmdO3eO7t27RwDo2bNndboJlpaWNHbsWLp79y55e3vTkSNHSCwW19sqwuTJk8nb25sSExPp8uXLZGBgQGfPnqXk5GQiIpLJZLWei7rONT8/X2W4LHt7e5oyZQrZ2trS3bt3ydfXl5YtW6ZWJ2BqakpbtmwhAwMDysnJUVu7isigQYOof//+1L59e0pLS6NDhw7RihUr6v7ReNdTAUWnA3JQDDlm/alTp9C/f3+0b98eSUlJkMlkGDt2rMaGUk2aNEFAQADWrFmDoKAg7Nq1C1euXMGyZctUaldedpyamori4mJkZmZi4sSJCmfUrVmzRqVS2a+++oojUpkyZQoePnyIO3fuVEK3bSjq5OSEyMhIpKSkYPbs2Rg5ciR+/fVXtU8JzM3NsW7dOowbN06p3wUHB3M0Zsqqra0t1qxZgzt37iA9PR0SiQSZmZl48eIFVqxYoUgbDTtjUEdHB8XFxRwP4aJFi8CyLLZt24bk5GRIpVLEx8dr7OHy8fFBWFgYEhMTYWdnh7Vr1yI3NxePHz/GrFmzqv2dqalprcASjo6OKCgowPbt22FpaanUaoSZmVmd4ayGDRuGnJwcjpKsadOmsLKywoEDBxTC5ldFHRwcsH37djx9+hQ3b97k0pQ9PDwqYQAKBIIqYcKrutYPHjxAfn4+VqxYAW1tbWhpaaFfv34YO3asQnELgUCAyMjIWo9jGAZmZmZKA6OYmJjUqXDKysoKV65cwfPnz/HkyRPEx8dz0HT379/H8ePHFWmnYTsBXV1djkBz+/btXABLKBTCw8MDurq6mD59ulIXlmEYjB8/Hp988km1+x0cHLBp0yakpaUhMDCQWwratWsX8vPzkZubizNnzsDHx6fah0wedAwICMCnn35aYZ9QKMTBgwdRXFyM8PBwtbxgijiFrl27cqOq9PR0eHt7g2EYMAyD+/fvIz8/Hw8fPlSoXmHQoEEIDAyscp+WlhZatmxZ4dowDIPDhw+joKAAKSkpuH//Pvz9/blzr+o6KvLiWFhY4N69exg0aFCFACePx1Mq4FlTQFbOOWlubo6LFy9WuNby8+7cubPaA6UODg64c+cOJk6cCBcXFxw4cAA3btxARkYGTp8+jREjRqB9+/a1tdOwncCsWbNQVlaGsrIybNmyReXIuZubG9auXVvtfjMzM0ydOhWPHz9GVlYWXr58ia5du3L7RSIRSkpK8H/tXW1MVNe6ftZ8MsO3OApFBLEqapQiclExGLH1Vq1iDeoprRiEVoO1alKN2lhpYnNs8VZj1MbeKFGjntZW6hG8yq1aqdZKq/QIiHqUCypVYfADEXQGeO4Phn0YYWD46sBxP8mb2Xvttdd+Zu29370+3vW+lZWV3L59O4H6yERttXGvqqqSlNuxY8ea2AC01SYgMDCQu3fvbjGPwWDgN998Q7PZzNraWiYmJkoviUKhYE1NDc1ms6SU+vTpQ3d39ybl6HQ6hoeHU6VSWXVfdDod/f39OXXqVMl12b59++jh4UEnJycuW7aMeXl53LFjBwsLC7lkyZIOvyRqtVqK2LRu3Topfdq0aVZrOWyFnbNXGl68iooK1tXVWSnulJQUjhgxQtp3d3fvNJsONzc3Tpo0iUB9VKIrV67wypUrLCkpYXZ2NrVarT1dnp6tBNavX89bt27RZDKxpKSkUx6cBmn89Wl4oDMzM7lx40beu3eP5eXlvHnzJidMmECgXuNrNBoWFRXxzJkzdjXf9Xp9k3XgAwYMYHV1tRTu7OrVq03Cqq9Zs4ZKpZJCCPbp06dNC1l69+5ts7kaFBTE48eP8/bt25wyZYqUPnjwYNbW1jI/P9/u60RERFiFctu9ezdLS0slpyy1tbVWbuHj4uKYk5PDQYMGMSgoiEePHu2U+xgUFMQLFy5w8+bNzR5XqVTcs2dPk/BrzYlWq21i5OPv78/bt29LvgsLCgqafEiio6Op0+moUqlYVVXF1NRU6VjjQLq2pC0tiL179zI7O5sZGRl87733uGXLltbO6dlKoCE4aGlpqd0KQKvV2jXA5ubmZpVPqVRyyZIlvHHjBp88eUKj0cj8/HxOmTKFgwYNYt++fanRaFhYWMivv/7aLi/HISEhnDdvnlXauXPn+MMPP9BkMjE9PZ3jx4+3eb6zszN37tzZppgD8fHxkuJqLAqFgt7e3kxISODOnTulr9fQoUNZVlbGp0+fdii82pUrVyTPTA1hu9PS0ujr60snJyf6+fkxJSWFOp2OQog/bfmvWq1mWloaFyxY0GrewMBAJicnS/sjR47ktWvXePr0aZrNZn7//fcMDg62eb5KpaLZbObhw4elNF9f3xY9OalUKqrVavr5+bXagvDz82NycjLv3r3LXbt2NQlhZ0N6tsXgkSNHQBJPnz7Fw4cPW8xrMBgwYcIE6PV6u+zSKyoqoFQqoVDUV8e8efPwwQcfID8/HySh0WjQr18/vPvuu4iKikL//v3xzjvvQKfT4caNG7h48WKr18jJycHevXut0vLy8nDw4EE8ePAAn3zyCUJCQqRjI0aMQGRkJDQaDYQQiI+PR2hoKE6fPt3qtRqQmpqKO3fuwMXFxSq9rq4OSqUSRqMRBQUF8PHxgRACY8aMAQDcvn27Q9GcamtrpemqBp+FwcHBWLVqFZYsWYLJkydDpVIhPDwcffv2bTEKT2ciNjYW2dnZKCwsbDVvYWEhkpOTAQAuLi5ITk5GQEAA0tLSUF5ejrfffhuRkZFS/rCwMERFRWHo0KFQKpWIi4uD2WxGcXExXnvtNSkEWkvPbk1NDcxmMwYPHtzknj2P2bNnIyAgAL/++ivS09Otwte1FT1CCQghsGXLFgBAdXU17t6922J+f39/rF+/HiNGjLB73r5hwUxUVBQiIiLw5MkTeHp6orq6GrW1tcjPz8fly5fx7bffIj8/HytXrkRFRYXkINQeeHl5wcvLS9p/+eWXsX37dmi1WsycORN6vR5hYWHw8vKCwWBAUlISXFxcoFQqsWnTJvj7++Pjjz/Gm2++aXcoMicnp2YXA9XU1GDYsGHQ6/W4fv06hBBITU2VFG2DGWx7IISAXq+HyWSSjLB0Oh1CQ0MRHx+PcePGwWQyYeLEiZg7dy70en27rwUAiYmJdhl7bdy4EZMmTYK7u3ubylcqlSguLsazZ8/wxRdfwGw2Y82aNTAYDFizZg2WLl2KV199FdOnT4evry+EENi2bRu0Wi3mz5+PuLg4xMbGwsPDw67r/fjjjzAajZg4caL0YfLw8EBCQgJiYmLwyiuv4MyZMxBC4NChQx12pNpjjIUAoKysDFVVVa0qAYVCgZCQEEycOLHZ4JOurq6YMWMG9u3bJ6XNnj0b6enpuHfvHtzc3HD58mWcOnUKDx48gK+vL/Lz83H27FkEBQVhwIABUCqVOHr0aJtWij179sxq38/PD0IIODs7IzExEfn5+Th48CAiIiIwc+ZMREREYNOmTUhMTMTChQuxfft2qFQqVFdXw2g0Nilfo9FgypQpOHz4sJRmaw1Ar169EBUVBaPRaLVctq6uDrt27WpVeQoh4OnpaWVolZSUhFOnTiE3Nxe9evWCyWTCihUroFKpUFlZCbPZjLCwMCxYsAAGgwHfffcdMjIykJ2dbVV2v3798PDhQ7tcyH322WeIiYlBSEgIFi9ebHXMyckJNTU1kvHRp59+iuHDh7f41VQqlUhOTsbatWultOjoaAgh8OTJEzg7O8NgMGDixIkYMmQIfvnlF4wYMQJ3796FWq3GwIED0b9/f5SUlCAwMBB37tzB5s2bodPpMGvWLFy6dKnVrzZJrFu3DtOmTcP169dRXV0NZ2dnjBkzBmVlZdi6dStycnKg0Wig0+nQv3//Vuup1Qs6WtBKX0YIwZqaGt64caPFOHIA6O3tzSNHjjA1NZUrV6602ffq37+/VVpAQAC1Wi2HDBnC9PR0BgYGUqfTSW6dGqaoPDw86OPjw/DwcKakpNjtUqo5SUxMpMlkYm1tLSsrK5mdnc2UlBRmZ2dLkXMqKiqo1Wo5atQoXrt2jbNmzeLcuXObLU+hULS4Yq3xoJOTkxODgoI4bNgwq1HlDRs2cMOGDXZNMz4/3jJw4EC6uroyICCAISEhktelxoOuBoOBWVlZzMzMtArU0VgaBtbsqcOtW7eyoqKC58+f5+rVq6X04cOHN5maPHToEOfMmdNif7s5L0b+/v48cOAAy8vL+ezZM1ZXV7OsrIzV1dW8desWnz59Kg2C1tXVcfTo0fztt99YVFRktRrTz8/PLq9ToaGhPHDgAO/fv8/c3FweP36cP/30E+fMmcPJkyfTYDBw9erVPHnyJHfs2MH09HR7n7meOzDYoARyc3NbzKfT6aSbsmfPnnZFuBk9ejQNBoNdeTvqf1Cr1XL79u00Go2MiopiaWkpi4qKeO/ePRYUFEiBNXU6HdPS0hgZGckzZ85YjebbIy4uLkxISLDrxXJxcemIN9tWJTg4mEOHDpWCrnS0PHd3d27YsIH379+3ip04cuRIDhs2jLGxsczKyqK7uzvLy8vbPWXXu3dv9uvXj35+fnz48CGDg4P5+PFjVlZWsrKyknV1dTSZTKyqqqK3tzd//vlnDhkyxC7fiM09F4GBgZw6dSpzc3OlRWUqlUqaXUhNTeWjR48YFxfHgoICe8vuuUqg4eFsTYMvXbqUZrOZ6enp7Z4LVigUVg4ku1rUarUUtSg6Opr379/no0ePWFFRwaqqKg4YMIB//PEHT5w4wYSEBC5fvrxVf4TNiS0F4OzszM8//7zT/Ac0J35+ftKKu64I1tlQh41fouXLl0tfy4a5/bbGPtRqtc2e03Ct0NBQKd5hXV0da2pqOHbsWJ47d046ryOrUxUKRbN2Ix4eHjxw4ACLiop48eLFtgSO7dlKIDMzk0IIurq60tXVlW5ubtLNVyqV3Llzp2QCazQa22w92Jx4enpy7NixXfZyNJZBgwaxoKCADx48kKLphoSEMC4ujlqtlkVFRTx79iz379/frvIbmu7PG/24ublx6tSp3L9/f4tx97Rabbtf4K5eZjx8+HBqtVq6u7vz9ddfZ0FBAR8/fkyTycSysjKGhoZ2CYeXXnqJR44cYXV1NR88eMA33nij08rW6XRUq9VUqVQSd6VSSZ1Ox0WLFrG4uNgeC8HnpWcrAaC+b9YQM6+qqoorVqxgVlYWZ82aRaPRyCtXrvDmzZvcs2ePXeVptVqbHnwaFE5bWxQdedjGjRvH8+fPMzY2ljExMVaedjrS9fD29ubChQvp7+/PRYsWSQ+YQqHgnDlzOGbMGHp5ebVoyLJ48eJ2zefr9fpWPQZ11KouPj6e8+fPZ0FBAYuKivj06VNeuHCBx44da9H2ojMkIiKixbUj7RGFQsG//vWvTEpK4ltvvcXx48fTy8uLUVFR/OqrrxgeHs5x48a1p5XR85VA3759mZmZyby8PCtrtLq6OmZkZFClUrXppg8ePFgK0d1YhBAMDw/nhx9+KIUI7+qY861JW11eN5aPPvqInp6e3LRpE69fv87333+fkyZNol6v71LXaUIIDh8+vMV7olAoOhzO28nJiSqVips2beLWrVu5a9euNq/u607i7OxMNzc3njx5kllZWXz06BGXLVvGkJCQjrZwe74SaJDp06fzxIkTPH78OHNycrhv375O1fhqtZoZGRlcvXo1IyMj2atXrzYFy+hsiYmJ6dD506ZNo16vp4+PD4uLi/nll192KLJxZ0lHZlYaS1dGHW6PzJo1y+qj0VJgkeakoYu7YcMGpqSkcNu2bfT19e0Mbv8+SsDX15dDhgxhYGAgJ0yY0OmONxUKBWNjY63s4R0pHV0nER8fT1dXVwohmqxi7EpRq9U2VxcCaDJN25PEycmJc+fObfbjkJSUZNW10mg0bZqpcnV1pUql6opgsf8+SqAl8fLy4tq1aztcjkajac/ASxPR6/VMSEjocDkuLi5tWjfQHUSlUnHGjBkO59EWUSqV3LZtW6v51Go1x48fb3PWRQjByZMnO/z/PCcvhhLQaDRWyzkdLUqlsr1hpK1EpVJ1uO8sS+sihGBYWFinlOXj4+Pw//OcyGHIZMh4wSFHIJIhQ0ZTdJcFREYATyy/PQm9IXPuavQ0vkD35ezfXGK36A4AgBDit+aaKt0ZMueuR0/jC/Q8znJ3QIaMFxyyEpAh4wVHd1ICXzmaQDsgc+569DS+QA/j3G3GBGTIkOEYdKeWgAwZMhwAhysBIcTrQoirQojrQohVjuZjC0KIIiFErhDidyHEb5a0XkKI/xVC/NPy6+lgjruEEKVCiLxGac1yFPXYYqn3S0KIUd2Ic7IQosRS178LIaY2OrbawvmqEOI/HcTZTwhxSghxWQiRL4RYaknv1nVtEw42F1YCuAEgEIAGwD8ADHO0GbMNrkUAej+X9jmAVZbtVQA+czDHSACjAOS1xhHAVAD/A0AAGAPgfDfinAzgw2byDrM8I1oAAyzPjtIBnH0AjLJsuwK4ZuHWrevalji6JfAfAK6TLCRpAvA3ANEO5tQWRAPYbdneDWCmA7mAZBaA5+Os2+IYDWAP6/ELAA8hhM+fw/RfsMHZFqIB/I3kM5L/B+A66p+hPxUk75C8aNl+DKAAgC+6eV3bgqOVgC+AW432b1vSuiMIIFMIcUEI8Z4lrS/JO5btuwD6OoZai7DFsbvX/fuWpvOuRt2sbsdZCBEAIATAefTQuna0EuhJGE9yFIApABYLISIbH2R9u69bT7X0BI4WfAlgIIBXANwB8F+OpdM8hBAuAL4DsIykVaCGHlTXDlcCJQD8Gu33s6R1O5AssfyWAkhDfTP0XkOzzvJb6jiGNmGLY7ete5L3SNaSrAPw3/hXk7/bcBZCqFGvAPaRPGRJ7nF1DTheCfwKYJAQYoAQQgPgLwD+7mBOTSCEcBZCuDZsA5gMIA/1XOdbss0HcLj5EhwKWxz/DiDOMnI9BsCjRk1Zh+K5/vKbqK9roJ7zX4QQWiHEAACDAGQ/f/6fwE8A2AmggOQXjQ71uLoG4NjZgUYjp9dQP9L7kaP52OAYiPpR6X8AyG/gCcALwAkA/wTwA4BeDuZ5APXNZzPq+50JtjiifqR6m6XecwGM7kac91o4XUL9C+TTKP9HFs5XAUxxEOfxqG/qXwLwu0Wmdve6tiWyxaAMGS84HN0dkCFDhoMhKwEZMl5wyEpAhowXHLISkCHjBYesBGTIeMEhKwEZMl5wyEpAhowXHLISkCHjBcf/A2/sY4Vj3mnuAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"loss d: 1.322, loss g: 0.373\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 d: 1.263, loss g: 0.394\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 d: 1.237, loss g: 0.394\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 d: 1.245, loss g: 0.412\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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